diff --git "a/541350.err" "b/541350.err"
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+[NbConvertApp] Converting notebook HCP_downstream_raw_flatmaps.ipynb to python
+[NbConvertApp] Writing 36673 bytes to HCP_downstream_raw_flatmaps.py
+wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information.
+wandb: Currently logged in as: ckadirt. Use `wandb login --relogin` to force relogin
+wandb: Tracking run with wandb version 0.18.3
+wandb: Run data is saved locally in /weka/proj-fmri/ckadirt/fMRI-foundation-model/src/wandb/run-20241127_021238-HCPflat_raw_beta_age_31e54b73-122f-4c96-8d20-21ee38d0705b
+wandb: Run `wandb offline` to turn off syncing.
+wandb: Syncing run HCPflat_raw_beta_age
+wandb: ⭐️ View project at https://stability.wandb.io/ckadirt/fMRI-foundation-model
+wandb: 🚀 View run at https://stability.wandb.io/ckadirt/fMRI-foundation-model/runs/HCPflat_raw_beta_age_31e54b73-122f-4c96-8d20-21ee38d0705b
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Epoch 5/50 - Validation:  67%|██████▋   | 32/48 [01:25<00:38,  2.41s/it]
Epoch 5/50 - Validation:  69%|██████▉   | 33/48 [01:28<00:36,  2.41s/it]
Epoch 5/50 - Validation:  71%|███████   | 34/48 [01:30<00:33,  2.40s/it]
Epoch 5/50 - Validation:  73%|███████▎  | 35/48 [01:33<00:31,  2.44s/it]
Epoch 5/50 - Validation:  75%|███████▌  | 36/48 [01:35<00:28,  2.42s/it]
Epoch 5/50 - Validation:  77%|███████▋  | 37/48 [01:37<00:26,  2.41s/it]
Epoch 5/50 - Validation:  79%|███████▉  | 38/48 [01:40<00:24,  2.47s/it]
Epoch 5/50 - Validation:  81%|████████▏ | 39/48 [01:42<00:21,  2.42s/it]
Epoch 5/50 - Validation:  83%|████████▎ | 40/48 [01:45<00:19,  2.40s/it]
Epoch 5/50 - Validation:  85%|████████▌ | 41/48 [01:47<00:16,  2.40s/it]
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Epoch 5/50 - Validation:  92%|█████████▏| 44/48 [01:54<00:09,  2.36s/it]
Epoch 5/50 - Validation:  94%|█████████▍| 45/48 [01:56<00:07,  2.38s/it]
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Epoch 5/50 - Validation:  98%|█████████▊| 47/48 [02:01<00:02,  2.35s/it]
Epoch 5/50 - Validation: 100%|██████████| 48/48 [02:02<00:00,  1.79s/it]
Epoch 5/50 - Validation: 100%|██████████| 48/48 [02:02<00:00,  2.54s/it]
+
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Epoch 6/50 - Training:   2%|▏         | 7/435 [00:12<04:20,  1.65it/s]
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Epoch 6/50 - Training:   3%|▎         | 11/435 [00:22<21:23,  3.03s/it]
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Epoch 6/50 - Training:   7%|▋         | 29/435 [00:33<02:11,  3.08it/s]
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Epoch 6/50 - Training:   8%|▊         | 33/435 [00:41<09:05,  1.36s/it]
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Epoch 10/50 - Validation:  42%|████▏     | 20/48 [00:56<01:15,  2.70s/it]
Epoch 10/50 - Validation:  44%|████▍     | 21/48 [00:59<01:13,  2.74s/it]
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Epoch 10/50 - Validation:  48%|████▊     | 23/48 [01:04<01:05,  2.60s/it]
Epoch 10/50 - Validation:  50%|█████     | 24/48 [01:07<01:02,  2.59s/it]
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Epoch 10/50 - Validation:  65%|██████▍   | 31/48 [01:24<00:42,  2.50s/it]
Epoch 10/50 - Validation:  67%|██████▋   | 32/48 [01:27<00:40,  2.51s/it]
Epoch 10/50 - Validation:  69%|██████▉   | 33/48 [01:29<00:37,  2.48s/it]
Epoch 10/50 - Validation:  71%|███████   | 34/48 [01:32<00:34,  2.48s/it]
Epoch 10/50 - Validation:  73%|███████▎  | 35/48 [01:34<00:32,  2.51s/it]
Epoch 10/50 - Validation:  75%|███████▌  | 36/48 [01:37<00:30,  2.51s/it]
Epoch 10/50 - Validation:  77%|███████▋  | 37/48 [01:39<00:27,  2.50s/it]
Epoch 10/50 - Validation:  79%|███████▉  | 38/48 [01:42<00:25,  2.57s/it]
Epoch 10/50 - Validation:  81%|████████▏ | 39/48 [01:44<00:22,  2.53s/it]
Epoch 10/50 - Validation:  83%|████████▎ | 40/48 [01:47<00:19,  2.49s/it]
Epoch 10/50 - Validation:  85%|████████▌ | 41/48 [01:49<00:17,  2.47s/it]
Epoch 10/50 - Validation:  88%|████████▊ | 42/48 [01:52<00:14,  2.47s/it]
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Epoch 10/50 - Validation:  92%|█████████▏| 44/48 [01:56<00:09,  2.42s/it]
Epoch 10/50 - Validation:  94%|█████████▍| 45/48 [01:59<00:07,  2.41s/it]
Epoch 10/50 - Validation:  96%|█████████▌| 46/48 [02:01<00:04,  2.39s/it]
Epoch 10/50 - Validation:  98%|█████████▊| 47/48 [02:03<00:02,  2.34s/it]
Epoch 10/50 - Validation: 100%|██████████| 48/48 [02:04<00:00,  1.77s/it]
Epoch 10/50 - Validation: 100%|██████████| 48/48 [02:04<00:00,  2.59s/it]
+
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Epoch 11/50 - Training:   2%|▏         | 7/435 [00:12<04:21,  1.64it/s]
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Epoch 11/50 - Training:   2%|▏         | 10/435 [00:13<02:14,  3.16it/s]
Epoch 11/50 - Training:   3%|▎         | 11/435 [00:26<29:28,  4.17s/it]
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Epoch 11/50 - Training:   7%|▋         | 29/435 [00:37<02:05,  3.23it/s]
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Epoch 11/50 - Training:   8%|▊         | 33/435 [00:47<10:09,  1.52s/it]
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Epoch 11/50 - Training:   9%|▉         | 41/435 [00:58<20:43,  3.16s/it]
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Epoch 11/50 - Training:  16%|█▋        | 71/435 [01:31<17:42,  2.92s/it]
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Epoch 11/50 - Training:  19%|█▊        | 81/435 [01:41<16:18,  2.76s/it]
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Epoch 11/50 - Training:  32%|███▏      | 141/435 [02:36<11:51,  2.42s/it]
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Epoch 22/50 - Validation:  75%|███████▌  | 36/48 [01:37<00:30,  2.54s/it]
Epoch 22/50 - Validation:  77%|███████▋  | 37/48 [01:40<00:28,  2.56s/it]
Epoch 22/50 - Validation:  79%|███████▉  | 38/48 [01:43<00:25,  2.60s/it]
Epoch 22/50 - Validation:  81%|████████▏ | 39/48 [01:45<00:22,  2.54s/it]
Epoch 22/50 - Validation:  83%|████████▎ | 40/48 [01:48<00:20,  2.53s/it]
Epoch 22/50 - Validation:  85%|████████▌ | 41/48 [01:50<00:17,  2.54s/it]
Epoch 22/50 - Validation:  88%|████████▊ | 42/48 [01:53<00:15,  2.55s/it]
Epoch 22/50 - Validation:  90%|████████▉ | 43/48 [01:55<00:12,  2.49s/it]
Epoch 22/50 - Validation:  92%|█████████▏| 44/48 [01:57<00:09,  2.47s/it]
Epoch 22/50 - Validation:  94%|█████████▍| 45/48 [02:00<00:07,  2.44s/it]
Epoch 22/50 - Validation:  96%|█████████▌| 46/48 [02:02<00:04,  2.43s/it]
Epoch 22/50 - Validation:  98%|█████████▊| 47/48 [02:04<00:02,  2.37s/it]
Epoch 22/50 - Validation: 100%|██████████| 48/48 [02:05<00:00,  1.79s/it]
Epoch 22/50 - Validation: 100%|██████████| 48/48 [02:05<00:00,  2.61s/it]
+
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Epoch 23/50 - Training:   2%|▏         | 7/435 [00:15<05:04,  1.40it/s]
Epoch 23/50 - Training:   2%|▏         | 8/435 [00:15<03:49,  1.86it/s]
Epoch 23/50 - Training:   2%|▏         | 9/435 [00:15<02:59,  2.37it/s]
Epoch 23/50 - Training:   2%|▏         | 10/435 [00:16<02:25,  2.92it/s]
Epoch 23/50 - Training:   3%|▎         | 11/435 [00:28<29:01,  4.11s/it]
Epoch 23/50 - Training:   3%|▎         | 12/435 [00:28<20:25,  2.90s/it]
Epoch 23/50 - Training:   3%|▎         | 13/435 [00:28<14:28,  2.06s/it]
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Epoch 23/50 - Training:   3%|▎         | 15/435 [00:29<07:32,  1.08s/it]
Epoch 23/50 - Training:   4%|▎         | 16/435 [00:29<05:41,  1.23it/s]
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Epoch 23/50 - Training:   5%|▍         | 20/435 [00:30<02:16,  3.03it/s]
Epoch 23/50 - Training:   5%|▍         | 21/435 [00:39<20:46,  3.01s/it]
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Epoch 23/50 - Training:   6%|▌         | 24/435 [00:39<07:43,  1.13s/it]
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Epoch 23/50 - Training:   6%|▋         | 28/435 [00:40<02:38,  2.57it/s]
Epoch 23/50 - Training:   7%|▋         | 29/435 [00:40<02:07,  3.17it/s]
Epoch 23/50 - Training:   7%|▋         | 30/435 [00:40<01:49,  3.70it/s]
Epoch 23/50 - Training:   7%|▋         | 31/435 [00:50<20:15,  3.01s/it]
Epoch 23/50 - Training:   7%|▋         | 32/435 [00:50<14:26,  2.15s/it]
Epoch 23/50 - Training:   8%|▊         | 33/435 [00:50<10:22,  1.55s/it]
Epoch 23/50 - Training:   8%|▊         | 34/435 [00:50<07:31,  1.13s/it]
Epoch 23/50 - Training:   8%|▊         | 35/435 [00:50<05:31,  1.21it/s]
Epoch 23/50 - Training:   8%|▊         | 36/435 [00:50<04:09,  1.60it/s]
Epoch 23/50 - Training:   9%|▊         | 37/435 [00:51<03:12,  2.06it/s]
Epoch 23/50 - Training:   9%|▊         | 38/435 [00:51<02:33,  2.59it/s]
Epoch 23/50 - Training:   9%|▉         | 39/435 [00:51<02:03,  3.21it/s]
Epoch 23/50 - Training:   9%|▉         | 40/435 [00:51<01:44,  3.77it/s]
Epoch 23/50 - Training:   9%|▉         | 41/435 [01:00<19:38,  2.99s/it]
Epoch 23/50 - Training:  10%|▉         | 42/435 [01:00<13:58,  2.13s/it]
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Epoch 23/50 - Training:  11%|█         | 46/435 [01:01<04:04,  1.59it/s]
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Epoch 23/50 - Training:  11%|█         | 48/435 [01:01<02:31,  2.55it/s]
Epoch 23/50 - Training:  11%|█▏        | 49/435 [01:02<02:01,  3.17it/s]
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Epoch 23/50 - Training:  12%|█▏        | 51/435 [01:10<16:46,  2.62s/it]
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Epoch 23/50 - Training:  13%|█▎        | 56/435 [01:11<03:34,  1.77it/s]
Epoch 23/50 - Training:  13%|█▎        | 57/435 [01:11<02:46,  2.27it/s]
Epoch 23/50 - Training:  13%|█▎        | 58/435 [01:11<02:13,  2.83it/s]
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Epoch 23/50 - Training:  14%|█▍        | 60/435 [01:11<01:34,  3.97it/s]
Epoch 23/50 - Training:  14%|█▍        | 61/435 [01:20<17:19,  2.78s/it]
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Epoch 23/50 - Training:  15%|█▍        | 64/435 [01:20<06:30,  1.05s/it]
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Epoch 23/50 - Training:  15%|█▌        | 66/435 [01:21<03:36,  1.70it/s]
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Epoch 23/50 - Training:  16%|█▌        | 68/435 [01:21<02:12,  2.76it/s]
Epoch 23/50 - Training:  16%|█▌        | 69/435 [01:21<01:48,  3.39it/s]
Epoch 23/50 - Training:  16%|█▌        | 70/435 [01:21<01:32,  3.93it/s]
Epoch 23/50 - Training:  16%|█▋        | 71/435 [01:29<16:14,  2.68s/it]
Epoch 23/50 - Training:  17%|█▋        | 72/435 [01:30<11:36,  1.92s/it]
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Epoch 23/50 - Training:  18%|█▊        | 77/435 [01:30<02:41,  2.21it/s]
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Epoch 23/50 - Training:  18%|█▊        | 79/435 [01:31<01:44,  3.40it/s]
Epoch 23/50 - Training:  18%|█▊        | 80/435 [01:31<01:29,  3.96it/s]
Epoch 23/50 - Training:  19%|█▊        | 81/435 [01:39<15:54,  2.70s/it]
Epoch 23/50 - Training:  19%|█▉        | 82/435 [01:39<11:22,  1.93s/it]
Epoch 23/50 - Training:  19%|█▉        | 83/435 [01:40<08:12,  1.40s/it]
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Epoch 23/50 - Training:  25%|██▌       | 110/435 [02:00<01:21,  4.00it/s]
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Epoch 23/50 - Training:  31%|███▏      | 137/435 [02:29<02:21,  2.11it/s]
Epoch 23/50 - Training:  32%|███▏      | 138/435 [02:29<01:52,  2.64it/s]
Epoch 23/50 - Training:  32%|███▏      | 139/435 [02:30<01:30,  3.25it/s]
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Epoch 23/50 - Training:  32%|███▏      | 141/435 [02:38<12:42,  2.59s/it]
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Epoch 23/50 - Training:  34%|███▍      | 147/435 [02:39<02:26,  1.96it/s]
Epoch 23/50 - Training:  34%|███▍      | 148/435 [02:39<01:56,  2.45it/s]
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Epoch 23/50 - Training:  35%|███▍      | 151/435 [02:48<12:33,  2.65s/it]
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Epoch 23/50 - Training:  37%|███▋      | 161/435 [02:58<11:16,  2.47s/it]
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+
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Epoch 32/50 - Validation:  67%|██████▋   | 32/48 [01:56<00:54,  3.41s/it]
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Epoch 32/50 - Validation: 100%|██████████| 48/48 [02:48<00:00,  3.50s/it]
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+
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Epoch 37/50 - Validation:  48%|████▊     | 23/48 [01:26<01:25,  3.41s/it]
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Epoch 37/50 - Validation:  77%|███████▋  | 37/48 [02:14<00:37,  3.41s/it]
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Epoch 37/50 - Validation: 100%|██████████| 48/48 [02:48<00:00,  2.39s/it]
Epoch 37/50 - Validation: 100%|██████████| 48/48 [02:48<00:00,  3.50s/it]
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Epoch 38/50 - Training:   3%|▎         | 11/435 [00:27<27:23,  3.88s/it]
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Epoch 38/50 - Training:   4%|▎         | 16/435 [00:29<05:40,  1.23it/s]
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Epoch 39/50 - Validation:  88%|████████▊ | 42/48 [01:56<00:16,  2.67s/it]
Epoch 39/50 - Validation:  90%|████████▉ | 43/48 [01:58<00:13,  2.63s/it]
Epoch 39/50 - Validation:  92%|█████████▏| 44/48 [02:02<00:11,  2.77s/it]
Epoch 39/50 - Validation:  94%|█████████▍| 45/48 [02:05<00:08,  2.93s/it]
Epoch 39/50 - Validation:  96%|█████████▌| 46/48 [02:08<00:05,  2.86s/it]
Epoch 39/50 - Validation:  98%|█████████▊| 47/48 [02:10<00:02,  2.69s/it]
Epoch 39/50 - Validation: 100%|██████████| 48/48 [02:10<00:00,  2.02s/it]
Epoch 39/50 - Validation: 100%|██████████| 48/48 [02:10<00:00,  2.72s/it]
+
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Epoch 40/50 - Training:   2%|▏         | 7/435 [00:15<05:13,  1.37it/s]
Epoch 40/50 - Training:   2%|▏         | 8/435 [00:15<03:53,  1.83it/s]
Epoch 40/50 - Training:   2%|▏         | 9/435 [00:15<02:57,  2.40it/s]
Epoch 40/50 - Training:   2%|▏         | 10/435 [00:15<02:20,  3.02it/s]
Epoch 40/50 - Training:   3%|▎         | 11/435 [00:26<25:02,  3.54s/it]
Epoch 40/50 - Training:   3%|▎         | 12/435 [00:26<17:45,  2.52s/it]
Epoch 40/50 - Training:   3%|▎         | 13/435 [00:28<15:06,  2.15s/it]
Epoch 40/50 - Training:   3%|▎         | 14/435 [00:28<10:48,  1.54s/it]
Epoch 40/50 - Training:   3%|▎         | 15/435 [00:28<07:48,  1.12s/it]
Epoch 40/50 - Training:   4%|▎         | 16/435 [00:28<05:51,  1.19it/s]
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Epoch 40/50 - Training:   6%|▌         | 24/435 [00:37<07:56,  1.16s/it]
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Epoch 40/50 - Training:   6%|▋         | 28/435 [00:38<02:55,  2.32it/s]
Epoch 40/50 - Training:   7%|▋         | 29/435 [00:38<02:20,  2.88it/s]
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Epoch 40/50 - Training:   7%|▋         | 31/435 [00:43<11:16,  1.68s/it]
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Epoch 40/50 - Training:   8%|▊         | 33/435 [00:46<11:13,  1.68s/it]
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Epoch 40/50 - Training:   8%|▊         | 35/435 [00:47<06:24,  1.04it/s]
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Epoch 40/50 - Training:   9%|▊         | 37/435 [00:47<04:21,  1.52it/s]
Epoch 40/50 - Training:   9%|▊         | 38/435 [00:48<03:22,  1.96it/s]
Epoch 40/50 - Training:   9%|▉         | 39/435 [00:48<02:38,  2.49it/s]
Epoch 40/50 - Training:   9%|▉         | 40/435 [00:48<02:09,  3.05it/s]
Epoch 40/50 - Training:   9%|▉         | 41/435 [00:52<08:56,  1.36s/it]
Epoch 40/50 - Training:  10%|▉         | 42/435 [00:52<07:47,  1.19s/it]
Epoch 40/50 - Training:  10%|▉         | 43/435 [00:56<12:35,  1.93s/it]
Epoch 40/50 - Training:  10%|█         | 44/435 [00:57<10:11,  1.56s/it]
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Epoch 40/50 - Training:  11%|█         | 46/435 [00:58<06:50,  1.06s/it]
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Epoch 40/50 - Training:  11%|█         | 48/435 [00:58<03:46,  1.71it/s]
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Epoch 40/50 - Training:  12%|█▏        | 51/435 [01:01<06:08,  1.04it/s]
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Epoch 40/50 - Training:  14%|█▍        | 62/435 [01:12<05:26,  1.14it/s]
Epoch 40/50 - Training:  14%|█▍        | 63/435 [01:17<13:49,  2.23s/it]
Epoch 40/50 - Training:  15%|█▍        | 64/435 [01:18<10:35,  1.71s/it]
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Epoch 40/50 - Training:  15%|█▌        | 66/435 [01:19<06:41,  1.09s/it]
Epoch 40/50 - Training:  15%|█▌        | 67/435 [01:19<04:54,  1.25it/s]
Epoch 40/50 - Training:  16%|█▌        | 68/435 [01:19<03:41,  1.66it/s]
Epoch 40/50 - Training:  16%|█▌        | 69/435 [01:19<02:49,  2.16it/s]
Epoch 40/50 - Training:  16%|█▌        | 70/435 [01:19<02:16,  2.67it/s]
Epoch 40/50 - Training:  16%|█▋        | 71/435 [01:19<01:52,  3.22it/s]
Epoch 40/50 - Training:  17%|█▋        | 72/435 [01:20<03:09,  1.92it/s]
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Epoch 40/50 - Training:  19%|█▊        | 81/435 [01:29<01:55,  3.06it/s]
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Epoch 40/50 - Training:  19%|█▉        | 83/435 [01:37<14:55,  2.54s/it]
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Epoch 40/50 - Training:  31%|███       | 133/435 [02:29<11:56,  2.37s/it]
Epoch 40/50 - Training:  31%|███       | 134/435 [02:29<09:30,  1.90s/it]
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Epoch 40/50 - Training:  32%|███▏      | 139/435 [02:31<02:48,  1.76it/s]
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Epoch 40/50 - Training:  32%|███▏      | 141/435 [02:32<01:41,  2.90it/s]
Epoch 40/50 - Training:  33%|███▎      | 142/435 [02:32<01:22,  3.54it/s]
Epoch 40/50 - Training:  33%|███▎      | 143/435 [02:39<11:14,  2.31s/it]
Epoch 40/50 - Training:  33%|███▎      | 144/435 [02:39<08:49,  1.82s/it]
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Epoch 40/50 - Training:  34%|███▎      | 146/435 [02:41<06:20,  1.32s/it]
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Epoch 44/50 - Validation:  75%|███████▌  | 36/48 [01:39<00:30,  2.55s/it]
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Epoch 44/50 - Validation:  81%|████████▏ | 39/48 [01:47<00:23,  2.56s/it]
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Epoch 44/50 - Validation:  92%|█████████▏| 44/48 [02:00<00:09,  2.48s/it]
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Epoch 44/50 - Validation: 100%|██████████| 48/48 [02:08<00:00,  1.87s/it]
Epoch 44/50 - Validation: 100%|██████████| 48/48 [02:08<00:00,  2.67s/it]
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Epoch 49/50 - Validation:  67%|██████▋   | 32/48 [01:27<00:40,  2.53s/it]
Epoch 49/50 - Validation:  69%|██████▉   | 33/48 [01:29<00:37,  2.52s/it]
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Epoch 49/50 - Validation:  75%|███████▌  | 36/48 [01:37<00:30,  2.50s/it]
Epoch 49/50 - Validation:  77%|███████▋  | 37/48 [01:39<00:27,  2.49s/it]
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Epoch 49/50 - Validation:  81%|████████▏ | 39/48 [01:44<00:22,  2.52s/it]
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Epoch 49/50 - Validation: 100%|██████████| 48/48 [02:04<00:00,  1.80s/it]
Epoch 49/50 - Validation: 100%|██████████| 48/48 [02:04<00:00,  2.60s/it]
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Epoch 50/50 - Training:   7%|▋         | 29/435 [00:34<02:07,  3.19it/s]
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Epoch 50/50 - Training:   8%|▊         | 33/435 [00:43<09:25,  1.41s/it]
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Epoch 50/50 - Training:   9%|▊         | 37/435 [00:43<03:03,  2.17it/s]
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Epoch 50/50 - Training:  10%|▉         | 42/435 [00:53<13:17,  2.03s/it]
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Epoch 50/50 - Training:  11%|█▏        | 49/435 [00:54<02:17,  2.80it/s]
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Epoch 50/50 - Training:  32%|███▏      | 138/435 [02:17<01:47,  2.76it/s]
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Epoch 50/50 - Training:  32%|███▏      | 141/435 [02:25<12:05,  2.47s/it]
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Epoch 50/50 - Training:  34%|███▍      | 148/435 [02:26<01:38,  2.92it/s]
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