[cascade] jobid=9752 full 60ep init=/home/user02/linhdang/fingerprint/ufr/runs/_archive/enhance_residual_v1/enhance_residual_ddp2_epoch59.ckpt
[rank: 0] Seed set to 42
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/lightning_fabric/plugins/environments/slurm.py:204: The `srun` command is available on your system but is not used. HINT: If your intention is to run Lightning on SLURM, prepend your python command with `srun` like so: srun python /home/user02/linhdang/fingerprint/ufr/fdc_lfe/train. ...
Using bfloat16 Automatic Mixed Precision (AMP)
GPU available: True (cuda), used: True
TPU available: False, using: 0 TPU cores
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/logger_connector.py:76: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `pytorch_lightning` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default
💡 Tip: For seamless cloud logging and experiment tracking, try installing [litlogger](https://pypi.org/project/litlogger/) to enable LitLogger, which logs metrics and artifacts automatically to the Lightning Experiments platform.
`Trainer(limit_train_batches=1.0)` was configured so 100% of the batches per epoch will be used..
`Trainer(limit_val_batches=1.0)` was configured so 100% of the batches will be used..
💡 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.
Initializing distributed: GLOBAL_RANK: 0, MEMBER: 1/2
[rank: 1] Seed set to 42
Initializing distributed: GLOBAL_RANK: 1, MEMBER: 2/2
----------------------------------------------------------------------------------------------------
distributed_backend=nccl
All distributed processes registered. Starting with 2 processes
----------------------------------------------------------------------------------------------------

LOCAL_RANK: 1 - CUDA_VISIBLE_DEVICES: [0,1]
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/utilities/model_summary/model_summary.py:242: Precision bf16-mixed is not supported by the model summary.  Estimated model size in MB will not be accurate. Using 32 bits instead.

   | Name                  | Type                          | Params | Mode  | FLOPs
-----------------------------------------------------------------------------------------
0  | G_L2E                 | RestormerGenerator            | 961 K  | train | 0    
1  | G_E2L                 | RestormerGenerator            | 961 K  | train | 0    
2  | stage1                | RestormerGenerator            | 961 K  | eval  | 0    
3  | D_E                   | PatchDiscriminator            | 2.8 M  | train | 0    
4  | D_L                   | PatchDiscriminator            | 2.8 M  | train | 0    
5  | ridge_normalizer      | RidgeFrequencyNormalizer      | 0      | train | 0    
6  | frequency_loss        | FrequencyContrastive          | 543 K  | train | 0    
7  | spectral_shaping_loss | SpectralShapingLoss           | 0      | train | 0    
8  | combined_loss         | CombinedLoss                  | 0      | train | 0    
9  | cycle_loss            | CycleLoss                     | 0      | train | 0    
10 | seg_loss              | SegmentationHallucinationLoss | 0      | train | 0    
11 | id_loss               | IdentityAnchorLoss            | 0      | train | 0    
12 | dmd_seg               | DMDSegmentation               | 0      | train | 0    
13 | id_embedder           | IdentityEmbedder              | 0      | train | 0    
14 | patch_nce             | PatchNCELoss                  | 329 K  | train | 0    
-----------------------------------------------------------------------------------------
8.3 M     Trainable params
961 K     Non-trainable params
9.3 M     Total params
37.130    Total estimated model params size (MB)
416       Modules in train mode
173       Modules in eval mode
0         Total Flops
[cascade] stage1 from /home/user02/linhdang/fingerprint/ufr/runs/_archive/enhance_residual_v1/enhance_residual_ddp2_epoch59.ckpt: params=167 missing=0 unexpected=0
[init-weights] /home/user02/linhdang/fingerprint/ufr/runs/_archive/enhance_residual_v1/enhance_residual_ddp2_epoch59.ckpt: missing=167 unexpected=11

Sanity Checking: |          | 0/? [00:00<?, ?it/s][cascade] stage1 from /home/user02/linhdang/fingerprint/ufr/runs/_archive/enhance_residual_v1/enhance_residual_ddp2_epoch59.ckpt: params=167 missing=0 unexpected=0
[init-weights] /home/user02/linhdang/fingerprint/ufr/runs/_archive/enhance_residual_v1/enhance_residual_ddp2_epoch59.ckpt: missing=167 unexpected=11
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/utilities/data.py:79: Trying to infer the `batch_size` from an ambiguous collection. The batch size we found is 48. To avoid any miscalculations, use `self.log(..., batch_size=batch_size)`.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('val/cycle', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('val/bg_hf_energy', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/loops/fit_loop.py:538: Found 173 module(s) in eval mode at the start of training. This may lead to unexpected behavior during training. If this is intentional, you can ignore this warning.

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Sanity Checking DataLoader 0: 100%|██████████| 2/2 [00:09<00:00,  0.20it/s]
                                                                           

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/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/utilities/data.py:79: Trying to infer the `batch_size` from an ambiguous collection. The batch size we found is 3. To avoid any miscalculations, use `self.log(..., batch_size=batch_size)`.

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/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/g_adv', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/cycle', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/selfsup_rec', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/patch_nce', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/g_total', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/d_e', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/d_l', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/d_bcr', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/d_total', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/phase', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/gamma_freq', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/delta_seg', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/eta_id', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.

                                                                          
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Epoch 1:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.790]
Epoch 1:   1%|          | 1/104 [00:10<18:47,  0.09it/s, v_num=0, val/cycle=0.790]
Epoch 1:   1%|          | 1/104 [00:10<18:47,  0.09it/s, v_num=0, val/cycle=0.790]
Epoch 1:   2%|▏         | 2/104 [00:20<17:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   2%|▏         | 2/104 [00:20<17:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   3%|▎         | 3/104 [00:30<16:51,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   3%|▎         | 3/104 [00:30<16:51,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   4%|▍         | 4/104 [00:39<16:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   4%|▍         | 4/104 [00:39<16:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   5%|▍         | 5/104 [00:49<16:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   5%|▍         | 5/104 [00:49<16:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   6%|▌         | 6/104 [00:58<15:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   6%|▌         | 6/104 [00:58<15:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   7%|▋         | 7/104 [01:08<15:46,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   7%|▋         | 7/104 [01:08<15:46,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   8%|▊         | 8/104 [01:17<15:35,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   8%|▊         | 8/104 [01:17<15:35,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   9%|▊         | 9/104 [01:27<15:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:   9%|▊         | 9/104 [01:27<15:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  10%|▉         | 10/104 [01:37<15:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  10%|▉         | 10/104 [01:37<15:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  11%|█         | 11/104 [01:46<15:02,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  11%|█         | 11/104 [01:46<15:02,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  12%|█▏        | 12/104 [01:56<14:51,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  12%|█▏        | 12/104 [01:56<14:51,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  12%|█▎        | 13/104 [02:05<14:41,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  12%|█▎        | 13/104 [02:05<14:41,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  13%|█▎        | 14/104 [02:15<14:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  13%|█▎        | 14/104 [02:15<14:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  14%|█▍        | 15/104 [02:25<14:20,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  14%|█▍        | 15/104 [02:25<14:20,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  15%|█▌        | 16/104 [02:34<14:10,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  15%|█▌        | 16/104 [02:34<14:10,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  16%|█▋        | 17/104 [02:44<13:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  16%|█▋        | 17/104 [02:44<13:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  17%|█▋        | 18/104 [02:53<13:49,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  17%|█▋        | 18/104 [02:53<13:49,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  18%|█▊        | 19/104 [03:03<13:39,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  18%|█▊        | 19/104 [03:03<13:39,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  19%|█▉        | 20/104 [03:12<13:29,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  19%|█▉        | 20/104 [03:12<13:29,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  20%|██        | 21/104 [03:22<13:19,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  20%|██        | 21/104 [03:22<13:19,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  21%|██        | 22/104 [03:31<13:09,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  21%|██        | 22/104 [03:31<13:09,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  22%|██▏       | 23/104 [03:41<13:00,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  22%|██▏       | 23/104 [03:41<13:00,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  23%|██▎       | 24/104 [03:51<12:50,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  23%|██▎       | 24/104 [03:51<12:50,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  24%|██▍       | 25/104 [04:00<12:40,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  24%|██▍       | 25/104 [04:00<12:40,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  25%|██▌       | 26/104 [04:10<12:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  25%|██▌       | 26/104 [04:10<12:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  28%|██▊       | 29/104 [04:38<12:01,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  28%|██▊       | 29/104 [04:38<12:01,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  30%|██▉       | 31/104 [04:58<11:41,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  30%|██▉       | 31/104 [04:58<11:41,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  31%|███       | 32/104 [05:07<11:32,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  31%|███       | 32/104 [05:07<11:32,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  32%|███▏      | 33/104 [05:17<11:22,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  32%|███▏      | 33/104 [05:17<11:22,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  34%|███▎      | 35/104 [05:36<11:02,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  34%|███▎      | 35/104 [05:36<11:02,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  35%|███▍      | 36/104 [05:45<10:53,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  35%|███▍      | 36/104 [05:45<10:53,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  45%|████▌     | 47/104 [07:31<09:07,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  45%|████▌     | 47/104 [07:31<09:07,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  48%|████▊     | 50/104 [07:59<08:38,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  48%|████▊     | 50/104 [07:59<08:38,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  52%|█████▏    | 54/104 [08:38<07:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  52%|█████▏    | 54/104 [08:38<07:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  53%|█████▎    | 55/104 [08:47<07:50,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  53%|█████▎    | 55/104 [08:47<07:50,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  54%|█████▍    | 56/104 [08:57<07:40,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  54%|█████▍    | 56/104 [08:57<07:40,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  56%|█████▌    | 58/104 [09:16<07:21,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  56%|█████▌    | 58/104 [09:16<07:21,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  61%|██████    | 63/104 [10:04<06:33,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  61%|██████    | 63/104 [10:04<06:33,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  62%|██████▎   | 65/104 [10:23<06:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  62%|██████▎   | 65/104 [10:23<06:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  64%|██████▍   | 67/104 [10:42<05:54,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  64%|██████▍   | 67/104 [10:42<05:54,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  65%|██████▌   | 68/104 [10:51<05:45,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  65%|██████▌   | 68/104 [10:51<05:45,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  67%|██████▋   | 70/104 [11:11<05:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  67%|██████▋   | 70/104 [11:11<05:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  69%|██████▉   | 72/104 [11:30<05:06,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  69%|██████▉   | 72/104 [11:30<05:06,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  70%|███████   | 73/104 [11:39<04:57,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  70%|███████   | 73/104 [11:39<04:57,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  71%|███████   | 74/104 [11:49<04:47,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  71%|███████   | 74/104 [11:49<04:47,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  73%|███████▎  | 76/104 [12:08<04:28,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  73%|███████▎  | 76/104 [12:08<04:28,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  75%|███████▌  | 78/104 [12:27<04:09,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  75%|███████▌  | 78/104 [12:27<04:09,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  76%|███████▌  | 79/104 [12:37<03:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  76%|███████▌  | 79/104 [12:37<03:59,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 1:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.790]
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Epoch 2:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  22%|██▏       | 23/104 [03:41<12:58,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  23%|██▎       | 24/104 [03:50<12:48,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  26%|██▌       | 27/104 [04:19<12:19,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  26%|██▌       | 27/104 [04:19<12:19,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  27%|██▋       | 28/104 [04:28<12:10,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  27%|██▋       | 28/104 [04:28<12:10,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  30%|██▉       | 31/104 [04:57<11:40,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  30%|██▉       | 31/104 [04:57<11:40,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  33%|███▎      | 34/104 [05:26<11:11,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  33%|███▎      | 34/104 [05:26<11:11,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  34%|███▎      | 35/104 [05:35<11:02,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  34%|███▎      | 35/104 [05:35<11:02,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  36%|███▌      | 37/104 [05:54<10:42,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  36%|███▌      | 37/104 [05:54<10:42,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  38%|███▊      | 40/104 [06:23<10:13,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  38%|███▊      | 40/104 [06:23<10:13,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  40%|████      | 42/104 [06:42<09:54,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  40%|████      | 42/104 [06:42<09:54,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  41%|████▏     | 43/104 [06:52<09:44,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  41%|████▏     | 43/104 [06:52<09:44,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  42%|████▏     | 44/104 [07:01<09:35,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  42%|████▏     | 44/104 [07:01<09:35,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  46%|████▌     | 48/104 [07:40<08:56,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  46%|████▌     | 48/104 [07:40<08:56,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  49%|████▉     | 51/104 [08:08<08:27,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  49%|████▉     | 51/104 [08:08<08:27,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  51%|█████     | 53/104 [08:27<08:08,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  51%|█████     | 53/104 [08:27<08:08,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  54%|█████▍    | 56/104 [08:56<07:39,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  54%|█████▍    | 56/104 [08:56<07:39,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  58%|█████▊    | 60/104 [09:34<07:01,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  58%|█████▊    | 60/104 [09:34<07:01,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  59%|█████▊    | 61/104 [09:44<06:51,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  59%|█████▊    | 61/104 [09:44<06:51,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  60%|█████▉    | 62/104 [09:53<06:42,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  60%|█████▉    | 62/104 [09:53<06:42,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  66%|██████▋   | 69/104 [11:00<05:35,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  66%|██████▋   | 69/104 [11:00<05:35,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  70%|███████   | 73/104 [11:39<04:56,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  70%|███████   | 73/104 [11:39<04:56,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  71%|███████   | 74/104 [11:48<04:47,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  71%|███████   | 74/104 [11:48<04:47,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  73%|███████▎  | 76/104 [12:07<04:28,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  73%|███████▎  | 76/104 [12:07<04:28,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  75%|███████▌  | 78/104 [12:26<04:08,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  75%|███████▌  | 78/104 [12:26<04:08,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  76%|███████▌  | 79/104 [12:36<03:59,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  76%|███████▌  | 79/104 [12:36<03:59,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  78%|███████▊  | 81/104 [12:55<03:40,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  78%|███████▊  | 81/104 [12:55<03:40,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  79%|███████▉  | 82/104 [13:05<03:30,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  79%|███████▉  | 82/104 [13:05<03:30,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  80%|███████▉  | 83/104 [13:14<03:21,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  80%|███████▉  | 83/104 [13:14<03:21,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  81%|████████  | 84/104 [13:24<03:11,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  81%|████████  | 84/104 [13:24<03:11,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  82%|████████▏ | 85/104 [13:33<03:01,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  82%|████████▏ | 85/104 [13:33<03:01,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  83%|████████▎ | 86/104 [13:43<02:52,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  83%|████████▎ | 86/104 [13:43<02:52,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  84%|████████▎ | 87/104 [13:53<02:42,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  84%|████████▎ | 87/104 [13:53<02:42,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  85%|████████▍ | 88/104 [14:02<02:33,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  85%|████████▍ | 88/104 [14:02<02:33,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  86%|████████▌ | 89/104 [14:12<02:23,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  86%|████████▌ | 89/104 [14:12<02:23,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  87%|████████▋ | 90/104 [14:21<02:14,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  87%|████████▋ | 90/104 [14:21<02:14,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  88%|████████▊ | 91/104 [14:31<02:04,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  88%|████████▊ | 91/104 [14:31<02:04,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  88%|████████▊ | 92/104 [14:40<01:54,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  88%|████████▊ | 92/104 [14:40<01:54,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  89%|████████▉ | 93/104 [14:50<01:45,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  89%|████████▉ | 93/104 [14:50<01:45,  0.10it/s, v_num=0, val/cycle=0.742]
Epoch 2:  90%|█████████ | 94/104 [14:59<01:35,  0.10it/s, v_num=0, val/cycle=0.742]
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Epoch 2: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.732]
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Epoch 3: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.735]
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Epoch 4: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 4: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 4:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.733]          
Epoch 5:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.733]
Epoch 5:   1%|          | 1/104 [00:10<18:31,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 5:   1%|          | 1/104 [00:10<18:31,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 5:   2%|▏         | 2/104 [00:20<17:17,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   2%|▏         | 2/104 [00:20<17:17,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   3%|▎         | 3/104 [00:29<16:46,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   3%|▎         | 3/104 [00:29<16:46,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   4%|▍         | 4/104 [00:39<16:26,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   4%|▍         | 4/104 [00:39<16:26,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   5%|▍         | 5/104 [00:49<16:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   5%|▍         | 5/104 [00:49<16:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   6%|▌         | 6/104 [00:58<15:56,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   6%|▌         | 6/104 [00:58<15:56,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   7%|▋         | 7/104 [01:08<15:44,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   7%|▋         | 7/104 [01:08<15:44,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   8%|▊         | 8/104 [01:17<15:32,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   8%|▊         | 8/104 [01:17<15:32,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   9%|▊         | 9/104 [01:27<15:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:   9%|▊         | 9/104 [01:27<15:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  10%|▉         | 10/104 [01:36<15:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  10%|▉         | 10/104 [01:36<15:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  11%|█         | 11/104 [01:46<14:59,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  11%|█         | 11/104 [01:46<14:59,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  12%|█▏        | 12/104 [01:55<14:48,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  12%|█▏        | 12/104 [01:55<14:48,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  12%|█▎        | 13/104 [02:05<14:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  12%|█▎        | 13/104 [02:05<14:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  13%|█▎        | 14/104 [02:15<14:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  13%|█▎        | 14/104 [02:15<14:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  14%|█▍        | 15/104 [02:24<14:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  14%|█▍        | 15/104 [02:24<14:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  15%|█▌        | 16/104 [02:34<14:08,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  15%|█▌        | 16/104 [02:34<14:08,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  16%|█▋        | 17/104 [02:43<13:58,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  16%|█▋        | 17/104 [02:43<13:58,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  17%|█▋        | 18/104 [02:53<13:48,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  17%|█▋        | 18/104 [02:53<13:48,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  22%|██▏       | 23/104 [03:41<12:58,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  22%|██▏       | 23/104 [03:41<12:58,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  27%|██▋       | 28/104 [04:29<12:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  27%|██▋       | 28/104 [04:29<12:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  30%|██▉       | 31/104 [04:57<11:41,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  30%|██▉       | 31/104 [04:57<11:41,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  34%|███▎      | 35/104 [05:35<11:02,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  34%|███▎      | 35/104 [05:35<11:02,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  38%|███▊      | 40/104 [06:23<10:14,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  38%|███▊      | 40/104 [06:23<10:14,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  40%|████      | 42/104 [06:43<09:54,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  40%|████      | 42/104 [06:43<09:54,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 5:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.733]
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Validation DataLoader 0:  91%|█████████▏| 96/105 [02:41<00:15,  0.59it/s]

Validation DataLoader 0:  92%|█████████▏| 97/105 [02:43<00:13,  0.59it/s]

Validation DataLoader 0:  93%|█████████▎| 98/105 [02:44<00:11,  0.59it/s]

Validation DataLoader 0:  94%|█████████▍| 99/105 [02:46<00:10,  0.59it/s]

Validation DataLoader 0:  95%|█████████▌| 100/105 [02:48<00:08,  0.59it/s]

Validation DataLoader 0:  96%|█████████▌| 101/105 [02:49<00:06,  0.59it/s]

Validation DataLoader 0:  97%|█████████▋| 102/105 [02:51<00:05,  0.59it/s]

Validation DataLoader 0:  98%|█████████▊| 103/105 [02:53<00:03,  0.59it/s]

Validation DataLoader 0:  99%|█████████▉| 104/105 [02:54<00:01,  0.59it/s]

Validation DataLoader 0: 100%|██████████| 105/105 [02:54<00:00,  0.60it/s]

                                                                          
Epoch 5: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.759]
Epoch 5: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.759]
Epoch 5:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.759]          
Epoch 6:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.759]
Epoch 6:   1%|          | 1/104 [00:10<18:36,  0.09it/s, v_num=0, val/cycle=0.759]
Epoch 6:   1%|          | 1/104 [00:10<18:36,  0.09it/s, v_num=0, val/cycle=0.759]
Epoch 6:   2%|▏         | 2/104 [00:20<17:24,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   2%|▏         | 2/104 [00:20<17:24,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   3%|▎         | 3/104 [00:30<16:51,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   3%|▎         | 3/104 [00:30<16:51,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   4%|▍         | 4/104 [00:39<16:29,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   4%|▍         | 4/104 [00:39<16:29,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   5%|▍         | 5/104 [00:49<16:13,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   5%|▍         | 5/104 [00:49<16:13,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   6%|▌         | 6/104 [00:58<15:58,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   6%|▌         | 6/104 [00:58<15:58,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   7%|▋         | 7/104 [01:08<15:45,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   7%|▋         | 7/104 [01:08<15:45,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   8%|▊         | 8/104 [01:17<15:33,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   8%|▊         | 8/104 [01:17<15:33,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   9%|▊         | 9/104 [01:27<15:22,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:   9%|▊         | 9/104 [01:27<15:22,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  10%|▉         | 10/104 [01:36<15:11,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  10%|▉         | 10/104 [01:36<15:11,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  11%|█         | 11/104 [01:46<15:00,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  11%|█         | 11/104 [01:46<15:00,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  12%|█▏        | 12/104 [01:56<14:49,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  12%|█▏        | 12/104 [01:56<14:49,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  12%|█▎        | 13/104 [02:05<14:39,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  12%|█▎        | 13/104 [02:05<14:39,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  13%|█▎        | 14/104 [02:15<14:28,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  13%|█▎        | 14/104 [02:15<14:28,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  14%|█▍        | 15/104 [02:24<14:18,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  14%|█▍        | 15/104 [02:24<14:18,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  15%|█▌        | 16/104 [02:34<14:08,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  15%|█▌        | 16/104 [02:34<14:08,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  16%|█▋        | 17/104 [02:43<13:58,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  16%|█▋        | 17/104 [02:43<13:58,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  17%|█▋        | 18/104 [02:53<13:48,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  17%|█▋        | 18/104 [02:53<13:48,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  22%|██▏       | 23/104 [03:41<12:59,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  22%|██▏       | 23/104 [03:41<12:59,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  27%|██▋       | 28/104 [04:29<12:10,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  27%|██▋       | 28/104 [04:29<12:10,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  30%|██▉       | 31/104 [04:57<11:41,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  30%|██▉       | 31/104 [04:57<11:41,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  34%|███▎      | 35/104 [05:36<11:02,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  34%|███▎      | 35/104 [05:36<11:02,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  35%|███▍      | 36/104 [05:45<10:53,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  35%|███▍      | 36/104 [05:45<10:53,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  56%|█████▌    | 58/104 [09:16<07:20,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  56%|█████▌    | 58/104 [09:16<07:20,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  64%|██████▍   | 67/104 [10:42<05:54,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  64%|██████▍   | 67/104 [10:42<05:54,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  70%|███████   | 73/104 [11:39<04:57,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  70%|███████   | 73/104 [11:39<04:57,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  71%|███████   | 74/104 [11:49<04:47,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  71%|███████   | 74/104 [11:49<04:47,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.759]
Epoch 6:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.759]
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Epoch 7: 100%|██████████| 104/104 [16:36<00:00,  0.10it/s, v_num=0, val/cycle=0.732]

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Epoch 7: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.731]
Epoch 7: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  20%|██        | 21/104 [03:21<13:18,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  73%|███████▎  | 76/104 [12:07<04:28,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  75%|███████▌  | 78/104 [12:27<04:09,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  75%|███████▌  | 78/104 [12:27<04:09,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  76%|███████▌  | 79/104 [12:36<03:59,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  76%|███████▌  | 79/104 [12:36<03:59,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  78%|███████▊  | 81/104 [12:55<03:40,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  78%|███████▊  | 81/104 [12:55<03:40,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  79%|███████▉  | 82/104 [13:05<03:30,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  79%|███████▉  | 82/104 [13:05<03:30,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  80%|███████▉  | 83/104 [13:14<03:21,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  80%|███████▉  | 83/104 [13:14<03:21,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  81%|████████  | 84/104 [13:24<03:11,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  82%|████████▏ | 85/104 [13:33<03:01,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  82%|████████▏ | 85/104 [13:33<03:01,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  83%|████████▎ | 86/104 [13:43<02:52,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  83%|████████▎ | 86/104 [13:43<02:52,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  84%|████████▎ | 87/104 [13:53<02:42,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  85%|████████▍ | 88/104 [14:02<02:33,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  85%|████████▍ | 88/104 [14:02<02:33,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  86%|████████▌ | 89/104 [14:12<02:23,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  86%|████████▌ | 89/104 [14:12<02:23,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  87%|████████▋ | 90/104 [14:21<02:14,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  87%|████████▋ | 90/104 [14:21<02:14,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  88%|████████▊ | 91/104 [14:31<02:04,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  88%|████████▊ | 91/104 [14:31<02:04,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  88%|████████▊ | 92/104 [14:40<01:54,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  93%|█████████▎| 97/104 [15:28<01:07,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8:  94%|█████████▍| 98/104 [15:38<00:57,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  95%|█████████▌| 99/104 [15:47<00:47,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  95%|█████████▌| 99/104 [15:47<00:47,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  96%|█████████▌| 100/104 [15:57<00:38,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  96%|█████████▌| 100/104 [15:57<00:38,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  97%|█████████▋| 101/104 [16:06<00:28,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8:  97%|█████████▋| 101/104 [16:06<00:28,  0.10it/s, v_num=0, val/cycle=0.731]
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Epoch 8: 100%|██████████| 104/104 [16:35<00:00,  0.10it/s, v_num=0, val/cycle=0.731]
Epoch 8: 100%|██████████| 104/104 [16:35<00:00,  0.10it/s, v_num=0, val/cycle=0.731]

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Epoch 9: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.723]
Epoch 9: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.723]
Epoch 9:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.723]          
Epoch 10:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.723]
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Epoch 10:   2%|▏         | 2/104 [00:20<17:45,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 10:   6%|▌         | 6/104 [00:59<16:05,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 10:   7%|▋         | 7/104 [01:08<15:51,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 10:   8%|▊         | 8/104 [01:18<15:39,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:   8%|▊         | 8/104 [01:18<15:39,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:   9%|▊         | 9/104 [01:27<15:27,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:   9%|▊         | 9/104 [01:27<15:27,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 10:  10%|▉         | 10/104 [01:37<15:15,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  11%|█         | 11/104 [01:46<15:04,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  11%|█         | 11/104 [01:46<15:04,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  12%|█▏        | 12/104 [01:56<14:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  12%|█▏        | 12/104 [01:56<14:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  12%|█▎        | 13/104 [02:06<14:42,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  12%|█▎        | 13/104 [02:06<14:42,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  13%|█▎        | 14/104 [02:15<14:32,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  13%|█▎        | 14/104 [02:15<14:32,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  14%|█▍        | 15/104 [02:25<14:21,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 10:  15%|█▌        | 16/104 [02:34<14:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  15%|█▌        | 16/104 [02:34<14:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  16%|█▋        | 17/104 [02:44<14:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  16%|█▋        | 17/104 [02:44<14:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  17%|█▋        | 18/104 [02:53<13:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  17%|█▋        | 18/104 [02:53<13:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  18%|█▊        | 19/104 [03:03<13:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  18%|█▊        | 19/104 [03:03<13:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  19%|█▉        | 20/104 [03:13<13:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  19%|█▉        | 20/104 [03:13<13:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  20%|██        | 21/104 [03:22<13:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  20%|██        | 21/104 [03:22<13:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  21%|██        | 22/104 [03:32<13:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  21%|██        | 22/104 [03:32<13:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  22%|██▏       | 23/104 [03:41<13:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  22%|██▏       | 23/104 [03:41<13:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  23%|██▎       | 24/104 [03:51<12:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  23%|██▎       | 24/104 [03:51<12:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  24%|██▍       | 25/104 [04:00<12:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  24%|██▍       | 25/104 [04:00<12:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  25%|██▌       | 26/104 [04:10<12:31,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  25%|██▌       | 26/104 [04:10<12:31,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  26%|██▌       | 27/104 [04:19<12:21,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  26%|██▌       | 27/104 [04:19<12:21,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  28%|██▊       | 29/104 [04:39<12:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  28%|██▊       | 29/104 [04:39<12:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  30%|██▉       | 31/104 [04:58<11:42,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  30%|██▉       | 31/104 [04:58<11:42,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  31%|███       | 32/104 [05:07<11:32,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  31%|███       | 32/104 [05:07<11:32,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  32%|███▏      | 33/104 [05:17<11:22,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  32%|███▏      | 33/104 [05:17<11:22,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  33%|███▎      | 34/104 [05:26<11:13,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  33%|███▎      | 34/104 [05:26<11:13,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  34%|███▎      | 35/104 [05:36<11:03,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  34%|███▎      | 35/104 [05:36<11:03,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  35%|███▍      | 36/104 [05:46<10:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  35%|███▍      | 36/104 [05:46<10:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  37%|███▋      | 38/104 [06:05<10:34,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  37%|███▋      | 38/104 [06:05<10:34,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  42%|████▏     | 44/104 [07:02<09:36,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  42%|████▏     | 44/104 [07:02<09:36,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  43%|████▎     | 45/104 [07:12<09:26,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  43%|████▎     | 45/104 [07:12<09:26,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  45%|████▌     | 47/104 [07:31<09:07,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  45%|████▌     | 47/104 [07:31<09:07,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  48%|████▊     | 50/104 [07:59<08:38,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  48%|████▊     | 50/104 [07:59<08:38,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  50%|█████     | 52/104 [08:19<08:19,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  50%|█████     | 52/104 [08:19<08:19,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  52%|█████▏    | 54/104 [08:38<07:59,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  52%|█████▏    | 54/104 [08:38<07:59,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  53%|█████▎    | 55/104 [08:47<07:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  53%|█████▎    | 55/104 [08:47<07:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 10:  54%|█████▍    | 56/104 [08:57<07:40,  0.10it/s, v_num=0, val/cycle=0.723]
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Validation DataLoader 0:  80%|████████  | 84/105 [02:21<00:35,  0.59it/s]

Validation DataLoader 0:  81%|████████  | 85/105 [02:22<00:33,  0.59it/s]

Validation DataLoader 0:  82%|████████▏ | 86/105 [02:24<00:31,  0.59it/s]

Validation DataLoader 0:  83%|████████▎ | 87/105 [02:26<00:30,  0.59it/s]

Validation DataLoader 0:  84%|████████▍ | 88/105 [02:28<00:28,  0.59it/s]

Validation DataLoader 0:  85%|████████▍ | 89/105 [02:29<00:26,  0.59it/s]

Validation DataLoader 0:  86%|████████▌ | 90/105 [02:31<00:25,  0.59it/s]

Validation DataLoader 0:  87%|████████▋ | 91/105 [02:33<00:23,  0.59it/s]

Validation DataLoader 0:  88%|████████▊ | 92/105 [02:34<00:21,  0.59it/s]

Validation DataLoader 0:  89%|████████▊ | 93/105 [02:36<00:20,  0.59it/s]

Validation DataLoader 0:  90%|████████▉ | 94/105 [02:38<00:18,  0.59it/s]

Validation DataLoader 0:  90%|█████████ | 95/105 [02:39<00:16,  0.59it/s]

Validation DataLoader 0:  91%|█████████▏| 96/105 [02:41<00:15,  0.59it/s]

Validation DataLoader 0:  92%|█████████▏| 97/105 [02:43<00:13,  0.59it/s]

Validation DataLoader 0:  93%|█████████▎| 98/105 [02:44<00:11,  0.59it/s]

Validation DataLoader 0:  94%|█████████▍| 99/105 [02:46<00:10,  0.59it/s]

Validation DataLoader 0:  95%|█████████▌| 100/105 [02:48<00:08,  0.59it/s]

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Validation DataLoader 0: 100%|██████████| 105/105 [02:54<00:00,  0.60it/s]

                                                                          
Epoch 10: 100%|██████████| 104/104 [19:33<00:00,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 10: 100%|██████████| 104/104 [19:33<00:00,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 10:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.733]          
Epoch 11:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.733]
Epoch 11:   1%|          | 1/104 [00:11<19:15,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 11:   1%|          | 1/104 [00:11<19:15,  0.09it/s, v_num=0, val/cycle=0.733]
Epoch 11:   2%|▏         | 2/104 [00:20<17:39,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   2%|▏         | 2/104 [00:20<17:39,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   3%|▎         | 3/104 [00:30<17:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   3%|▎         | 3/104 [00:30<17:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   4%|▍         | 4/104 [00:39<16:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   4%|▍         | 4/104 [00:39<16:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   5%|▍         | 5/104 [00:49<16:19,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   5%|▍         | 5/104 [00:49<16:19,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   6%|▌         | 6/104 [00:59<16:04,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   6%|▌         | 6/104 [00:59<16:04,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   7%|▋         | 7/104 [01:08<15:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   7%|▋         | 7/104 [01:08<15:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   8%|▊         | 8/104 [01:18<15:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   8%|▊         | 8/104 [01:18<15:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   9%|▊         | 9/104 [01:27<15:26,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:   9%|▊         | 9/104 [01:27<15:26,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  10%|▉         | 10/104 [01:37<15:14,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  10%|▉         | 10/104 [01:37<15:14,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  11%|█         | 11/104 [01:46<15:03,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  11%|█         | 11/104 [01:46<15:03,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  12%|█▏        | 12/104 [01:56<14:52,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  12%|█▏        | 12/104 [01:56<14:52,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  12%|█▎        | 13/104 [02:06<14:42,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  12%|█▎        | 13/104 [02:06<14:42,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  13%|█▎        | 14/104 [02:15<14:31,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  13%|█▎        | 14/104 [02:15<14:31,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  14%|█▍        | 15/104 [02:25<14:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  14%|█▍        | 15/104 [02:25<14:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  15%|█▌        | 16/104 [02:34<14:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  15%|█▌        | 16/104 [02:34<14:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  16%|█▋        | 17/104 [02:44<14:00,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  16%|█▋        | 17/104 [02:44<14:00,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  17%|█▋        | 18/104 [02:53<13:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  17%|█▋        | 18/104 [02:53<13:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  18%|█▊        | 19/104 [03:03<13:40,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  18%|█▊        | 19/104 [03:03<13:40,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  19%|█▉        | 20/104 [03:12<13:30,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  19%|█▉        | 20/104 [03:12<13:30,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  20%|██        | 21/104 [03:22<13:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  20%|██        | 21/104 [03:22<13:20,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  21%|██        | 22/104 [03:32<13:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  21%|██        | 22/104 [03:32<13:10,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  22%|██▏       | 23/104 [03:41<13:00,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  22%|██▏       | 23/104 [03:41<13:00,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  23%|██▎       | 24/104 [03:51<12:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  23%|██▎       | 24/104 [03:51<12:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  24%|██▍       | 25/104 [04:00<12:41,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  24%|██▍       | 25/104 [04:00<12:41,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  25%|██▌       | 26/104 [04:10<12:31,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  25%|██▌       | 26/104 [04:10<12:31,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  26%|██▌       | 27/104 [04:19<12:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  26%|██▌       | 27/104 [04:19<12:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  28%|██▊       | 29/104 [04:39<12:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  28%|██▊       | 29/104 [04:39<12:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  30%|██▉       | 31/104 [04:58<11:42,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  30%|██▉       | 31/104 [04:58<11:42,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  31%|███       | 32/104 [05:07<11:32,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  31%|███       | 32/104 [05:07<11:32,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  32%|███▏      | 33/104 [05:17<11:22,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  32%|███▏      | 33/104 [05:17<11:22,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  34%|███▎      | 35/104 [05:36<11:03,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  34%|███▎      | 35/104 [05:36<11:03,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  35%|███▍      | 36/104 [05:45<10:53,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  35%|███▍      | 36/104 [05:45<10:53,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  37%|███▋      | 38/104 [06:05<10:34,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  37%|███▋      | 38/104 [06:05<10:34,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  38%|███▊      | 39/104 [06:14<10:24,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  42%|████▏     | 44/104 [07:02<09:36,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  42%|████▏     | 44/104 [07:02<09:36,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  45%|████▌     | 47/104 [07:31<09:07,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  45%|████▌     | 47/104 [07:31<09:07,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  47%|████▋     | 49/104 [07:50<08:47,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  48%|████▊     | 50/104 [07:59<08:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  48%|████▊     | 50/104 [07:59<08:38,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  52%|█████▏    | 54/104 [08:38<07:59,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  52%|█████▏    | 54/104 [08:38<07:59,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  53%|█████▎    | 55/104 [08:47<07:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  53%|█████▎    | 55/104 [08:47<07:50,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  54%|█████▍    | 56/104 [08:57<07:40,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  54%|█████▍    | 56/104 [08:57<07:40,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  56%|█████▌    | 58/104 [09:16<07:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  56%|█████▌    | 58/104 [09:16<07:21,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  59%|█████▊    | 61/104 [09:45<06:52,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  59%|█████▊    | 61/104 [09:45<06:52,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  61%|██████    | 63/104 [10:04<06:33,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  61%|██████    | 63/104 [10:04<06:33,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  62%|██████▎   | 65/104 [10:23<06:13,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  62%|██████▎   | 65/104 [10:23<06:13,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  64%|██████▍   | 67/104 [10:42<05:54,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  64%|██████▍   | 67/104 [10:42<05:54,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  65%|██████▌   | 68/104 [10:51<05:45,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  65%|██████▌   | 68/104 [10:51<05:45,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.733]
Epoch 11:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.733]
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Epoch 11: 100%|██████████| 104/104 [16:36<00:00,  0.10it/s, v_num=0, val/cycle=0.733]

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Epoch 12: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.707]
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Epoch 13: 100%|██████████| 104/104 [16:35<00:00,  0.10it/s, v_num=0, val/cycle=0.707]

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Epoch 13: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.795]
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Epoch 14: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.732]
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Epoch 15:  27%|██▋       | 28/104 [04:29<12:11,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  28%|██▊       | 29/104 [04:39<12:01,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  28%|██▊       | 29/104 [04:39<12:01,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 15:  29%|██▉       | 30/104 [04:48<11:51,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 15:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 15:  38%|███▊      | 40/104 [06:24<10:14,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 15:  42%|████▏     | 44/104 [07:02<09:36,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  43%|████▎     | 45/104 [07:12<09:26,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 15:  43%|████▎     | 45/104 [07:12<09:26,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 15: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.720]
Epoch 15: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.720]
Epoch 15:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.720]          
Epoch 16:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.720]
Epoch 16:   1%|          | 1/104 [00:10<18:34,  0.09it/s, v_num=0, val/cycle=0.720]
Epoch 16:   1%|          | 1/104 [00:10<18:34,  0.09it/s, v_num=0, val/cycle=0.720]
Epoch 16:   2%|▏         | 2/104 [00:20<17:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   2%|▏         | 2/104 [00:20<17:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   3%|▎         | 3/104 [00:29<16:47,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   3%|▎         | 3/104 [00:29<16:47,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   4%|▍         | 4/104 [00:39<16:26,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   4%|▍         | 4/104 [00:39<16:26,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   5%|▍         | 5/104 [00:49<16:10,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   5%|▍         | 5/104 [00:49<16:10,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   6%|▌         | 6/104 [00:58<15:57,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   6%|▌         | 6/104 [00:58<15:57,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   7%|▋         | 7/104 [01:08<15:44,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   7%|▋         | 7/104 [01:08<15:44,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   8%|▊         | 8/104 [01:17<15:32,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   8%|▊         | 8/104 [01:17<15:32,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   9%|▊         | 9/104 [01:27<15:21,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:   9%|▊         | 9/104 [01:27<15:21,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  10%|▉         | 10/104 [01:36<15:10,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  10%|▉         | 10/104 [01:36<15:10,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  11%|█         | 11/104 [01:46<14:59,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  11%|█         | 11/104 [01:46<14:59,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  12%|█▏        | 12/104 [01:55<14:48,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  12%|█▏        | 12/104 [01:55<14:48,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  12%|█▎        | 13/104 [02:05<14:38,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  12%|█▎        | 13/104 [02:05<14:38,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  13%|█▎        | 14/104 [02:15<14:28,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  13%|█▎        | 14/104 [02:15<14:28,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  14%|█▍        | 15/104 [02:24<14:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  14%|█▍        | 15/104 [02:24<14:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  15%|█▌        | 16/104 [02:34<14:08,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  15%|█▌        | 16/104 [02:34<14:08,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  16%|█▋        | 17/104 [02:43<13:58,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  16%|█▋        | 17/104 [02:43<13:58,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  17%|█▋        | 18/104 [02:53<13:48,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  17%|█▋        | 18/104 [02:53<13:48,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  19%|█▉        | 20/104 [03:12<13:28,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  21%|██        | 22/104 [03:31<13:08,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  22%|██▏       | 23/104 [03:41<12:58,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  22%|██▏       | 23/104 [03:41<12:58,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  25%|██▌       | 26/104 [04:09<12:29,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  26%|██▌       | 27/104 [04:19<12:19,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  26%|██▌       | 27/104 [04:19<12:19,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  27%|██▋       | 28/104 [04:28<12:10,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  27%|██▋       | 28/104 [04:28<12:10,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  30%|██▉       | 31/104 [04:57<11:41,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  30%|██▉       | 31/104 [04:57<11:41,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  33%|███▎      | 34/104 [05:26<11:12,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  34%|███▎      | 35/104 [05:36<11:02,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  34%|███▎      | 35/104 [05:36<11:02,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  36%|███▌      | 37/104 [05:55<10:43,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  38%|███▊      | 40/104 [06:23<10:14,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  38%|███▊      | 40/104 [06:23<10:14,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  40%|████      | 42/104 [06:43<09:54,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  40%|████      | 42/104 [06:43<09:54,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  43%|████▎     | 45/104 [07:11<09:26,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  46%|████▌     | 48/104 [07:40<08:57,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  49%|████▉     | 51/104 [08:09<08:28,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  51%|█████     | 53/104 [08:28<08:09,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.720]
Epoch 16:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.720]
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Epoch 17:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.790]
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Epoch 17:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.790]
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Epoch 17:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  58%|█████▊    | 60/104 [09:35<07:01,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.790]
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Epoch 17:  66%|██████▋   | 69/104 [11:01<05:35,  0.10it/s, v_num=0, val/cycle=0.790]
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Epoch 17:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.790]
Epoch 17:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.790]
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Epoch 18:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.721]
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Epoch 18:  23%|██▎       | 24/104 [03:50<12:49,  0.10it/s, v_num=0, val/cycle=0.721]
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Epoch 18:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.721]
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Epoch 18:  26%|██▌       | 27/104 [04:19<12:19,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  26%|██▌       | 27/104 [04:19<12:19,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  27%|██▋       | 28/104 [04:28<12:10,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  27%|██▋       | 28/104 [04:28<12:10,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  30%|██▉       | 31/104 [04:57<11:40,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  30%|██▉       | 31/104 [04:57<11:40,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  31%|███       | 32/104 [05:07<11:31,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  32%|███▏      | 33/104 [05:16<11:21,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  33%|███▎      | 34/104 [05:26<11:11,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  33%|███▎      | 34/104 [05:26<11:11,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  34%|███▎      | 35/104 [05:35<11:02,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  34%|███▎      | 35/104 [05:35<11:02,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  35%|███▍      | 36/104 [05:45<10:52,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  36%|███▌      | 37/104 [05:55<10:42,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  36%|███▌      | 37/104 [05:55<10:42,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  37%|███▋      | 38/104 [06:04<10:33,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  38%|███▊      | 39/104 [06:14<10:23,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  38%|███▊      | 40/104 [06:23<10:14,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  38%|███▊      | 40/104 [06:23<10:14,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  39%|███▉      | 41/104 [06:33<10:04,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  40%|████      | 42/104 [06:42<09:54,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  40%|████      | 42/104 [06:42<09:54,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  41%|████▏     | 43/104 [06:52<09:45,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  42%|████▏     | 44/104 [07:02<09:35,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  43%|████▎     | 45/104 [07:11<09:25,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  44%|████▍     | 46/104 [07:21<09:16,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  45%|████▌     | 47/104 [07:30<09:06,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  46%|████▌     | 48/104 [07:40<08:56,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  46%|████▌     | 48/104 [07:40<08:56,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  47%|████▋     | 49/104 [07:49<08:47,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  48%|████▊     | 50/104 [07:59<08:37,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  49%|████▉     | 51/104 [08:08<08:28,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  49%|████▉     | 51/104 [08:08<08:28,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  50%|█████     | 52/104 [08:18<08:18,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  51%|█████     | 53/104 [08:28<08:08,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  51%|█████     | 53/104 [08:28<08:08,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  52%|█████▏    | 54/104 [08:37<07:59,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  53%|█████▎    | 55/104 [08:47<07:49,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  54%|█████▍    | 56/104 [08:56<07:40,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  55%|█████▍    | 57/104 [09:06<07:30,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  56%|█████▌    | 58/104 [09:15<07:20,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  57%|█████▋    | 59/104 [09:25<07:11,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  58%|█████▊    | 60/104 [09:34<07:01,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  58%|█████▊    | 60/104 [09:34<07:01,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  59%|█████▊    | 61/104 [09:44<06:52,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  60%|█████▉    | 62/104 [09:54<06:42,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  61%|██████    | 63/104 [10:03<06:32,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  62%|██████▏   | 64/104 [10:13<06:23,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  62%|██████▎   | 65/104 [10:22<06:13,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  63%|██████▎   | 66/104 [10:32<06:04,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  64%|██████▍   | 67/104 [10:41<05:54,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  65%|██████▌   | 68/104 [10:51<05:44,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  66%|██████▋   | 69/104 [11:00<05:35,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  66%|██████▋   | 69/104 [11:00<05:35,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  67%|██████▋   | 70/104 [11:10<05:25,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  68%|██████▊   | 71/104 [11:20<05:16,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  70%|███████   | 73/104 [11:39<04:56,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  70%|███████   | 73/104 [11:39<04:56,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  71%|███████   | 74/104 [11:48<04:47,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  71%|███████   | 74/104 [11:48<04:47,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  72%|███████▏  | 75/104 [11:58<04:37,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  73%|███████▎  | 76/104 [12:07<04:28,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  73%|███████▎  | 76/104 [12:07<04:28,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  74%|███████▍  | 77/104 [12:17<04:18,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  75%|███████▌  | 78/104 [12:26<04:08,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  75%|███████▌  | 78/104 [12:26<04:08,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  76%|███████▌  | 79/104 [12:36<03:59,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  76%|███████▌  | 79/104 [12:36<03:59,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  77%|███████▋  | 80/104 [12:46<03:49,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  78%|███████▊  | 81/104 [12:55<03:40,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  78%|███████▊  | 81/104 [12:55<03:40,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  79%|███████▉  | 82/104 [13:05<03:30,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  79%|███████▉  | 82/104 [13:05<03:30,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  80%|███████▉  | 83/104 [13:14<03:21,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  80%|███████▉  | 83/104 [13:14<03:21,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  81%|████████  | 84/104 [13:24<03:11,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  81%|████████  | 84/104 [13:24<03:11,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  82%|████████▏ | 85/104 [13:33<03:01,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  82%|████████▏ | 85/104 [13:33<03:01,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  83%|████████▎ | 86/104 [13:43<02:52,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  83%|████████▎ | 86/104 [13:43<02:52,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  84%|████████▎ | 87/104 [13:53<02:42,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  84%|████████▎ | 87/104 [13:53<02:42,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  85%|████████▍ | 88/104 [14:02<02:33,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  85%|████████▍ | 88/104 [14:02<02:33,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  86%|████████▌ | 89/104 [14:12<02:23,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  86%|████████▌ | 89/104 [14:12<02:23,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  87%|████████▋ | 90/104 [14:21<02:14,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  87%|████████▋ | 90/104 [14:21<02:14,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  88%|████████▊ | 91/104 [14:31<02:04,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  88%|████████▊ | 91/104 [14:31<02:04,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  88%|████████▊ | 92/104 [14:40<01:54,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  88%|████████▊ | 92/104 [14:40<01:54,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  89%|████████▉ | 93/104 [14:50<01:45,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  89%|████████▉ | 93/104 [14:50<01:45,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  90%|█████████ | 94/104 [14:59<01:35,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  90%|█████████ | 94/104 [14:59<01:35,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  91%|█████████▏| 95/104 [15:09<01:26,  0.10it/s, v_num=0, val/cycle=0.721]
Epoch 18:  91%|█████████▏| 95/104 [15:09<01:26,  0.10it/s, v_num=0, val/cycle=0.721]
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Epoch 18: 100%|██████████| 104/104 [16:35<00:00,  0.10it/s, v_num=0, val/cycle=0.721]

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Epoch 18: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.719]
Epoch 18: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  18%|█▊        | 19/104 [03:02<13:38,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  20%|██        | 21/104 [03:22<13:18,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  24%|██▍       | 25/104 [04:00<12:39,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  26%|██▌       | 27/104 [04:19<12:20,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  27%|██▋       | 28/104 [04:29<12:10,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  28%|██▊       | 29/104 [04:38<12:00,  0.10it/s, v_num=0, val/cycle=0.719]
Epoch 19:  29%|██▉       | 30/104 [04:48<11:50,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19:  69%|██████▉   | 72/104 [11:29<05:06,  0.10it/s, v_num=0, val/cycle=0.719]
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Epoch 19: 100%|██████████| 104/104 [16:35<00:00,  0.10it/s, v_num=0, val/cycle=0.719]

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Epoch 19: 100%|██████████| 104/104 [19:31<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
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Epoch 20:  39%|███▉      | 41/104 [06:33<10:05,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 20:  40%|████      | 42/104 [06:43<09:55,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 20:  42%|████▏     | 44/104 [07:02<09:36,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 20: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 20: 100%|██████████| 104/104 [19:32<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 20:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.715]          
Epoch 21:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.715]
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Epoch 21:   2%|▏         | 2/104 [00:22<18:45,  0.09it/s, v_num=0, val/cycle=0.715]
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Epoch 21:   7%|▋         | 7/104 [01:10<16:17,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  10%|▉         | 10/104 [01:39<15:36,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  11%|█         | 11/104 [01:49<15:25,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  12%|█▎        | 13/104 [02:08<15:01,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  18%|█▊        | 19/104 [03:07<13:56,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  19%|█▉        | 20/104 [03:16<13:46,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  20%|██        | 21/104 [03:26<13:36,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  20%|██        | 21/104 [03:26<13:36,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  28%|██▊       | 29/104 [04:44<12:14,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  28%|██▊       | 29/104 [04:44<12:14,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  29%|██▉       | 30/104 [04:53<12:04,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  29%|██▉       | 30/104 [04:53<12:04,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  35%|███▍      | 36/104 [05:51<11:04,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  36%|███▌      | 37/104 [06:01<10:54,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  37%|███▋      | 38/104 [06:11<10:44,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  38%|███▊      | 39/104 [06:20<10:34,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  38%|███▊      | 40/104 [06:30<10:25,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  38%|███▊      | 40/104 [06:30<10:25,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  39%|███▉      | 41/104 [06:40<10:15,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  39%|███▉      | 41/104 [06:40<10:15,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  40%|████      | 42/104 [06:50<10:05,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  40%|████      | 42/104 [06:50<10:05,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  41%|████▏     | 43/104 [06:59<09:55,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  41%|████▏     | 43/104 [06:59<09:55,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  42%|████▏     | 44/104 [07:09<09:45,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  42%|████▏     | 44/104 [07:09<09:45,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  43%|████▎     | 45/104 [07:19<09:35,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  43%|████▎     | 45/104 [07:19<09:35,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  45%|████▌     | 47/104 [07:38<09:16,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  51%|█████     | 53/104 [08:36<08:17,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  51%|█████     | 53/104 [08:36<08:17,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  52%|█████▏    | 54/104 [08:46<08:07,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  52%|█████▏    | 54/104 [08:46<08:07,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  55%|█████▍    | 57/104 [09:15<07:37,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  55%|█████▍    | 57/104 [09:15<07:37,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  56%|█████▌    | 58/104 [09:25<07:28,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  57%|█████▋    | 59/104 [09:34<07:18,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 21:  58%|█████▊    | 60/104 [09:44<07:08,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 21:  58%|█████▊    | 60/104 [09:44<07:08,  0.10it/s, v_num=0, val/cycle=0.715]
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/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/freq_pos_sim', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/freq_noise_sim', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/freq_loss', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.
/home/user02/linhdang/fingerprint/ufr/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/logger_connector/result.py:433: It is recommended to use `self.log('train/seg', ..., sync_dist=True)` when logging on epoch level in distributed setting to accumulate the metric across devices.

                                                                          
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Epoch 22: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.724]

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Epoch 23:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 23:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 23:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 23:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 23:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 24: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.713]

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Epoch 24: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.722]
Epoch 24: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  12%|█▎        | 13/104 [02:07<14:53,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  16%|█▋        | 17/104 [02:46<14:11,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  17%|█▋        | 18/104 [02:56<14:01,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  18%|█▊        | 19/104 [03:05<13:51,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  18%|█▊        | 19/104 [03:05<13:51,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  20%|██        | 21/104 [03:25<13:30,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  26%|██▌       | 27/104 [04:23<12:31,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  26%|██▌       | 27/104 [04:23<12:31,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  30%|██▉       | 31/104 [05:02<11:51,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  33%|███▎      | 34/104 [05:31<11:22,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  33%|███▎      | 34/104 [05:31<11:22,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  34%|███▎      | 35/104 [05:40<11:12,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  34%|███▎      | 35/104 [05:40<11:12,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  35%|███▍      | 36/104 [05:50<11:02,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.722]
Epoch 25:  37%|███▋      | 38/104 [06:10<10:42,  0.10it/s, v_num=0, val/cycle=0.722]
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Epoch 25: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 25: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 25:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.715]          
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Epoch 26:   6%|▌         | 6/104 [00:59<16:17,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:   7%|▋         | 7/104 [01:09<16:03,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:   7%|▋         | 7/104 [01:09<16:03,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:   8%|▊         | 8/104 [01:19<15:50,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:   9%|▊         | 9/104 [01:28<15:38,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  10%|▉         | 10/104 [01:38<15:27,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  11%|█         | 11/104 [01:48<15:15,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  12%|█▏        | 12/104 [01:58<15:04,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  12%|█▎        | 13/104 [02:07<14:53,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  13%|█▎        | 14/104 [02:17<14:43,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  14%|█▍        | 15/104 [02:27<14:32,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  16%|█▋        | 17/104 [02:46<14:11,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  16%|█▋        | 17/104 [02:46<14:11,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  17%|█▋        | 18/104 [02:56<14:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  18%|█▊        | 19/104 [03:05<13:51,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  19%|█▉        | 20/104 [03:15<13:41,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  19%|█▉        | 20/104 [03:15<13:41,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  20%|██        | 21/104 [03:25<13:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  20%|██        | 21/104 [03:25<13:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  21%|██        | 22/104 [03:34<13:21,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  21%|██        | 22/104 [03:34<13:21,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  22%|██▏       | 23/104 [03:44<13:11,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 26:  23%|██▎       | 24/104 [03:54<13:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  24%|██▍       | 25/104 [04:04<12:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  24%|██▍       | 25/104 [04:04<12:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  25%|██▌       | 26/104 [04:13<12:41,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  25%|██▌       | 26/104 [04:13<12:41,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  26%|██▌       | 27/104 [04:23<12:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  26%|██▌       | 27/104 [04:23<12:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  30%|██▉       | 31/104 [05:02<11:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  30%|██▉       | 31/104 [05:02<11:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  33%|███▎      | 34/104 [05:31<11:22,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  33%|███▎      | 34/104 [05:31<11:22,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  34%|███▎      | 35/104 [05:41<11:12,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  34%|███▎      | 35/104 [05:41<11:12,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  35%|███▍      | 36/104 [05:50<11:02,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  35%|███▍      | 36/104 [05:50<11:02,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  37%|███▋      | 38/104 [06:10<10:42,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  37%|███▋      | 38/104 [06:10<10:42,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  38%|███▊      | 39/104 [06:19<10:33,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  38%|███▊      | 39/104 [06:19<10:33,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  38%|███▊      | 40/104 [06:29<10:23,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  38%|███▊      | 40/104 [06:29<10:23,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  39%|███▉      | 41/104 [06:39<10:13,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  39%|███▉      | 41/104 [06:39<10:13,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  42%|████▏     | 44/104 [07:08<09:44,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  42%|████▏     | 44/104 [07:08<09:44,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  43%|████▎     | 45/104 [07:18<09:34,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  43%|████▎     | 45/104 [07:18<09:34,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  46%|████▌     | 48/104 [07:47<09:04,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  46%|████▌     | 48/104 [07:47<09:04,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  47%|████▋     | 49/104 [07:56<08:55,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  47%|████▋     | 49/104 [07:56<08:55,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  49%|████▉     | 51/104 [08:16<08:35,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  49%|████▉     | 51/104 [08:16<08:35,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  51%|█████     | 53/104 [08:35<08:16,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  51%|█████     | 53/104 [08:35<08:16,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 26:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.715]
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Validation DataLoader 0:  78%|███████▊  | 82/105 [02:17<00:38,  0.60it/s]

Validation DataLoader 0:  79%|███████▉  | 83/105 [02:19<00:36,  0.60it/s]

Validation DataLoader 0:  80%|████████  | 84/105 [02:20<00:35,  0.60it/s]

Validation DataLoader 0:  81%|████████  | 85/105 [02:22<00:33,  0.60it/s]

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Validation DataLoader 0:  86%|████████▌ | 90/105 [02:30<00:25,  0.60it/s]

Validation DataLoader 0:  87%|████████▋ | 91/105 [02:32<00:23,  0.60it/s]

Validation DataLoader 0:  88%|████████▊ | 92/105 [02:34<00:21,  0.60it/s]

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Validation DataLoader 0:  93%|█████████▎| 98/105 [02:44<00:11,  0.60it/s]

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Epoch 26: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.707]
Epoch 26: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.707]
Epoch 26:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.707]          
Epoch 27:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.707]
Epoch 27:   1%|          | 1/104 [00:11<19:00,  0.09it/s, v_num=0, val/cycle=0.707]
Epoch 27:   1%|          | 1/104 [00:11<19:00,  0.09it/s, v_num=0, val/cycle=0.707]
Epoch 27:   2%|▏         | 2/104 [00:20<17:38,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   2%|▏         | 2/104 [00:20<17:38,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   3%|▎         | 3/104 [00:30<17:05,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   3%|▎         | 3/104 [00:30<17:05,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   4%|▍         | 4/104 [00:40<16:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   4%|▍         | 4/104 [00:40<16:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   5%|▍         | 5/104 [00:49<16:26,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   5%|▍         | 5/104 [00:49<16:26,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   7%|▋         | 7/104 [01:09<15:59,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   7%|▋         | 7/104 [01:09<15:59,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   9%|▊         | 9/104 [01:28<15:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:   9%|▊         | 9/104 [01:28<15:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  12%|█▏        | 12/104 [01:57<15:02,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  12%|█▏        | 12/104 [01:57<15:02,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  14%|█▍        | 15/104 [02:26<14:31,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  14%|█▍        | 15/104 [02:26<14:31,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  15%|█▌        | 16/104 [02:36<14:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  15%|█▌        | 16/104 [02:36<14:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  17%|█▋        | 18/104 [02:55<14:00,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  17%|█▋        | 18/104 [02:55<14:00,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  20%|██        | 21/104 [03:24<13:30,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  20%|██        | 21/104 [03:24<13:30,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  22%|██▏       | 23/104 [03:44<13:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  22%|██▏       | 23/104 [03:44<13:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  30%|██▉       | 31/104 [05:01<11:51,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  30%|██▉       | 31/104 [05:01<11:51,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  39%|███▉      | 41/104 [06:39<10:13,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  39%|███▉      | 41/104 [06:39<10:13,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  49%|████▉     | 51/104 [08:16<08:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  49%|████▉     | 51/104 [08:16<08:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  55%|█████▍    | 57/104 [09:14<07:37,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  55%|█████▍    | 57/104 [09:14<07:37,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  59%|█████▊    | 61/104 [09:52<06:58,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  59%|█████▊    | 61/104 [09:52<06:58,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 27:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 28:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  12%|█▏        | 12/104 [01:57<15:02,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  12%|█▏        | 12/104 [01:57<15:02,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 28:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  14%|█▍        | 15/104 [02:26<14:30,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 28:  15%|█▌        | 16/104 [02:36<14:21,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 28:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 28:  17%|█▋        | 18/104 [02:55<14:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  20%|██        | 21/104 [03:25<13:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  20%|██        | 21/104 [03:25<13:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  22%|██▏       | 23/104 [03:44<13:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  22%|██▏       | 23/104 [03:44<13:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  30%|██▉       | 31/104 [05:01<11:51,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  30%|██▉       | 31/104 [05:01<11:51,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  55%|█████▍    | 57/104 [09:13<07:36,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  55%|█████▍    | 57/104 [09:13<07:36,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  64%|██████▍   | 67/104 [10:50<05:59,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  64%|██████▍   | 67/104 [10:50<05:59,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  71%|███████   | 74/104 [11:58<04:51,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  71%|███████   | 74/104 [11:58<04:51,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  73%|███████▎  | 76/104 [12:18<04:31,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  73%|███████▎  | 76/104 [12:18<04:31,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  74%|███████▍  | 77/104 [12:27<04:22,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  74%|███████▍  | 77/104 [12:27<04:22,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  77%|███████▋  | 80/104 [12:57<03:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  77%|███████▋  | 80/104 [12:57<03:53,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  78%|███████▊  | 81/104 [13:06<03:43,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  78%|███████▊  | 81/104 [13:06<03:43,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  79%|███████▉  | 82/104 [13:16<03:33,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  79%|███████▉  | 82/104 [13:16<03:33,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  80%|███████▉  | 83/104 [13:26<03:23,  0.10it/s, v_num=0, val/cycle=0.723]
Epoch 28:  80%|███████▉  | 83/104 [13:26<03:23,  0.10it/s, v_num=0, val/cycle=0.723]
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Epoch 28: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.713]
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Epoch 29: 100%|██████████| 104/104 [16:50<00:00,  0.10it/s, v_num=0, val/cycle=0.713]

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Epoch 29: 100%|██████████| 104/104 [19:46<00:00,  0.09it/s, v_num=0, val/cycle=0.706]
Epoch 29: 100%|██████████| 104/104 [19:46<00:00,  0.09it/s, v_num=0, val/cycle=0.706]
Epoch 29:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.706]          
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Epoch 30:  19%|█▉        | 20/104 [03:15<13:39,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  20%|██        | 21/104 [03:24<13:29,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.706]
Epoch 30:  30%|██▉       | 31/104 [05:01<11:51,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.706]
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Epoch 30: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
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Epoch 30:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.715]          
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Epoch 31:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  18%|█▊        | 19/104 [03:05<13:49,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  19%|█▉        | 20/104 [03:15<13:39,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  20%|██        | 21/104 [03:24<13:29,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  20%|██        | 21/104 [03:24<13:29,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  21%|██        | 22/104 [03:34<13:19,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  30%|██▉       | 31/104 [05:01<11:50,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  30%|██▉       | 31/104 [05:01<11:50,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  31%|███       | 32/104 [05:11<11:40,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  33%|███▎      | 34/104 [05:30<11:21,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  33%|███▎      | 34/104 [05:30<11:21,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31:  36%|███▌      | 37/104 [06:00<10:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  44%|████▍     | 46/104 [07:27<09:23,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  44%|████▍     | 46/104 [07:27<09:23,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  45%|████▌     | 47/104 [07:36<09:14,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  45%|████▌     | 47/104 [07:36<09:14,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  48%|████▊     | 50/104 [08:06<08:44,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 31:  48%|████▊     | 50/104 [08:06<08:44,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 31: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.800]
Epoch 31: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.800]
Epoch 31:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.800]          
Epoch 32:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.800]
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Epoch 32:   1%|          | 1/104 [00:10<18:46,  0.09it/s, v_num=0, val/cycle=0.800]
Epoch 32:   2%|▏         | 2/104 [00:20<17:32,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:   2%|▏         | 2/104 [00:20<17:32,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:   4%|▍         | 4/104 [00:40<16:40,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  12%|█▏        | 12/104 [01:57<15:01,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  14%|█▍        | 15/104 [02:26<14:30,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  20%|██        | 21/104 [03:24<13:30,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  20%|██        | 21/104 [03:24<13:30,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.800]
Epoch 32:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.800]
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Epoch 32: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.800]

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Epoch 33:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  43%|████▎     | 45/104 [07:17<09:34,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  55%|█████▍    | 57/104 [09:14<07:37,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  55%|█████▍    | 57/104 [09:14<07:37,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  59%|█████▊    | 61/104 [09:53<06:58,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  59%|█████▊    | 61/104 [09:53<06:58,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.732]
Epoch 33:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  71%|███████   | 74/104 [11:59<04:51,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 33:  74%|███████▍  | 77/104 [12:28<04:22,  0.10it/s, v_num=0, val/cycle=0.732]
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Epoch 34:  33%|███▎      | 34/104 [05:30<11:21,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  33%|███▎      | 34/104 [05:30<11:21,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  44%|████▍     | 46/104 [07:27<09:23,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  64%|██████▍   | 67/104 [10:50<05:59,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  64%|██████▍   | 67/104 [10:50<05:59,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  71%|███████   | 74/104 [11:58<04:51,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  71%|███████   | 74/104 [11:58<04:51,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  73%|███████▎  | 76/104 [12:18<04:31,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  73%|███████▎  | 76/104 [12:18<04:31,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  74%|███████▍  | 77/104 [12:27<04:22,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  74%|███████▍  | 77/104 [12:27<04:22,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  77%|███████▋  | 80/104 [12:56<03:53,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  77%|███████▋  | 80/104 [12:56<03:53,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  78%|███████▊  | 81/104 [13:06<03:43,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  78%|███████▊  | 81/104 [13:06<03:43,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  79%|███████▉  | 82/104 [13:16<03:33,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  79%|███████▉  | 82/104 [13:16<03:33,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  80%|███████▉  | 83/104 [13:26<03:23,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  80%|███████▉  | 83/104 [13:26<03:23,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  81%|████████  | 84/104 [13:35<03:14,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  81%|████████  | 84/104 [13:35<03:14,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  82%|████████▏ | 85/104 [13:45<03:04,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  82%|████████▏ | 85/104 [13:45<03:04,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  83%|████████▎ | 86/104 [13:55<02:54,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  83%|████████▎ | 86/104 [13:55<02:54,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  84%|████████▎ | 87/104 [14:04<02:45,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  84%|████████▎ | 87/104 [14:04<02:45,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  85%|████████▍ | 88/104 [14:14<02:35,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  85%|████████▍ | 88/104 [14:14<02:35,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  86%|████████▌ | 89/104 [14:24<02:25,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  86%|████████▌ | 89/104 [14:24<02:25,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  87%|████████▋ | 90/104 [14:33<02:15,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  87%|████████▋ | 90/104 [14:33<02:15,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  88%|████████▊ | 91/104 [14:43<02:06,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  88%|████████▊ | 91/104 [14:43<02:06,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  88%|████████▊ | 92/104 [14:53<01:56,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  88%|████████▊ | 92/104 [14:53<01:56,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  89%|████████▉ | 93/104 [15:03<01:46,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  89%|████████▉ | 93/104 [15:03<01:46,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  90%|█████████ | 94/104 [15:12<01:37,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  90%|█████████ | 94/104 [15:12<01:37,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  91%|█████████▏| 95/104 [15:22<01:27,  0.10it/s, v_num=0, val/cycle=0.739]
Epoch 34:  91%|█████████▏| 95/104 [15:22<01:27,  0.10it/s, v_num=0, val/cycle=0.739]
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Epoch 34: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.739]

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Epoch 34: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.726]
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Epoch 35: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.726]

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Epoch 35: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.729]
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Epoch 36: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.735]
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Epoch 37:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.735]
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Epoch 37: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 37: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 37:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.716]          
Epoch 38:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.716]
Epoch 38:   1%|          | 1/104 [00:10<18:44,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 38:   1%|          | 1/104 [00:10<18:44,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 38:   2%|▏         | 2/104 [00:20<17:30,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   2%|▏         | 2/104 [00:20<17:30,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   3%|▎         | 3/104 [00:30<16:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   3%|▎         | 3/104 [00:30<16:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   4%|▍         | 4/104 [00:39<16:39,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   4%|▍         | 4/104 [00:39<16:39,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   5%|▍         | 5/104 [00:49<16:23,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   5%|▍         | 5/104 [00:49<16:23,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   6%|▌         | 6/104 [00:59<16:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   6%|▌         | 6/104 [00:59<16:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   7%|▋         | 7/104 [01:09<15:57,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   7%|▋         | 7/104 [01:09<15:57,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   8%|▊         | 8/104 [01:18<15:45,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   8%|▊         | 8/104 [01:18<15:45,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  10%|▉         | 10/104 [01:38<15:22,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  10%|▉         | 10/104 [01:38<15:22,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  12%|█▏        | 12/104 [01:57<15:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  12%|█▏        | 12/104 [01:57<15:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  12%|█▎        | 13/104 [02:07<14:50,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  12%|█▎        | 13/104 [02:07<14:50,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  13%|█▎        | 14/104 [02:16<14:40,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  13%|█▎        | 14/104 [02:16<14:40,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  14%|█▍        | 15/104 [02:26<14:29,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  14%|█▍        | 15/104 [02:26<14:29,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  15%|█▌        | 16/104 [02:36<14:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  15%|█▌        | 16/104 [02:36<14:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  17%|█▋        | 18/104 [02:55<13:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  17%|█▋        | 18/104 [02:55<13:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  18%|█▊        | 19/104 [03:05<13:49,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  18%|█▊        | 19/104 [03:05<13:49,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  19%|█▉        | 20/104 [03:15<13:39,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  19%|█▉        | 20/104 [03:15<13:39,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  20%|██        | 21/104 [03:24<13:29,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  20%|██        | 21/104 [03:24<13:29,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  21%|██        | 22/104 [03:34<13:19,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  21%|██        | 22/104 [03:34<13:19,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  22%|██▏       | 23/104 [03:44<13:09,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  22%|██▏       | 23/104 [03:44<13:09,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  23%|██▎       | 24/104 [03:53<12:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  23%|██▎       | 24/104 [03:53<12:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  24%|██▍       | 25/104 [04:03<12:49,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  24%|██▍       | 25/104 [04:03<12:49,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  27%|██▋       | 28/104 [04:32<12:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  28%|██▊       | 29/104 [04:42<12:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  29%|██▉       | 30/104 [04:52<12:00,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  30%|██▉       | 31/104 [05:01<11:50,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  30%|██▉       | 31/104 [05:01<11:50,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  33%|███▎      | 34/104 [05:31<11:21,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  34%|███▎      | 35/104 [05:40<11:11,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  35%|███▍      | 36/104 [05:50<11:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  37%|███▋      | 38/104 [06:09<10:42,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  38%|███▊      | 40/104 [06:29<10:22,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  55%|█████▍    | 57/104 [09:13<07:36,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  55%|█████▍    | 57/104 [09:13<07:36,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  62%|██████▏   | 64/104 [10:21<06:28,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  62%|██████▎   | 65/104 [10:31<06:18,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  64%|██████▍   | 67/104 [10:50<05:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  64%|██████▍   | 67/104 [10:50<05:59,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  71%|███████   | 74/104 [11:58<04:51,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  71%|███████   | 74/104 [11:58<04:51,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  73%|███████▎  | 76/104 [12:18<04:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  73%|███████▎  | 76/104 [12:18<04:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  74%|███████▍  | 77/104 [12:27<04:22,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  74%|███████▍  | 77/104 [12:27<04:22,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 38:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 39: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.717]
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Epoch 40: 100%|██████████| 104/104 [19:46<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
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Epoch 41:  39%|███▉      | 41/104 [06:38<10:13,  0.10it/s, v_num=0, val/cycle=0.715]
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Epoch 41: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.709]
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Epoch 42:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.709]
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Validation DataLoader 0: 100%|██████████| 105/105 [02:54<00:00,  0.60it/s]

                                                                          
Epoch 42: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 42: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 42:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.716]          
Epoch 43:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.716]
Epoch 43:   1%|          | 1/104 [00:11<19:28,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 43:   1%|          | 1/104 [00:11<19:28,  0.09it/s, v_num=0, val/cycle=0.716]
Epoch 43:   2%|▏         | 2/104 [00:21<17:53,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:   3%|▎         | 3/104 [00:30<17:14,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:   4%|▍         | 4/104 [00:40<16:50,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:   6%|▌         | 6/104 [00:59<16:17,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  11%|█         | 11/104 [01:48<15:15,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  16%|█▋        | 17/104 [02:46<14:12,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  18%|█▊        | 19/104 [03:05<13:52,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  19%|█▉        | 20/104 [03:15<13:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  19%|█▉        | 20/104 [03:15<13:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  20%|██        | 21/104 [03:25<13:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  20%|██        | 21/104 [03:25<13:31,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  23%|██▎       | 24/104 [03:54<13:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  24%|██▍       | 25/104 [04:04<12:51,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  25%|██▌       | 26/104 [04:13<12:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  25%|██▌       | 26/104 [04:13<12:41,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  26%|██▌       | 27/104 [04:23<12:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  26%|██▌       | 27/104 [04:23<12:31,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  42%|████▏     | 44/104 [07:08<09:44,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  43%|████▎     | 45/104 [07:18<09:34,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  43%|████▎     | 45/104 [07:18<09:34,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  55%|█████▍    | 57/104 [09:14<07:37,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  55%|█████▍    | 57/104 [09:14<07:37,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  56%|█████▌    | 58/104 [09:24<07:27,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  59%|█████▊    | 61/104 [09:53<06:58,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  59%|█████▊    | 61/104 [09:53<06:58,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  62%|██████▎   | 65/104 [10:32<06:19,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  62%|██████▎   | 65/104 [10:32<06:19,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  65%|██████▌   | 68/104 [11:01<05:50,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  68%|██████▊   | 71/104 [11:30<05:20,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  69%|██████▉   | 72/104 [11:39<05:11,  0.10it/s, v_num=0, val/cycle=0.716]
Epoch 43:  69%|██████▉   | 72/104 [11:39<05:11,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  71%|███████   | 74/104 [11:59<04:51,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 43:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.716]
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Epoch 44: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.712]

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Epoch 44: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.714]
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Epoch 45: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.709]
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Epoch 46: 100%|██████████| 104/104 [19:46<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
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Validation DataLoader 0:  99%|█████████▉| 104/105 [02:54<00:01,  0.60it/s]

Validation DataLoader 0: 100%|██████████| 105/105 [02:54<00:00,  0.60it/s]

                                                                          
Epoch 47: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.710]
Epoch 47: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.710]
Epoch 47:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.710]          
Epoch 48:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.710]
Epoch 48:   1%|          | 1/104 [00:10<18:49,  0.09it/s, v_num=0, val/cycle=0.710]
Epoch 48:   1%|          | 1/104 [00:10<18:49,  0.09it/s, v_num=0, val/cycle=0.710]
Epoch 48:   2%|▏         | 2/104 [00:20<17:33,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   2%|▏         | 2/104 [00:20<17:33,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   3%|▎         | 3/104 [00:30<17:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   3%|▎         | 3/104 [00:30<17:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   4%|▍         | 4/104 [00:40<16:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   4%|▍         | 4/104 [00:40<16:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   5%|▍         | 5/104 [00:49<16:24,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   5%|▍         | 5/104 [00:49<16:24,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   8%|▊         | 8/104 [01:18<15:47,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   8%|▊         | 8/104 [01:18<15:47,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   9%|▊         | 9/104 [01:28<15:36,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:   9%|▊         | 9/104 [01:28<15:36,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  10%|▉         | 10/104 [01:38<15:24,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  10%|▉         | 10/104 [01:38<15:24,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  11%|█         | 11/104 [01:48<15:13,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  11%|█         | 11/104 [01:48<15:13,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  12%|█▏        | 12/104 [01:57<15:02,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  12%|█▏        | 12/104 [01:57<15:02,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  12%|█▎        | 13/104 [02:07<14:52,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  12%|█▎        | 13/104 [02:07<14:52,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  13%|█▎        | 14/104 [02:17<14:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  14%|█▍        | 15/104 [02:26<14:31,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  14%|█▍        | 15/104 [02:26<14:31,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  15%|█▌        | 16/104 [02:36<14:21,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  15%|█▌        | 16/104 [02:36<14:21,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  16%|█▋        | 17/104 [02:46<14:11,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  16%|█▋        | 17/104 [02:46<14:11,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  17%|█▋        | 18/104 [02:56<14:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  17%|█▋        | 18/104 [02:56<14:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  19%|█▉        | 20/104 [03:15<13:40,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  20%|██        | 21/104 [03:25<13:30,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  20%|██        | 21/104 [03:25<13:30,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  21%|██        | 22/104 [03:34<13:20,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  22%|██▏       | 23/104 [03:44<13:10,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  22%|██▏       | 23/104 [03:44<13:10,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  23%|██▎       | 24/104 [03:54<13:00,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  24%|██▍       | 25/104 [04:03<12:50,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  25%|██▌       | 26/104 [04:13<12:40,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  26%|██▌       | 27/104 [04:23<12:30,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  29%|██▉       | 30/104 [04:52<12:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  30%|██▉       | 31/104 [05:02<11:51,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  30%|██▉       | 31/104 [05:02<11:51,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  31%|███       | 32/104 [05:11<11:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  32%|███▏      | 33/104 [05:21<11:31,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  33%|███▎      | 34/104 [05:31<11:22,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  33%|███▎      | 34/104 [05:31<11:22,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  34%|███▎      | 35/104 [05:40<11:12,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  34%|███▎      | 35/104 [05:40<11:12,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  35%|███▍      | 36/104 [05:50<11:02,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  35%|███▍      | 36/104 [05:50<11:02,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  36%|███▌      | 37/104 [06:00<10:52,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  37%|███▋      | 38/104 [06:10<10:42,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  37%|███▋      | 38/104 [06:10<10:42,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  38%|███▊      | 40/104 [06:29<10:23,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  38%|███▊      | 40/104 [06:29<10:23,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  39%|███▉      | 41/104 [06:39<10:13,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  39%|███▉      | 41/104 [06:39<10:13,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  42%|████▏     | 44/104 [07:08<09:43,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  43%|████▎     | 45/104 [07:17<09:34,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  43%|████▎     | 45/104 [07:17<09:34,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  45%|████▌     | 47/104 [07:37<09:14,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  47%|████▋     | 49/104 [07:56<08:55,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  47%|████▋     | 49/104 [07:56<08:55,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  49%|████▉     | 51/104 [08:16<08:35,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  49%|████▉     | 51/104 [08:16<08:35,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  50%|█████     | 52/104 [08:25<08:25,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  51%|█████     | 53/104 [08:35<08:16,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  51%|█████     | 53/104 [08:35<08:16,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  52%|█████▏    | 54/104 [08:45<08:06,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  59%|█████▊    | 61/104 [09:53<06:58,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  59%|█████▊    | 61/104 [09:53<06:58,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  71%|███████   | 74/104 [11:59<04:51,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  71%|███████   | 74/104 [11:59<04:51,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  73%|███████▎  | 76/104 [12:18<04:32,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  73%|███████▎  | 76/104 [12:18<04:32,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  74%|███████▍  | 77/104 [12:28<04:22,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  74%|███████▍  | 77/104 [12:28<04:22,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.710]
Epoch 48:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.710]
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Epoch 48: 100%|██████████| 104/104 [16:49<00:00,  0.10it/s, v_num=0, val/cycle=0.710]

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Epoch 49:  20%|██        | 21/104 [03:24<13:29,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  33%|███▎      | 34/104 [05:30<11:21,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  38%|███▊      | 39/104 [06:19<10:32,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  39%|███▉      | 41/104 [06:38<10:12,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  40%|████      | 42/104 [06:48<10:03,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  41%|████▏     | 43/104 [06:58<09:53,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  42%|████▏     | 44/104 [07:07<09:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  43%|████▎     | 45/104 [07:17<09:33,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  44%|████▍     | 46/104 [07:27<09:24,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  46%|████▌     | 48/104 [07:46<09:04,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  47%|████▋     | 49/104 [07:56<08:54,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  48%|████▊     | 50/104 [08:06<08:45,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  49%|████▉     | 51/104 [08:15<08:35,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  51%|█████     | 53/104 [08:35<08:15,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  52%|█████▏    | 54/104 [08:44<08:06,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  53%|█████▎    | 55/104 [08:54<07:56,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  54%|█████▍    | 56/104 [09:04<07:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  55%|█████▍    | 57/104 [09:14<07:36,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  56%|█████▌    | 58/104 [09:23<07:27,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  57%|█████▋    | 59/104 [09:33<07:17,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  58%|█████▊    | 60/104 [09:43<07:07,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  59%|█████▊    | 61/104 [09:52<06:57,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  60%|█████▉    | 62/104 [10:02<06:48,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  61%|██████    | 63/104 [10:12<06:38,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  62%|██████▏   | 64/104 [10:22<06:28,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  62%|██████▎   | 65/104 [10:31<06:19,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  63%|██████▎   | 66/104 [10:41<06:09,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  64%|██████▍   | 67/104 [10:51<05:59,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  65%|██████▌   | 68/104 [11:00<05:49,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  66%|██████▋   | 69/104 [11:10<05:40,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  67%|██████▋   | 70/104 [11:20<05:30,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  68%|██████▊   | 71/104 [11:29<05:20,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  69%|██████▉   | 72/104 [11:39<05:10,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  70%|███████   | 73/104 [11:49<05:01,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  71%|███████   | 74/104 [11:59<04:51,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  71%|███████   | 74/104 [11:59<04:51,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  72%|███████▏  | 75/104 [12:08<04:41,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  73%|███████▎  | 76/104 [12:18<04:32,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  73%|███████▎  | 76/104 [12:18<04:32,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  74%|███████▍  | 77/104 [12:28<04:22,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  74%|███████▍  | 77/104 [12:28<04:22,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  75%|███████▌  | 78/104 [12:37<04:12,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  76%|███████▌  | 79/104 [12:47<04:02,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  77%|███████▋  | 80/104 [12:57<03:53,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  77%|███████▋  | 80/104 [12:57<03:53,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  78%|███████▊  | 81/104 [13:06<03:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  78%|███████▊  | 81/104 [13:06<03:43,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  79%|███████▉  | 82/104 [13:16<03:33,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  79%|███████▉  | 82/104 [13:16<03:33,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  80%|███████▉  | 83/104 [13:26<03:24,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  80%|███████▉  | 83/104 [13:26<03:24,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  81%|████████  | 84/104 [13:36<03:14,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  81%|████████  | 84/104 [13:36<03:14,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  82%|████████▏ | 85/104 [13:45<03:04,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  82%|████████▏ | 85/104 [13:45<03:04,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  83%|████████▎ | 86/104 [13:55<02:54,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  83%|████████▎ | 86/104 [13:55<02:54,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  84%|████████▎ | 87/104 [14:05<02:45,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  84%|████████▎ | 87/104 [14:05<02:45,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  85%|████████▍ | 88/104 [14:14<02:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  85%|████████▍ | 88/104 [14:14<02:35,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  86%|████████▌ | 89/104 [14:24<02:25,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  86%|████████▌ | 89/104 [14:24<02:25,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  87%|████████▋ | 90/104 [14:34<02:15,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  87%|████████▋ | 90/104 [14:34<02:15,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  88%|████████▊ | 91/104 [14:43<02:06,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  88%|████████▊ | 91/104 [14:43<02:06,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  88%|████████▊ | 92/104 [14:53<01:56,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  88%|████████▊ | 92/104 [14:53<01:56,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  89%|████████▉ | 93/104 [15:03<01:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  89%|████████▉ | 93/104 [15:03<01:46,  0.10it/s, v_num=0, val/cycle=0.707]
Epoch 49:  90%|█████████ | 94/104 [15:13<01:37,  0.10it/s, v_num=0, val/cycle=0.707]
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Epoch 49: 100%|██████████| 104/104 [16:50<00:00,  0.10it/s, v_num=0, val/cycle=0.707]

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Epoch 49: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.710]
Epoch 49: 100%|██████████| 104/104 [19:45<00:00,  0.09it/s, v_num=0, val/cycle=0.710]
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Epoch 50:  20%|██        | 21/104 [03:25<13:31,  0.10it/s, v_num=0, val/cycle=0.710]
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Epoch 50:  25%|██▌       | 26/104 [04:13<12:41,  0.10it/s, v_num=0, val/cycle=0.710]
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Epoch 50:  27%|██▋       | 28/104 [04:33<12:21,  0.10it/s, v_num=0, val/cycle=0.710]
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Epoch 50:  28%|██▊       | 29/104 [04:42<12:11,  0.10it/s, v_num=0, val/cycle=0.710]
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Epoch 50: 100%|██████████| 104/104 [19:46<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 50: 100%|██████████| 104/104 [19:46<00:00,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 50:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.715]          
Epoch 51:   0%|          | 0/104 [00:00<?, ?it/s, v_num=0, val/cycle=0.715]
Epoch 51:   1%|          | 1/104 [00:10<18:50,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 51:   1%|          | 1/104 [00:10<18:50,  0.09it/s, v_num=0, val/cycle=0.715]
Epoch 51:   2%|▏         | 2/104 [00:20<17:33,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   2%|▏         | 2/104 [00:20<17:33,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   3%|▎         | 3/104 [00:30<17:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   3%|▎         | 3/104 [00:30<17:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   4%|▍         | 4/104 [00:40<16:42,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   4%|▍         | 4/104 [00:40<16:42,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   5%|▍         | 5/104 [00:49<16:25,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   5%|▍         | 5/104 [00:49<16:25,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   6%|▌         | 6/104 [00:59<16:11,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   7%|▋         | 7/104 [01:09<15:58,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   8%|▊         | 8/104 [01:18<15:46,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:   9%|▊         | 9/104 [01:28<15:34,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  10%|▉         | 10/104 [01:38<15:23,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  11%|█         | 11/104 [01:47<15:12,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  12%|█▏        | 12/104 [01:57<15:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  12%|█▏        | 12/104 [01:57<15:01,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  12%|█▎        | 13/104 [02:07<14:51,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  13%|█▎        | 14/104 [02:17<14:40,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  13%|█▎        | 14/104 [02:17<14:40,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  14%|█▍        | 15/104 [02:26<14:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  14%|█▍        | 15/104 [02:26<14:31,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  15%|srun: Job step aborted: Waiting up to 32 seconds for job step to finish.
slurmstepd: error: *** STEP 9752.1 ON dgx01 CANCELLED AT 2026-06-14T08:39:34 ***
█▌        | 16/104 [02:36<14:20,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  15%|█▌        | 16/104 [02:36<14:20,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  16%|█▋        | 17/104 [02:46<14:10,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  17%|█▋        | 18/104 [02:55<14:00,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  17%|█▋        | 18/104 [02:55<14:00,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.715]
Epoch 51:  18%|█▊        | 19/104 [03:05<13:50,  0.10it/s, v_num=0, val/cycle=0.715]srun: error: dgx01: task 0: Killed