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INFO: underlay of /usr/bin/nvidia-smi required more than 50 (517) bind mounts
[rank: 0] Seed set to 42
wandb: Currently logged in as: drexlin-david. Use `wandb login --relogin` to force relogin
wandb: Currently logged in as: drexlin-david (master_david). Use `wandb login --relogin` to force relogin
wandb: wandb version 0.16.6 is available! To upgrade, please run:
wandb: $ pip install wandb --upgrade
wandb: Tracking run with wandb version 0.16.3
wandb: Run data is saved locally in /home/daviddrexlin/Master/wandb/run-20240419_141111-nztsgrhz
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run Run_CRC-SL-ColorAugmentation-LARS-cross_entropy-scratch-
wandb: ⭐️ View project at https://wandb.ai/master_david/DataAugmentationsPCAM
wandb: 🚀 View run at https://wandb.ai/master_david/DataAugmentationsPCAM/runs/nztsgrhz
/usr/local/lib/python3.12/site-packages/pytorch_lightning/loggers/wandb.py:390: There is a wandb run already in progress and newly created instances of `WandbLogger` will reuse this run. If this is not desired, call `wandb.finish()` before instantiating `WandbLogger`.
GPU available: True (cuda), used: True
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
HPU available: False, using: 0 HPUs
/usr/local/lib/python3.12/site-packages/pytorch_lightning/callbacks/model_checkpoint.py:652: Checkpoint directory /home/daviddrexlin/Master/model_checkpoints exists and is not empty.
LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
/usr/local/lib/python3.12/site-packages/pytorch_lightning/core/optimizer.py:376: Found unsupported keys in the optimizer configuration: {'lr_schedulers'}
| Name | Type | Params
-----------------------------------------------------
0 | accuracy | MulticlassAccuracy | 0
1 | val_accuracy | MulticlassAccuracy | 0
2 | test_accuracy | MulticlassAccuracy | 0
3 | model | ResNet | 11.2 M
-----------------------------------------------------
11.2 M Trainable params
0 Non-trainable params
11.2 M Total params
44.725 Total estimated model params size (MB)
Sanity Checking: | | 0/? [00:00<?, ?it/s]Sanity Checking: 0%| | 0/2 [00:00<?, ?it/s]Sanity Checking DataLoader 0: 0%| | 0/2 [00:00<?, ?it/s]Sanity Checking DataLoader 0: 50%|█████ | 1/2 [00:01<00:01, 0.58it/s]Sanity Checking DataLoader 0: 100%|██████████| 2/2 [00:02<00:00, 0.99it/s] Training: | | 0/? 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Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.25it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:15<00:00, 0.95it/s][A
[AEpoch 0: 100%|██████████| 196/196 [05:29<00:00, 0.59it/s, v_num=grhz]Epoch 0: 100%|██████████| 196/196 [05:29<00:00, 0.59it/s, v_num=grhz]Epoch 0: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 1: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 1: 1%| | 1/196 [00:04<15:57, 0.20it/s, v_num=grhz]Epoch 1: 1%| | 1/196 [00:04<15:57, 0.20it/s, v_num=grhz]Epoch 1: 1%| | 2/196 [00:05<08:36, 0.38it/s, v_num=grhz]Epoch 1: 1%| | 2/196 [00:05<08:36, 0.38it/s, v_num=grhz]Epoch 1: 2%|▏ | 3/196 [00:05<06:06, 0.53it/s, v_num=grhz]Epoch 1: 2%|▏ | 3/196 [00:05<06:07, 0.53it/s, v_num=grhz]Epoch 1: 2%|▏ | 4/196 [00:06<04:51, 0.66it/s, v_num=grhz]Epoch 1: 2%|▏ | 4/196 [00:06<04:51, 0.66it/s, v_num=grhz]Epoch 1: 3%|▎ | 5/196 [00:09<06:19, 0.50it/s, v_num=grhz]Epoch 1: 3%|▎ | 5/196 [00:09<06:19, 0.50it/s, v_num=grhz]Epoch 1: 3%|▎ | 6/196 [00:10<05:27, 0.58it/s, v_num=grhz]Epoch 1: 3%|▎ | 6/196 [00:10<05:27, 0.58it/s, v_num=grhz]Epoch 1: 4%|▎ | 7/196 [00:10<04:49, 0.65it/s, v_num=grhz]Epoch 1: 4%|▎ | 7/196 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[02:46<01:15, 0.81it/s, v_num=grhz]Epoch 1: 69%|██████▉ | 136/196 [02:47<01:13, 0.81it/s, v_num=grhz]Epoch 1: 69%|██████▉ | 136/196 [02:47<01:13, 0.81it/s, v_num=grhz]Epoch 1: 70%|██████▉ | 137/196 [02:51<01:13, 0.80it/s, v_num=grhz]Epoch 1: 70%|██████▉ | 137/196 [02:51<01:13, 0.80it/s, v_num=grhz]Epoch 1: 70%|███████ | 138/196 [02:51<01:12, 0.80it/s, v_num=grhz]Epoch 1: 70%|███████ | 138/196 [02:51<01:12, 0.80it/s, v_num=grhz]Epoch 1: 71%|███████ | 139/196 [02:51<01:10, 0.81it/s, v_num=grhz]Epoch 1: 71%|███████ | 139/196 [02:51<01:10, 0.81it/s, v_num=grhz]Epoch 1: 71%|███████▏ | 140/196 [02:52<01:08, 0.81it/s, v_num=grhz]Epoch 1: 71%|███████▏ | 140/196 [02:52<01:08, 0.81it/s, v_num=grhz]Epoch 1: 72%|███████▏ | 141/196 [02:55<01:08, 0.80it/s, v_num=grhz]Epoch 1: 72%|███████▏ | 141/196 [02:55<01:08, 0.80it/s, v_num=grhz]Epoch 1: 72%|███████▏ | 142/196 [02:56<01:07, 0.81it/s, v_num=grhz]Epoch 1: 72%|███████▏ | 142/196 [02:56<01:07, 0.81it/s, v_num=grhz]Epoch 1: 73%|███████▎ | 143/196 [02:56<01:05, 0.81it/s, v_num=grhz]Epoch 1: 73%|███████▎ | 143/196 [02:56<01:05, 0.81it/s, v_num=grhz]Epoch 1: 73%|███████▎ | 144/196 [02:57<01:03, 0.81it/s, v_num=grhz]Epoch 1: 73%|███████▎ | 144/196 [02:57<01:03, 0.81it/s, v_num=grhz]Epoch 1: 74%|███████▍ | 145/196 [03:00<01:03, 0.80it/s, v_num=grhz]Epoch 1: 74%|███████▍ | 145/196 [03:00<01:03, 0.80it/s, v_num=grhz]Epoch 1: 74%|███████▍ | 146/196 [03:01<01:02, 0.81it/s, v_num=grhz]Epoch 1: 74%|███████▍ | 146/196 [03:01<01:02, 0.81it/s, v_num=grhz]Epoch 1: 75%|███████▌ | 147/196 [03:01<01:00, 0.81it/s, v_num=grhz]Epoch 1: 75%|███████▌ | 147/196 [03:01<01:00, 0.81it/s, v_num=grhz]Epoch 1: 76%|███████▌ | 148/196 [03:01<00:58, 0.81it/s, v_num=grhz]Epoch 1: 76%|███████▌ | 148/196 [03:01<00:58, 0.81it/s, v_num=grhz]Epoch 1: 76%|███████▌ | 149/196 [03:05<00:58, 0.80it/s, v_num=grhz]Epoch 1: 76%|███████▌ | 149/196 [03:05<00:58, 0.80it/s, v_num=grhz]Epoch 1: 77%|███████▋ | 150/196 [03:05<00:57, 0.81it/s, v_num=grhz]Epoch 1: 77%|███████▋ | 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Validation DataLoader 0: 100%|██████████| 15/15 [00:15<00:00, 1.00it/s][A
[AEpoch 1: 100%|██████████| 196/196 [04:20<00:00, 0.75it/s, v_num=grhz]Epoch 1: 100%|██████████| 196/196 [04:20<00:00, 0.75it/s, v_num=grhz]Epoch 1: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 2: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 2: 1%| | 1/196 [00:04<15:38, 0.21it/s, v_num=grhz]Epoch 2: 1%| | 1/196 [00:04<15:38, 0.21it/s, v_num=grhz]Epoch 2: 1%| | 2/196 [00:05<08:25, 0.38it/s, v_num=grhz]Epoch 2: 1%| | 2/196 [00:05<08:25, 0.38it/s, v_num=grhz]Epoch 2: 2%|▏ | 3/196 [00:05<05:58, 0.54it/s, v_num=grhz]Epoch 2: 2%|▏ | 3/196 [00:05<05:59, 0.54it/s, v_num=grhz]Epoch 2: 2%|▏ | 4/196 [00:05<04:45, 0.67it/s, v_num=grhz]Epoch 2: 2%|▏ | 4/196 [00:05<04:45, 0.67it/s, v_num=grhz]Epoch 2: 3%|▎ | 5/196 [00:09<06:08, 0.52it/s, v_num=grhz]Epoch 2: 3%|▎ | 5/196 [00:09<06:08, 0.52it/s, v_num=grhz]Epoch 2: 3%|▎ | 6/196 [00:10<05:17, 0.60it/s, v_num=grhz]Epoch 2: 3%|▎ | 6/196 [00:10<05:18, 0.60it/s, v_num=grhz]Epoch 2: 4%|▎ | 7/196 [00:10<04:41, 0.67it/s, v_num=grhz]Epoch 2: 4%|▎ | 7/196 [00:10<04:41, 0.67it/s, v_num=grhz]Epoch 2: 4%|▍ | 8/196 [00:10<04:13, 0.74it/s, v_num=grhz]Epoch 2: 4%|▍ | 8/196 [00:10<04:13, 0.74it/s, v_num=grhz]Epoch 2: 5%|▍ | 9/196 [00:14<05:03, 0.62it/s, v_num=grhz]Epoch 2: 5%|▍ | 9/196 [00:14<05:03, 0.62it/s, v_num=grhz]Epoch 2: 5%|▌ | 10/196 [00:15<04:39, 0.67it/s, v_num=grhz]Epoch 2: 5%|▌ | 10/196 [00:15<04:39, 0.67it/s, v_num=grhz]Epoch 2: 6%|▌ | 11/196 [00:15<04:18, 0.71it/s, v_num=grhz]Epoch 2: 6%|▌ | 11/196 [00:15<04:18, 0.71it/s, v_num=grhz]Epoch 2: 6%|▌ | 12/196 [00:15<04:01, 0.76it/s, v_num=grhz]Epoch 2: 6%|▌ | 12/196 [00:15<04:01, 0.76it/s, v_num=grhz]Epoch 2: 7%|▋ | 13/196 [00:19<04:34, 0.67it/s, v_num=grhz]Epoch 2: 7%|▋ | 13/196 [00:19<04:34, 0.67it/s, v_num=grhz]Epoch 2: 7%|▋ | 14/196 [00:19<04:18, 0.70it/s, v_num=grhz]Epoch 2: 7%|▋ | 14/196 [00:19<04:18, 0.70it/s, v_num=grhz]Epoch 2: 8%|▊ | 15/196 [00:20<04:04, 0.74it/s, v_num=grhz]Epoch 2: 8%|▊ | 15/196 [00:20<04:04, 0.74it/s, v_num=grhz]Epoch 2: 8%|▊ | 16/196 [00:20<03:52, 0.77it/s, v_num=grhz]Epoch 2: 8%|▊ | 16/196 [00:20<03:52, 0.77it/s, v_num=grhz]Epoch 2: 9%|▊ | 17/196 [00:24<04:16, 0.70it/s, v_num=grhz]Epoch 2: 9%|▊ | 17/196 [00:24<04:16, 0.70it/s, v_num=grhz]Epoch 2: 9%|▉ | 18/196 [00:24<04:04, 0.73it/s, v_num=grhz]Epoch 2: 9%|▉ | 18/196 [00:24<04:04, 0.73it/s, v_num=grhz]Epoch 2: 10%|▉ | 19/196 [00:25<03:53, 0.76it/s, v_num=grhz]Epoch 2: 10%|▉ | 19/196 [00:25<03:53, 0.76it/s, v_num=grhz]Epoch 2: 10%|█ | 20/196 [00:25<03:44, 0.79it/s, v_num=grhz]Epoch 2: 10%|█ | 20/196 [00:25<03:44, 0.79it/s, v_num=grhz]Epoch 2: 11%|█ | 21/196 [00:29<04:04, 0.72it/s, v_num=grhz]Epoch 2: 11%|█ | 21/196 [00:29<04:04, 0.72it/s, v_num=grhz]Epoch 2: 11%|█ | 22/196 [00:29<03:54, 0.74it/s, v_num=grhz]Epoch 2: 11%|█ | 22/196 [00:29<03:54, 0.74it/s, v_num=grhz]Epoch 2: 12%|█▏ | 23/196 [00:30<03:46, 0.77it/s, v_num=grhz]Epoch 2: 12%|█▏ | 23/196 [00:30<03:46, 0.77it/s, v_num=grhz]Epoch 2: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 2: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 2: 13%|█▎ | 25/196 [00:34<03:54, 0.73it/s, v_num=grhz]Epoch 2: 13%|█▎ | 25/196 [00:34<03:54, 0.73it/s, v_num=grhz]Epoch 2: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 2: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 2: 14%|█▍ | 27/196 [00:34<03:39, 0.77it/s, v_num=grhz]Epoch 2: 14%|█▍ | 27/196 [00:34<03:39, 0.77it/s, v_num=grhz]Epoch 2: 14%|█▍ | 28/196 [00:35<03:32, 0.79it/s, v_num=grhz]Epoch 2: 14%|█▍ | 28/196 [00:35<03:32, 0.79it/s, v_num=grhz]Epoch 2: 15%|█▍ | 29/196 [00:39<03:45, 0.74it/s, v_num=grhz]Epoch 2: 15%|█▍ | 29/196 [00:39<03:45, 0.74it/s, v_num=grhz]Epoch 2: 15%|█▌ | 30/196 [00:39<03:38, 0.76it/s, v_num=grhz]Epoch 2: 15%|█▌ | 30/196 [00:39<03:38, 0.76it/s, v_num=grhz]Epoch 2: 16%|█▌ | 31/196 [00:39<03:32, 0.78it/s, v_num=grhz]Epoch 2: 16%|█▌ | 31/196 [00:39<03:32, 0.78it/s, v_num=grhz]Epoch 2: 16%|█▋ | 32/196 [00:40<03:26, 0.79it/s, v_num=grhz]Epoch 2: 16%|█▋ | 32/196 [00:40<03:26, 0.79it/s, v_num=grhz]Epoch 2: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 2: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 2: 17%|█▋ | 34/196 [00:44<03:31, 0.76it/s, v_num=grhz]Epoch 2: 17%|█▋ | 34/196 [00:44<03:31, 0.76it/s, v_num=grhz]Epoch 2: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 2: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 2: 18%|█▊ | 36/196 [00:45<03:20, 0.80it/s, v_num=grhz]Epoch 2: 18%|█▊ | 36/196 [00:45<03:20, 0.80it/s, v_num=grhz]Epoch 2: 19%|█▉ | 37/196 [00:48<03:30, 0.76it/s, v_num=grhz]Epoch 2: 19%|█▉ | 37/196 [00:48<03:30, 0.76it/s, v_num=grhz]Epoch 2: 19%|█▉ | 38/196 [00:49<03:25, 0.77it/s, v_num=grhz]Epoch 2: 19%|█▉ | 38/196 [00:49<03:25, 0.77it/s, v_num=grhz]Epoch 2: 20%|█▉ | 39/196 [00:49<03:20, 0.78it/s, v_num=grhz]Epoch 2: 20%|█▉ | 39/196 [00:49<03:20, 0.78it/s, v_num=grhz]Epoch 2: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 2: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 2: 21%|██ | 41/196 [00:53<03:23, 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v_num=grhz]Epoch 2: 25%|██▌ | 49/196 [01:03<03:11, 0.77it/s, v_num=grhz]Epoch 2: 26%|██▌ | 50/196 [01:04<03:07, 0.78it/s, v_num=grhz]Epoch 2: 26%|██▌ | 50/196 [01:04<03:07, 0.78it/s, v_num=grhz]Epoch 2: 26%|██▌ | 51/196 [01:04<03:03, 0.79it/s, v_num=grhz]Epoch 2: 26%|██▌ | 51/196 [01:04<03:03, 0.79it/s, v_num=grhz]Epoch 2: 27%|██▋ | 52/196 [01:04<02:59, 0.80it/s, v_num=grhz]Epoch 2: 27%|██▋ | 52/196 [01:04<02:59, 0.80it/s, v_num=grhz]Epoch 2: 27%|██▋ | 53/196 [01:08<03:05, 0.77it/s, v_num=grhz]Epoch 2: 27%|██▋ | 53/196 [01:08<03:05, 0.77it/s, v_num=grhz]Epoch 2: 28%|██▊ | 54/196 [01:09<03:01, 0.78it/s, v_num=grhz]Epoch 2: 28%|██▊ | 54/196 [01:09<03:01, 0.78it/s, v_num=grhz]Epoch 2: 28%|██▊ | 55/196 [01:09<02:58, 0.79it/s, v_num=grhz]Epoch 2: 28%|██▊ | 55/196 [01:09<02:58, 0.79it/s, v_num=grhz]Epoch 2: 29%|██▊ | 56/196 [01:09<02:54, 0.80it/s, v_num=grhz]Epoch 2: 29%|██▊ | 56/196 [01:09<02:54, 0.80it/s, v_num=grhz]Epoch 2: 29%|██▉ | 57/196 [01:13<02:59, 0.78it/s, v_num=grhz]Epoch 2: 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[01:23<02:47, 0.78it/s, v_num=grhz]Epoch 2: 34%|███▎ | 66/196 [01:23<02:44, 0.79it/s, v_num=grhz]Epoch 2: 34%|███▎ | 66/196 [01:23<02:44, 0.79it/s, v_num=grhz]Epoch 2: 34%|███▍ | 67/196 [01:24<02:41, 0.80it/s, v_num=grhz]Epoch 2: 34%|███▍ | 67/196 [01:24<02:41, 0.80it/s, v_num=grhz]Epoch 2: 35%|███▍ | 68/196 [01:24<02:38, 0.81it/s, v_num=grhz]Epoch 2: 35%|███▍ | 68/196 [01:24<02:38, 0.81it/s, v_num=grhz]Epoch 2: 35%|███▌ | 69/196 [01:28<02:42, 0.78it/s, v_num=grhz]Epoch 2: 35%|███▌ | 69/196 [01:28<02:42, 0.78it/s, v_num=grhz]Epoch 2: 36%|███▌ | 70/196 [01:28<02:39, 0.79it/s, v_num=grhz]Epoch 2: 36%|███▌ | 70/196 [01:28<02:39, 0.79it/s, v_num=grhz]Epoch 2: 36%|███▌ | 71/196 [01:28<02:36, 0.80it/s, v_num=grhz]Epoch 2: 36%|███▌ | 71/196 [01:28<02:36, 0.80it/s, v_num=grhz]Epoch 2: 37%|███▋ | 72/196 [01:29<02:33, 0.81it/s, v_num=grhz]Epoch 2: 37%|███▋ | 72/196 [01:29<02:33, 0.81it/s, v_num=grhz]Epoch 2: 37%|███▋ | 73/196 [01:32<02:36, 0.79it/s, v_num=grhz]Epoch 2: 37%|███▋ | 73/196 [01:32<02:36, 0.79it/s, v_num=grhz]Epoch 2: 38%|███▊ | 74/196 [01:33<02:33, 0.79it/s, v_num=grhz]Epoch 2: 38%|███▊ | 74/196 [01:33<02:33, 0.79it/s, v_num=grhz]Epoch 2: 38%|███▊ | 75/196 [01:33<02:31, 0.80it/s, v_num=grhz]Epoch 2: 38%|███▊ | 75/196 [01:33<02:31, 0.80it/s, v_num=grhz]Epoch 2: 39%|███▉ | 76/196 [01:34<02:28, 0.81it/s, v_num=grhz]Epoch 2: 39%|███▉ | 76/196 [01:34<02:28, 0.81it/s, v_num=grhz]Epoch 2: 39%|███▉ | 77/196 [01:37<02:31, 0.79it/s, v_num=grhz]Epoch 2: 39%|███▉ | 77/196 [01:37<02:31, 0.79it/s, v_num=grhz]Epoch 2: 40%|███▉ | 78/196 [01:38<02:28, 0.79it/s, v_num=grhz]Epoch 2: 40%|███▉ | 78/196 [01:38<02:28, 0.79it/s, v_num=grhz]Epoch 2: 40%|████ | 79/196 [01:38<02:26, 0.80it/s, v_num=grhz]Epoch 2: 40%|████ | 79/196 [01:38<02:26, 0.80it/s, v_num=grhz]Epoch 2: 41%|████ | 80/196 [01:39<02:23, 0.81it/s, v_num=grhz]Epoch 2: 41%|████ | 80/196 [01:39<02:23, 0.81it/s, v_num=grhz]Epoch 2: 41%|████▏ | 81/196 [01:42<02:25, 0.79it/s, v_num=grhz]Epoch 2: 41%|████▏ | 81/196 [01:42<02:25, 0.79it/s, v_num=grhz]Epoch 2: 42%|████▏ | 82/196 [01:43<02:23, 0.79it/s, v_num=grhz]Epoch 2: 42%|████▏ | 82/196 [01:43<02:23, 0.79it/s, v_num=grhz]Epoch 2: 42%|████▏ | 83/196 [01:43<02:21, 0.80it/s, v_num=grhz]Epoch 2: 42%|████▏ | 83/196 [01:43<02:21, 0.80it/s, v_num=grhz]Epoch 2: 43%|████▎ | 84/196 [01:43<02:18, 0.81it/s, v_num=grhz]Epoch 2: 43%|████▎ | 84/196 [01:43<02:18, 0.81it/s, v_num=grhz]Epoch 2: 43%|████▎ | 85/196 [01:47<02:20, 0.79it/s, v_num=grhz]Epoch 2: 43%|████▎ | 85/196 [01:47<02:20, 0.79it/s, v_num=grhz]Epoch 2: 44%|████▍ | 86/196 [01:48<02:18, 0.80it/s, v_num=grhz]Epoch 2: 44%|████▍ | 86/196 [01:48<02:18, 0.80it/s, v_num=grhz]Epoch 2: 44%|████▍ | 87/196 [01:48<02:15, 0.80it/s, v_num=grhz]Epoch 2: 44%|████▍ | 87/196 [01:48<02:15, 0.80it/s, v_num=grhz]Epoch 2: 45%|████▍ | 88/196 [01:48<02:13, 0.81it/s, v_num=grhz]Epoch 2: 45%|████▍ | 88/196 [01:48<02:13, 0.81it/s, v_num=grhz]Epoch 2: 45%|████▌ | 89/196 [01:52<02:15, 0.79it/s, v_num=grhz]Epoch 2: 45%|████▌ | 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v_num=grhz]Epoch 2: 95%|█████████▌| 187/196 [03:51<00:11, 0.81it/s, v_num=grhz]Epoch 2: 96%|█████████▌| 188/196 [03:51<00:09, 0.81it/s, v_num=grhz]Epoch 2: 96%|█████████▌| 188/196 [03:51<00:09, 0.81it/s, v_num=grhz]Epoch 2: 96%|█████████▋| 189/196 [03:55<00:08, 0.80it/s, v_num=grhz]Epoch 2: 96%|█████████▋| 189/196 [03:55<00:08, 0.80it/s, v_num=grhz]Epoch 2: 97%|█████████▋| 190/196 [03:55<00:07, 0.81it/s, v_num=grhz]Epoch 2: 97%|█████████▋| 190/196 [03:55<00:07, 0.81it/s, v_num=grhz]Epoch 2: 97%|█████████▋| 191/196 [03:55<00:06, 0.81it/s, v_num=grhz]Epoch 2: 97%|█████████▋| 191/196 [03:55<00:06, 0.81it/s, v_num=grhz]Epoch 2: 98%|█████████▊| 192/196 [03:56<00:04, 0.81it/s, v_num=grhz]Epoch 2: 98%|█████████▊| 192/196 [03:56<00:04, 0.81it/s, v_num=grhz]Epoch 2: 98%|█████████▊| 193/196 [03:59<00:03, 0.81it/s, v_num=grhz]Epoch 2: 98%|█████████▊| 193/196 [03:59<00:03, 0.81it/s, v_num=grhz]Epoch 2: 99%|█████████▉| 194/196 [03:59<00:02, 0.81it/s, v_num=grhz]Epoch 2: 99%|█████████▉| 194/196 [03:59<00:02, 0.81it/s, v_num=grhz]Epoch 2: 99%|█████████▉| 195/196 [04:00<00:01, 0.81it/s, v_num=grhz]Epoch 2: 99%|█████████▉| 195/196 [04:00<00:01, 0.81it/s, v_num=grhz]Epoch 2: 100%|██████████| 196/196 [04:00<00:00, 0.82it/s, v_num=grhz]Epoch 2: 100%|██████████| 196/196 [04:00<00:00, 0.82it/s, v_num=grhz]
Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 10.26it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.71it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.04it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.80it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.97it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:08, 1.11it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.24it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.36it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:10<00:06, 0.89it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.96it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.04it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.11it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.92it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.98it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 2: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 2: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 2: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 3: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 3: 1%| | 1/196 [00:04<15:56, 0.20it/s, v_num=grhz]Epoch 3: 1%| | 1/196 [00:04<15:56, 0.20it/s, v_num=grhz]Epoch 3: 1%| | 2/196 [00:05<08:35, 0.38it/s, v_num=grhz]Epoch 3: 1%| | 2/196 [00:05<08:35, 0.38it/s, v_num=grhz]Epoch 3: 2%|▏ | 3/196 [00:05<06:05, 0.53it/s, v_num=grhz]Epoch 3: 2%|▏ | 3/196 [00:05<06:06, 0.53it/s, v_num=grhz]Epoch 3: 2%|▏ | 4/196 [00:06<04:50, 0.66it/s, v_num=grhz]Epoch 3: 2%|▏ | 4/196 [00:06<04:51, 0.66it/s, v_num=grhz]Epoch 3: 3%|▎ | 5/196 [00:09<06:08, 0.52it/s, v_num=grhz]Epoch 3: 3%|▎ | 5/196 [00:09<06:08, 0.52it/s, v_num=grhz]Epoch 3: 3%|▎ | 6/196 [00:10<05:18, 0.60it/s, v_num=grhz]Epoch 3: 3%|▎ | 6/196 [00:10<05:18, 0.60it/s, v_num=grhz]Epoch 3: 4%|▎ | 7/196 [00:10<04:41, 0.67it/s, v_num=grhz]Epoch 3: 4%|▎ | 7/196 [00:10<04:41, 0.67it/s, v_num=grhz]Epoch 3: 4%|▍ | 8/196 [00:10<04:13, 0.74it/s, v_num=grhz]Epoch 3: 4%|▍ | 8/196 [00:10<04:13, 0.74it/s, v_num=grhz]Epoch 3: 5%|▍ | 9/196 [00:14<05:03, 0.62it/s, v_num=grhz]Epoch 3: 5%|▍ | 9/196 [00:14<05:03, 0.62it/s, v_num=grhz]Epoch 3: 5%|▌ | 10/196 [00:15<04:39, 0.67it/s, v_num=grhz]Epoch 3: 5%|▌ | 10/196 [00:15<04:39, 0.67it/s, v_num=grhz]Epoch 3: 6%|▌ | 11/196 [00:15<04:18, 0.72it/s, v_num=grhz]Epoch 3: 6%|▌ | 11/196 [00:15<04:18, 0.72it/s, v_num=grhz]Epoch 3: 6%|▌ | 12/196 [00:15<04:01, 0.76it/s, v_num=grhz]Epoch 3: 6%|▌ | 12/196 [00:15<04:01, 0.76it/s, v_num=grhz]Epoch 3: 7%|▋ | 13/196 [00:19<04:35, 0.67it/s, v_num=grhz]Epoch 3: 7%|▋ | 13/196 [00:19<04:35, 0.67it/s, v_num=grhz]Epoch 3: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 3: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 3: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 3: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 3: 8%|▊ | 16/196 [00:20<03:52, 0.77it/s, v_num=grhz]Epoch 3: 8%|▊ | 16/196 [00:20<03:52, 0.77it/s, v_num=grhz]Epoch 3: 9%|▊ | 17/196 [00:24<04:18, 0.69it/s, v_num=grhz]Epoch 3: 9%|▊ | 17/196 [00:24<04:18, 0.69it/s, v_num=grhz]Epoch 3: 9%|▉ | 18/196 [00:24<04:06, 0.72it/s, v_num=grhz]Epoch 3: 9%|▉ | 18/196 [00:24<04:06, 0.72it/s, v_num=grhz]Epoch 3: 10%|▉ | 19/196 [00:25<03:55, 0.75it/s, v_num=grhz]Epoch 3: 10%|▉ | 19/196 [00:25<03:55, 0.75it/s, v_num=grhz]Epoch 3: 10%|█ | 20/196 [00:25<03:45, 0.78it/s, v_num=grhz]Epoch 3: 10%|█ | 20/196 [00:25<03:45, 0.78it/s, v_num=grhz]Epoch 3: 11%|█ | 21/196 [00:29<04:04, 0.72it/s, v_num=grhz]Epoch 3: 11%|█ | 21/196 [00:29<04:04, 0.72it/s, v_num=grhz]Epoch 3: 11%|█ | 22/196 [00:29<03:55, 0.74it/s, v_num=grhz]Epoch 3: 11%|█ | 22/196 [00:29<03:55, 0.74it/s, v_num=grhz]Epoch 3: 12%|█▏ | 23/196 [00:30<03:46, 0.76it/s, v_num=grhz]Epoch 3: 12%|█▏ | 23/196 [00:30<03:46, 0.76it/s, v_num=grhz]Epoch 3: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 3: 12%|█▏ | 24/196 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3: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 3: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 3: 17%|█▋ | 34/196 [00:44<03:31, 0.76it/s, v_num=grhz]Epoch 3: 17%|█▋ | 34/196 [00:44<03:31, 0.76it/s, v_num=grhz]Epoch 3: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 3: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 3: 18%|█▊ | 36/196 [00:45<03:20, 0.80it/s, v_num=grhz]Epoch 3: 18%|█▊ | 36/196 [00:45<03:20, 0.80it/s, v_num=grhz]Epoch 3: 19%|█▉ | 37/196 [00:48<03:30, 0.76it/s, v_num=grhz]Epoch 3: 19%|█▉ | 37/196 [00:48<03:30, 0.76it/s, v_num=grhz]Epoch 3: 19%|█▉ | 38/196 [00:49<03:24, 0.77it/s, v_num=grhz]Epoch 3: 19%|█▉ | 38/196 [00:49<03:24, 0.77it/s, v_num=grhz]Epoch 3: 20%|█▉ | 39/196 [00:49<03:19, 0.79it/s, v_num=grhz]Epoch 3: 20%|█▉ | 39/196 [00:49<03:19, 0.79it/s, v_num=grhz]Epoch 3: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 3: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 3: 21%|██ | 41/196 [00:53<03:23, 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.64it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 6.03it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.26it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.94it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.03it/s][A
[AEpoch 3: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 3: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 3: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 4: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 4: 1%| | 1/196 [00:04<15:45, 0.21it/s, v_num=grhz]Epoch 4: 1%| | 1/196 [00:04<15:46, 0.21it/s, v_num=grhz]Epoch 4: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 4: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 4: 2%|▏ | 3/196 [00:05<06:02, 0.53it/s, v_num=grhz]Epoch 4: 2%|▏ | 3/196 [00:05<06:02, 0.53it/s, v_num=grhz]Epoch 4: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 4: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 4: 3%|▎ | 5/196 [00:09<06:12, 0.51it/s, v_num=grhz]Epoch 4: 3%|▎ | 5/196 [00:09<06:12, 0.51it/s, v_num=grhz]Epoch 4: 3%|▎ | 6/196 [00:10<05:21, 0.59it/s, v_num=grhz]Epoch 4: 3%|▎ | 6/196 [00:10<05:21, 0.59it/s, v_num=grhz]Epoch 4: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 4: 4%|▎ | 7/196 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.05it/s][A
[AEpoch 4: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 4: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 4: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 5: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 5: 1%| | 1/196 [00:04<15:42, 0.21it/s, v_num=grhz]Epoch 5: 1%| | 1/196 [00:04<15:43, 0.21it/s, v_num=grhz]Epoch 5: 1%| | 2/196 [00:05<08:27, 0.38it/s, v_num=grhz]Epoch 5: 1%| | 2/196 [00:05<08:27, 0.38it/s, v_num=grhz]Epoch 5: 2%|▏ | 3/196 [00:05<06:00, 0.53it/s, v_num=grhz]Epoch 5: 2%|▏ | 3/196 [00:05<06:00, 0.53it/s, v_num=grhz]Epoch 5: 2%|▏ | 4/196 [00:05<04:47, 0.67it/s, v_num=grhz]Epoch 5: 2%|▏ | 4/196 [00:05<04:47, 0.67it/s, v_num=grhz]Epoch 5: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 5: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 5: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 5: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 5: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 5: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 5: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 5: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 5: 5%|▍ | 9/196 [00:14<05:06, 0.61it/s, v_num=grhz]Epoch 5: 5%|▍ | 9/196 [00:14<05:06, 0.61it/s, v_num=grhz]Epoch 5: 5%|▌ | 10/196 [00:15<04:41, 0.66it/s, v_num=grhz]Epoch 5: 5%|▌ | 10/196 [00:15<04:41, 0.66it/s, v_num=grhz]Epoch 5: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 5: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 5: 6%|▌ | 12/196 [00:15<04:03, 0.76it/s, v_num=grhz]Epoch 5: 6%|▌ | 12/196 [00:15<04:03, 0.76it/s, v_num=grhz]Epoch 5: 7%|▋ | 13/196 [00:19<04:35, 0.66it/s, v_num=grhz]Epoch 5: 7%|▋ | 13/196 [00:19<04:35, 0.66it/s, v_num=grhz]Epoch 5: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 5: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 5: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 5: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 5: 8%|▊ | 16/196 [00:20<03:53, 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[00:30<03:39, 0.78it/s, v_num=grhz]Epoch 5: 13%|█▎ | 25/196 [00:34<03:54, 0.73it/s, v_num=grhz]Epoch 5: 13%|█▎ | 25/196 [00:34<03:54, 0.73it/s, v_num=grhz]Epoch 5: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 5: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 5: 14%|█▍ | 27/196 [00:35<03:39, 0.77it/s, v_num=grhz]Epoch 5: 14%|█▍ | 27/196 [00:35<03:39, 0.77it/s, v_num=grhz]Epoch 5: 14%|█▍ | 28/196 [00:35<03:32, 0.79it/s, v_num=grhz]Epoch 5: 14%|█▍ | 28/196 [00:35<03:32, 0.79it/s, v_num=grhz]Epoch 5: 15%|█▍ | 29/196 [00:39<03:45, 0.74it/s, v_num=grhz]Epoch 5: 15%|█▍ | 29/196 [00:39<03:45, 0.74it/s, v_num=grhz]Epoch 5: 15%|█▌ | 30/196 [00:39<03:38, 0.76it/s, v_num=grhz]Epoch 5: 15%|█▌ | 30/196 [00:39<03:38, 0.76it/s, v_num=grhz]Epoch 5: 16%|█▌ | 31/196 [00:39<03:32, 0.78it/s, v_num=grhz]Epoch 5: 16%|█▌ | 31/196 [00:39<03:32, 0.78it/s, v_num=grhz]Epoch 5: 16%|█▋ | 32/196 [00:40<03:26, 0.79it/s, v_num=grhz]Epoch 5: 16%|█▋ | 32/196 [00:40<03:26, 0.79it/s, v_num=grhz]Epoch 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v_num=grhz]Epoch 5: 95%|█████████▌| 187/196 [03:49<00:11, 0.81it/s, v_num=grhz]Epoch 5: 96%|█████████▌| 188/196 [03:49<00:09, 0.82it/s, v_num=grhz]Epoch 5: 96%|█████████▌| 188/196 [03:49<00:09, 0.82it/s, v_num=grhz]Epoch 5: 96%|█████████▋| 189/196 [03:53<00:08, 0.81it/s, v_num=grhz]Epoch 5: 96%|█████████▋| 189/196 [03:53<00:08, 0.81it/s, v_num=grhz]Epoch 5: 97%|█████████▋| 190/196 [03:54<00:07, 0.81it/s, v_num=grhz]Epoch 5: 97%|█████████▋| 190/196 [03:54<00:07, 0.81it/s, v_num=grhz]Epoch 5: 97%|█████████▋| 191/196 [03:54<00:06, 0.81it/s, v_num=grhz]Epoch 5: 97%|█████████▋| 191/196 [03:54<00:06, 0.81it/s, v_num=grhz]Epoch 5: 98%|█████████▊| 192/196 [03:54<00:04, 0.82it/s, v_num=grhz]Epoch 5: 98%|█████████▊| 192/196 [03:54<00:04, 0.82it/s, v_num=grhz]Epoch 5: 98%|█████████▊| 193/196 [03:58<00:03, 0.81it/s, v_num=grhz]Epoch 5: 98%|█████████▊| 193/196 [03:58<00:03, 0.81it/s, v_num=grhz]Epoch 5: 99%|█████████▉| 194/196 [03:58<00:02, 0.81it/s, v_num=grhz]Epoch 5: 99%|█████████▉| 194/196 [03:58<00:02, 0.81it/s, v_num=grhz]Epoch 5: 99%|█████████▉| 195/196 [03:58<00:01, 0.82it/s, v_num=grhz]Epoch 5: 99%|█████████▉| 195/196 [03:58<00:01, 0.82it/s, v_num=grhz]Epoch 5: 100%|██████████| 196/196 [03:58<00:00, 0.82it/s, v_num=grhz]Epoch 5: 100%|██████████| 196/196 [03:58<00:00, 0.82it/s, v_num=grhz]
Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.57it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.95it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.07it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.81it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.97it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:08, 1.11it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.24it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.36it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:10<00:06, 0.89it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.97it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.04it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.12it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.92it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.97it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 5: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 5: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 5: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 6: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 6: 1%| | 1/196 [00:04<15:47, 0.21it/s, v_num=grhz]Epoch 6: 1%| | 1/196 [00:04<15:48, 0.21it/s, v_num=grhz]Epoch 6: 1%| | 2/196 [00:05<08:28, 0.38it/s, v_num=grhz]Epoch 6: 1%| | 2/196 [00:05<08:28, 0.38it/s, v_num=grhz]Epoch 6: 2%|▏ | 3/196 [00:05<06:01, 0.53it/s, v_num=grhz]Epoch 6: 2%|▏ | 3/196 [00:05<06:01, 0.53it/s, v_num=grhz]Epoch 6: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 6: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 6: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=grhz]Epoch 6: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=grhz]Epoch 6: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 6: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 6: 4%|▎ | 7/196 [00:10<04:42, 0.67it/s, v_num=grhz]Epoch 6: 4%|▎ | 7/196 [00:10<04:42, 0.67it/s, v_num=grhz]Epoch 6: 4%|▍ | 8/196 [00:10<04:14, 0.74it/s, v_num=grhz]Epoch 6: 4%|▍ | 8/196 [00:10<04:14, 0.74it/s, v_num=grhz]Epoch 6: 5%|▍ | 9/196 [00:14<05:03, 0.62it/s, v_num=grhz]Epoch 6: 5%|▍ | 9/196 [00:14<05:03, 0.62it/s, v_num=grhz]Epoch 6: 5%|▌ | 10/196 [00:15<04:39, 0.67it/s, v_num=grhz]Epoch 6: 5%|▌ | 10/196 [00:15<04:39, 0.67it/s, v_num=grhz]Epoch 6: 6%|▌ | 11/196 [00:15<04:19, 0.71it/s, v_num=grhz]Epoch 6: 6%|▌ | 11/196 [00:15<04:19, 0.71it/s, v_num=grhz]Epoch 6: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 6: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 6: 7%|▋ | 13/196 [00:19<04:35, 0.66it/s, v_num=grhz]Epoch 6: 7%|▋ | 13/196 [00:19<04:35, 0.66it/s, v_num=grhz]Epoch 6: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 6: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 6: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 6: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 6: 8%|▊ | 16/196 [00:20<03:53, 0.77it/s, v_num=grhz]Epoch 6: 8%|▊ | 16/196 [00:20<03:53, 0.77it/s, v_num=grhz]Epoch 6: 9%|▊ | 17/196 [00:24<04:17, 0.70it/s, v_num=grhz]Epoch 6: 9%|▊ | 17/196 [00:24<04:17, 0.70it/s, v_num=grhz]Epoch 6: 9%|▉ | 18/196 [00:24<04:05, 0.73it/s, v_num=grhz]Epoch 6: 9%|▉ | 18/196 [00:24<04:05, 0.73it/s, v_num=grhz]Epoch 6: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 6: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 6: 10%|█ | 20/196 [00:25<03:44, 0.78it/s, v_num=grhz]Epoch 6: 10%|█ | 20/196 [00:25<03:44, 0.78it/s, v_num=grhz]Epoch 6: 11%|█ | 21/196 [00:29<04:05, 0.71it/s, v_num=grhz]Epoch 6: 11%|█ | 21/196 [00:29<04:05, 0.71it/s, v_num=grhz]Epoch 6: 11%|█ | 22/196 [00:29<03:55, 0.74it/s, v_num=grhz]Epoch 6: 11%|█ | 22/196 [00:29<03:55, 0.74it/s, v_num=grhz]Epoch 6: 12%|█▏ | 23/196 [00:30<03:47, 0.76it/s, v_num=grhz]Epoch 6: 12%|█▏ | 23/196 [00:30<03:47, 0.76it/s, v_num=grhz]Epoch 6: 12%|█▏ | 24/196 [00:30<03:39, 0.79it/s, v_num=grhz]Epoch 6: 12%|█▏ | 24/196 [00:30<03:39, 0.79it/s, v_num=grhz]Epoch 6: 13%|█▎ | 25/196 [00:34<03:54, 0.73it/s, v_num=grhz]Epoch 6: 13%|█▎ | 25/196 [00:34<03:54, 0.73it/s, v_num=grhz]Epoch 6: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 6: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 6: 14%|█▍ | 27/196 [00:35<03:39, 0.77it/s, v_num=grhz]Epoch 6: 14%|█▍ | 27/196 [00:35<03:39, 0.77it/s, v_num=grhz]Epoch 6: 14%|█▍ | 28/196 [00:35<03:32, 0.79it/s, v_num=grhz]Epoch 6: 14%|█▍ | 28/196 [00:35<03:32, 0.79it/s, v_num=grhz]Epoch 6: 15%|█▍ | 29/196 [00:39<03:46, 0.74it/s, v_num=grhz]Epoch 6: 15%|█▍ | 29/196 [00:39<03:46, 0.74it/s, v_num=grhz]Epoch 6: 15%|█▌ | 30/196 [00:39<03:39, 0.76it/s, v_num=grhz]Epoch 6: 15%|█▌ | 30/196 [00:39<03:39, 0.76it/s, v_num=grhz]Epoch 6: 16%|█▌ | 31/196 [00:40<03:33, 0.77it/s, v_num=grhz]Epoch 6: 16%|█▌ | 31/196 [00:40<03:33, 0.77it/s, v_num=grhz]Epoch 6: 16%|█▋ | 32/196 [00:40<03:27, 0.79it/s, v_num=grhz]Epoch 6: 16%|█▋ | 32/196 [00:40<03:27, 0.79it/s, v_num=grhz]Epoch 6: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 6: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 6: 17%|█▋ | 34/196 [00:44<03:32, 0.76it/s, v_num=grhz]Epoch 6: 17%|█▋ | 34/196 [00:44<03:32, 0.76it/s, v_num=grhz]Epoch 6: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 6: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 6: 18%|█▊ | 36/196 [00:45<03:21, 0.80it/s, v_num=grhz]Epoch 6: 18%|█▊ | 36/196 [00:45<03:21, 0.80it/s, v_num=grhz]Epoch 6: 19%|█▉ | 37/196 [00:48<03:30, 0.76it/s, v_num=grhz]Epoch 6: 19%|█▉ | 37/196 [00:49<03:30, 0.76it/s, v_num=grhz]Epoch 6: 19%|█▉ | 38/196 [00:49<03:25, 0.77it/s, v_num=grhz]Epoch 6: 19%|█▉ | 38/196 [00:49<03:25, 0.77it/s, v_num=grhz]Epoch 6: 20%|█▉ | 39/196 [00:49<03:20, 0.78it/s, v_num=grhz]Epoch 6: 20%|█▉ | 39/196 [00:49<03:20, 0.78it/s, v_num=grhz]Epoch 6: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 6: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 6: 21%|██ | 41/196 [00:53<03:23, 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[03:31<00:29, 0.81it/s, v_num=grhz]Epoch 6: 88%|████████▊ | 173/196 [03:35<00:28, 0.80it/s, v_num=grhz]Epoch 6: 88%|████████▊ | 173/196 [03:35<00:28, 0.80it/s, v_num=grhz]Epoch 6: 89%|████████▉ | 174/196 [03:35<00:27, 0.81it/s, v_num=grhz]Epoch 6: 89%|████████▉ | 174/196 [03:35<00:27, 0.81it/s, v_num=grhz]Epoch 6: 89%|████████▉ | 175/196 [03:36<00:25, 0.81it/s, v_num=grhz]Epoch 6: 89%|████████▉ | 175/196 [03:36<00:25, 0.81it/s, v_num=grhz]Epoch 6: 90%|████████▉ | 176/196 [03:36<00:24, 0.81it/s, v_num=grhz]Epoch 6: 90%|████████▉ | 176/196 [03:36<00:24, 0.81it/s, v_num=grhz]Epoch 6: 90%|█████████ | 177/196 [03:40<00:23, 0.80it/s, v_num=grhz]Epoch 6: 90%|█████████ | 177/196 [03:40<00:23, 0.80it/s, v_num=grhz]Epoch 6: 91%|█████████ | 178/196 [03:40<00:22, 0.81it/s, v_num=grhz]Epoch 6: 91%|█████████ | 178/196 [03:40<00:22, 0.81it/s, v_num=grhz]Epoch 6: 91%|█████████▏| 179/196 [03:41<00:21, 0.81it/s, v_num=grhz]Epoch 6: 91%|█████████▏| 179/196 [03:41<00:21, 0.81it/s, v_num=grhz]Epoch 6: 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.54it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.92it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.13it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.84it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.97it/s][A
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Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.98it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 6: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 6: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 6: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 7: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 7: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 7: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 7: 1%| | 2/196 [00:05<08:32, 0.38it/s, v_num=grhz]Epoch 7: 1%| | 2/196 [00:05<08:32, 0.38it/s, v_num=grhz]Epoch 7: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 7: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 7: 2%|▏ | 4/196 [00:06<04:49, 0.66it/s, v_num=grhz]Epoch 7: 2%|▏ | 4/196 [00:06<04:49, 0.66it/s, v_num=grhz]Epoch 7: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=grhz]Epoch 7: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=grhz]Epoch 7: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 7: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 7: 4%|▎ | 7/196 [00:10<04:45, 0.66it/s, v_num=grhz]Epoch 7: 4%|▎ | 7/196 [00:10<04:45, 0.66it/s, v_num=grhz]Epoch 7: 4%|▍ | 8/196 [00:10<04:17, 0.73it/s, v_num=grhz]Epoch 7: 4%|▍ | 8/196 [00:10<04:17, 0.73it/s, v_num=grhz]Epoch 7: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=grhz]Epoch 7: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=grhz]Epoch 7: 5%|▌ | 10/196 [00:15<04:41, 0.66it/s, v_num=grhz]Epoch 7: 5%|▌ | 10/196 [00:15<04:41, 0.66it/s, v_num=grhz]Epoch 7: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 7: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 7: 6%|▌ | 12/196 [00:15<04:03, 0.76it/s, v_num=grhz]Epoch 7: 6%|▌ | 12/196 [00:15<04:03, 0.76it/s, v_num=grhz]Epoch 7: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=grhz]Epoch 7: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=grhz]Epoch 7: 7%|▋ | 14/196 [00:20<04:20, 0.70it/s, v_num=grhz]Epoch 7: 7%|▋ | 14/196 [00:20<04:20, 0.70it/s, v_num=grhz]Epoch 7: 8%|▊ | 15/196 [00:20<04:06, 0.73it/s, v_num=grhz]Epoch 7: 8%|▊ | 15/196 [00:20<04:06, 0.73it/s, v_num=grhz]Epoch 7: 8%|▊ | 16/196 [00:20<03:54, 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 7: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 7: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 7: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 8: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 8: 1%| | 1/196 [00:04<15:37, 0.21it/s, v_num=grhz]Epoch 8: 1%| | 1/196 [00:04<15:38, 0.21it/s, v_num=grhz]Epoch 8: 1%| | 2/196 [00:05<08:26, 0.38it/s, v_num=grhz]Epoch 8: 1%| | 2/196 [00:05<08:26, 0.38it/s, v_num=grhz]Epoch 8: 2%|▏ | 3/196 [00:05<06:00, 0.54it/s, v_num=grhz]Epoch 8: 2%|▏ | 3/196 [00:05<06:00, 0.54it/s, v_num=grhz]Epoch 8: 2%|▏ | 4/196 [00:05<04:46, 0.67it/s, v_num=grhz]Epoch 8: 2%|▏ | 4/196 [00:05<04:46, 0.67it/s, v_num=grhz]Epoch 8: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 8: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 8: 3%|▎ | 6/196 [00:10<05:21, 0.59it/s, v_num=grhz]Epoch 8: 3%|▎ | 6/196 [00:10<05:21, 0.59it/s, v_num=grhz]Epoch 8: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 8: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 8: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 8: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 8: 5%|▍ | 9/196 [00:14<05:04, 0.61it/s, v_num=grhz]Epoch 8: 5%|▍ | 9/196 [00:14<05:04, 0.61it/s, v_num=grhz]Epoch 8: 5%|▌ | 10/196 [00:15<04:40, 0.66it/s, v_num=grhz]Epoch 8: 5%|▌ | 10/196 [00:15<04:40, 0.66it/s, v_num=grhz]Epoch 8: 6%|▌ | 11/196 [00:15<04:19, 0.71it/s, v_num=grhz]Epoch 8: 6%|▌ | 11/196 [00:15<04:19, 0.71it/s, v_num=grhz]Epoch 8: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 8: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 8: 7%|▋ | 13/196 [00:19<04:34, 0.67it/s, v_num=grhz]Epoch 8: 7%|▋ | 13/196 [00:19<04:34, 0.67it/s, v_num=grhz]Epoch 8: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 8: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 8: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 8: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 8: 8%|▊ | 16/196 [00:20<03:52, 0.77it/s, v_num=grhz]Epoch 8: 8%|▊ | 16/196 [00:20<03:52, 0.77it/s, v_num=grhz]Epoch 8: 9%|▊ | 17/196 [00:24<04:16, 0.70it/s, v_num=grhz]Epoch 8: 9%|▊ | 17/196 [00:24<04:16, 0.70it/s, v_num=grhz]Epoch 8: 9%|▉ | 18/196 [00:24<04:05, 0.73it/s, v_num=grhz]Epoch 8: 9%|▉ | 18/196 [00:24<04:05, 0.73it/s, v_num=grhz]Epoch 8: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 8: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 8: 10%|█ | 20/196 [00:25<03:44, 0.78it/s, v_num=grhz]Epoch 8: 10%|█ | 20/196 [00:25<03:44, 0.78it/s, v_num=grhz]Epoch 8: 11%|█ | 21/196 [00:29<04:03, 0.72it/s, v_num=grhz]Epoch 8: 11%|█ | 21/196 [00:29<04:03, 0.72it/s, v_num=grhz]Epoch 8: 11%|█ | 22/196 [00:29<03:54, 0.74it/s, v_num=grhz]Epoch 8: 11%|█ | 22/196 [00:29<03:54, 0.74it/s, v_num=grhz]Epoch 8: 12%|█▏ | 23/196 [00:30<03:45, 0.77it/s, v_num=grhz]Epoch 8: 12%|█▏ | 23/196 [00:30<03:45, 0.77it/s, v_num=grhz]Epoch 8: 12%|█▏ | 24/196 [00:30<03:37, 0.79it/s, v_num=grhz]Epoch 8: 12%|█▏ | 24/196 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v_num=grhz]Epoch 8: 95%|█████████▌| 187/196 [03:50<00:11, 0.81it/s, v_num=grhz]Epoch 8: 96%|█████████▌| 188/196 [03:50<00:09, 0.82it/s, v_num=grhz]Epoch 8: 96%|█████████▌| 188/196 [03:50<00:09, 0.82it/s, v_num=grhz]Epoch 8: 96%|█████████▋| 189/196 [03:54<00:08, 0.81it/s, v_num=grhz]Epoch 8: 96%|█████████▋| 189/196 [03:54<00:08, 0.81it/s, v_num=grhz]Epoch 8: 97%|█████████▋| 190/196 [03:54<00:07, 0.81it/s, v_num=grhz]Epoch 8: 97%|█████████▋| 190/196 [03:54<00:07, 0.81it/s, v_num=grhz]Epoch 8: 97%|█████████▋| 191/196 [03:54<00:06, 0.81it/s, v_num=grhz]Epoch 8: 97%|█████████▋| 191/196 [03:54<00:06, 0.81it/s, v_num=grhz]Epoch 8: 98%|█████████▊| 192/196 [03:55<00:04, 0.82it/s, v_num=grhz]Epoch 8: 98%|█████████▊| 192/196 [03:55<00:04, 0.82it/s, v_num=grhz]Epoch 8: 98%|█████████▊| 193/196 [03:58<00:03, 0.81it/s, v_num=grhz]Epoch 8: 98%|█████████▊| 193/196 [03:58<00:03, 0.81it/s, v_num=grhz]Epoch 8: 99%|█████████▉| 194/196 [03:58<00:02, 0.81it/s, v_num=grhz]Epoch 8: 99%|█████████▉| 194/196 [03:58<00:02, 0.81it/s, v_num=grhz]Epoch 8: 99%|█████████▉| 195/196 [03:59<00:01, 0.82it/s, v_num=grhz]Epoch 8: 99%|█████████▉| 195/196 [03:59<00:01, 0.82it/s, v_num=grhz]Epoch 8: 100%|██████████| 196/196 [03:59<00:00, 0.82it/s, v_num=grhz]Epoch 8: 100%|██████████| 196/196 [03:59<00:00, 0.82it/s, v_num=grhz]
Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.70it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.96it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.14it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.85it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 1.00it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:07, 1.14it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.27it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.40it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:09<00:06, 0.90it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.98it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.05it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.12it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.91it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.96it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.03it/s][A
[AEpoch 8: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 8: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 8: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 9: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 9: 1%| | 1/196 [00:04<15:58, 0.20it/s, v_num=grhz]Epoch 9: 1%| | 1/196 [00:04<15:58, 0.20it/s, v_num=grhz]Epoch 9: 1%| | 2/196 [00:05<08:34, 0.38it/s, v_num=grhz]Epoch 9: 1%| | 2/196 [00:05<08:34, 0.38it/s, v_num=grhz]Epoch 9: 2%|▏ | 3/196 [00:05<06:05, 0.53it/s, v_num=grhz]Epoch 9: 2%|▏ | 3/196 [00:05<06:05, 0.53it/s, v_num=grhz]Epoch 9: 2%|▏ | 4/196 [00:06<04:50, 0.66it/s, v_num=grhz]Epoch 9: 2%|▏ | 4/196 [00:06<04:51, 0.66it/s, v_num=grhz]Epoch 9: 3%|▎ | 5/196 [00:09<06:15, 0.51it/s, v_num=grhz]Epoch 9: 3%|▎ | 5/196 [00:09<06:15, 0.51it/s, v_num=grhz]Epoch 9: 3%|▎ | 6/196 [00:10<05:24, 0.59it/s, v_num=grhz]Epoch 9: 3%|▎ | 6/196 [00:10<05:24, 0.59it/s, v_num=grhz]Epoch 9: 4%|▎ | 7/196 [00:10<04:46, 0.66it/s, v_num=grhz]Epoch 9: 4%|▎ | 7/196 [00:10<04:46, 0.66it/s, v_num=grhz]Epoch 9: 4%|▍ | 8/196 [00:10<04:18, 0.73it/s, v_num=grhz]Epoch 9: 4%|▍ | 8/196 [00:10<04:18, 0.73it/s, v_num=grhz]Epoch 9: 5%|▍ | 9/196 [00:14<05:07, 0.61it/s, v_num=grhz]Epoch 9: 5%|▍ | 9/196 [00:14<05:07, 0.61it/s, v_num=grhz]Epoch 9: 5%|▌ | 10/196 [00:15<04:42, 0.66it/s, v_num=grhz]Epoch 9: 5%|▌ | 10/196 [00:15<04:42, 0.66it/s, v_num=grhz]Epoch 9: 6%|▌ | 11/196 [00:15<04:21, 0.71it/s, v_num=grhz]Epoch 9: 6%|▌ | 11/196 [00:15<04:21, 0.71it/s, v_num=grhz]Epoch 9: 6%|▌ | 12/196 [00:15<04:04, 0.75it/s, v_num=grhz]Epoch 9: 6%|▌ | 12/196 [00:15<04:04, 0.75it/s, v_num=grhz]Epoch 9: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=grhz]Epoch 9: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=grhz]Epoch 9: 7%|▋ | 14/196 [00:20<04:20, 0.70it/s, v_num=grhz]Epoch 9: 7%|▋ | 14/196 [00:20<04:20, 0.70it/s, v_num=grhz]Epoch 9: 8%|▊ | 15/196 [00:20<04:06, 0.74it/s, v_num=grhz]Epoch 9: 8%|▊ | 15/196 [00:20<04:06, 0.74it/s, v_num=grhz]Epoch 9: 8%|▊ | 16/196 [00:20<03:53, 0.77it/s, v_num=grhz]Epoch 9: 8%|▊ | 16/196 [00:20<03:53, 0.77it/s, v_num=grhz]Epoch 9: 9%|▊ | 17/196 [00:24<04:17, 0.70it/s, v_num=grhz]Epoch 9: 9%|▊ | 17/196 [00:24<04:17, 0.70it/s, v_num=grhz]Epoch 9: 9%|▉ | 18/196 [00:24<04:05, 0.72it/s, v_num=grhz]Epoch 9: 9%|▉ | 18/196 [00:24<04:05, 0.72it/s, v_num=grhz]Epoch 9: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 9: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 9: 10%|█ | 20/196 [00:25<03:45, 0.78it/s, v_num=grhz]Epoch 9: 10%|█ | 20/196 [00:25<03:45, 0.78it/s, v_num=grhz]Epoch 9: 11%|█ | 21/196 [00:29<04:04, 0.71it/s, v_num=grhz]Epoch 9: 11%|█ | 21/196 [00:29<04:04, 0.71it/s, v_num=grhz]Epoch 9: 11%|█ | 22/196 [00:29<03:55, 0.74it/s, v_num=grhz]Epoch 9: 11%|█ | 22/196 [00:29<03:55, 0.74it/s, v_num=grhz]Epoch 9: 12%|█▏ | 23/196 [00:30<03:46, 0.76it/s, v_num=grhz]Epoch 9: 12%|█▏ | 23/196 [00:30<03:46, 0.76it/s, v_num=grhz]Epoch 9: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 9: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 9: 13%|█▎ | 25/196 [00:34<03:55, 0.73it/s, v_num=grhz]Epoch 9: 13%|█▎ | 25/196 [00:34<03:55, 0.73it/s, v_num=grhz]Epoch 9: 13%|█▎ | 26/196 [00:34<03:47, 0.75it/s, v_num=grhz]Epoch 9: 13%|█▎ | 26/196 [00:34<03:47, 0.75it/s, v_num=grhz]Epoch 9: 14%|█▍ | 27/196 [00:35<03:40, 0.77it/s, v_num=grhz]Epoch 9: 14%|█▍ | 27/196 [00:35<03:40, 0.77it/s, v_num=grhz]Epoch 9: 14%|█▍ | 28/196 [00:35<03:33, 0.79it/s, v_num=grhz]Epoch 9: 14%|█▍ | 28/196 [00:35<03:33, 0.79it/s, v_num=grhz]Epoch 9: 15%|█▍ | 29/196 [00:39<03:46, 0.74it/s, v_num=grhz]Epoch 9: 15%|█▍ | 29/196 [00:39<03:46, 0.74it/s, v_num=grhz]Epoch 9: 15%|█▌ | 30/196 [00:39<03:39, 0.76it/s, v_num=grhz]Epoch 9: 15%|█▌ | 30/196 [00:39<03:39, 0.76it/s, v_num=grhz]Epoch 9: 16%|█▌ | 31/196 [00:40<03:33, 0.77it/s, v_num=grhz]Epoch 9: 16%|█▌ | 31/196 [00:40<03:33, 0.77it/s, v_num=grhz]Epoch 9: 16%|█▋ | 32/196 [00:40<03:27, 0.79it/s, v_num=grhz]Epoch 9: 16%|█▋ | 32/196 [00:40<03:27, 0.79it/s, v_num=grhz]Epoch 9: 17%|█▋ | 33/196 [00:44<03:38, 0.75it/s, v_num=grhz]Epoch 9: 17%|█▋ | 33/196 [00:44<03:38, 0.75it/s, v_num=grhz]Epoch 9: 17%|█▋ | 34/196 [00:44<03:32, 0.76it/s, v_num=grhz]Epoch 9: 17%|█▋ | 34/196 [00:44<03:32, 0.76it/s, v_num=grhz]Epoch 9: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 9: 18%|█▊ | 35/196 [00:44<03:26, 0.78it/s, v_num=grhz]Epoch 9: 18%|█▊ | 36/196 [00:45<03:21, 0.79it/s, v_num=grhz]Epoch 9: 18%|█▊ | 36/196 [00:45<03:21, 0.79it/s, v_num=grhz]Epoch 9: 19%|█▉ | 37/196 [00:49<03:30, 0.75it/s, v_num=grhz]Epoch 9: 19%|█▉ | 37/196 [00:49<03:30, 0.75it/s, v_num=grhz]Epoch 9: 19%|█▉ | 38/196 [00:49<03:25, 0.77it/s, v_num=grhz]Epoch 9: 19%|█▉ | 38/196 [00:49<03:25, 0.77it/s, v_num=grhz]Epoch 9: 20%|█▉ | 39/196 [00:49<03:20, 0.78it/s, v_num=grhz]Epoch 9: 20%|█▉ | 39/196 [00:49<03:20, 0.78it/s, v_num=grhz]Epoch 9: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 9: 20%|██ | 40/196 [00:50<03:15, 0.80it/s, v_num=grhz]Epoch 9: 21%|██ | 41/196 [00:53<03:24, 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Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 6.10it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.07it/s][A
[AEpoch 9: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 9: 100%|██████████| 196/196 [04:19<00:00, 0.76it/s, v_num=grhz]Epoch 9: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 10: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 10: 1%| | 1/196 [00:04<15:47, 0.21it/s, v_num=grhz]Epoch 10: 1%| | 1/196 [00:04<15:47, 0.21it/s, v_num=grhz]Epoch 10: 1%| | 2/196 [00:05<08:29, 0.38it/s, v_num=grhz]Epoch 10: 1%| | 2/196 [00:05<08:29, 0.38it/s, v_num=grhz]Epoch 10: 2%|▏ | 3/196 [00:05<06:01, 0.53it/s, v_num=grhz]Epoch 10: 2%|▏ | 3/196 [00:05<06:01, 0.53it/s, v_num=grhz]Epoch 10: 2%|▏ | 4/196 [00:05<04:47, 0.67it/s, v_num=grhz]Epoch 10: 2%|▏ | 4/196 [00:05<04:47, 0.67it/s, v_num=grhz]Epoch 10: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=grhz]Epoch 10: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=grhz]Epoch 10: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 10: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 10: 4%|▎ | 7/196 [00:10<04:42, 0.67it/s, v_num=grhz]Epoch 10: 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.06it/s][A
[AEpoch 10: 100%|██████████| 196/196 [04:17<00:00, 0.76it/s, v_num=grhz]Epoch 10: 100%|██████████| 196/196 [04:17<00:00, 0.76it/s, v_num=grhz]Epoch 10: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 11: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 11: 1%| | 1/196 [00:04<15:37, 0.21it/s, v_num=grhz]Epoch 11: 1%| | 1/196 [00:04<15:37, 0.21it/s, v_num=grhz]Epoch 11: 1%| | 2/196 [00:05<08:26, 0.38it/s, v_num=grhz]Epoch 11: 1%| | 2/196 [00:05<08:26, 0.38it/s, v_num=grhz]Epoch 11: 2%|▏ | 3/196 [00:05<06:00, 0.54it/s, v_num=grhz]Epoch 11: 2%|▏ | 3/196 [00:05<06:00, 0.54it/s, v_num=grhz]Epoch 11: 2%|▏ | 4/196 [00:05<04:46, 0.67it/s, v_num=grhz]Epoch 11: 2%|▏ | 4/196 [00:05<04:46, 0.67it/s, v_num=grhz]Epoch 11: 3%|▎ | 5/196 [00:09<06:06, 0.52it/s, v_num=grhz]Epoch 11: 3%|▎ | 5/196 [00:09<06:06, 0.52it/s, v_num=grhz]Epoch 11: 3%|▎ | 6/196 [00:09<05:16, 0.60it/s, v_num=grhz]Epoch 11: 3%|▎ | 6/196 [00:09<05:16, 0.60it/s, v_num=grhz]Epoch 11: 4%|▎ | 7/196 [00:10<04:39, 0.68it/s, v_num=grhz]Epoch 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v_num=grhz]Epoch 11: 12%|█▏ | 24/196 [00:30<03:36, 0.79it/s, v_num=grhz]Epoch 11: 13%|█▎ | 25/196 [00:33<03:51, 0.74it/s, v_num=grhz]Epoch 11: 13%|█▎ | 25/196 [00:33<03:51, 0.74it/s, v_num=grhz]Epoch 11: 13%|█▎ | 26/196 [00:34<03:44, 0.76it/s, v_num=grhz]Epoch 11: 13%|█▎ | 26/196 [00:34<03:44, 0.76it/s, v_num=grhz]Epoch 11: 14%|█▍ | 27/196 [00:34<03:37, 0.78it/s, v_num=grhz]Epoch 11: 14%|█▍ | 27/196 [00:34<03:37, 0.78it/s, v_num=grhz]Epoch 11: 14%|█▍ | 28/196 [00:35<03:30, 0.80it/s, v_num=grhz]Epoch 11: 14%|█▍ | 28/196 [00:35<03:30, 0.80it/s, v_num=grhz]Epoch 11: 15%|█▍ | 29/196 [00:38<03:43, 0.75it/s, v_num=grhz]Epoch 11: 15%|█▍ | 29/196 [00:38<03:43, 0.75it/s, v_num=grhz]Epoch 11: 15%|█▌ | 30/196 [00:39<03:36, 0.77it/s, v_num=grhz]Epoch 11: 15%|█▌ | 30/196 [00:39<03:36, 0.77it/s, v_num=grhz]Epoch 11: 16%|█▌ | 31/196 [00:39<03:30, 0.78it/s, v_num=grhz]Epoch 11: 16%|█▌ | 31/196 [00:39<03:30, 0.78it/s, v_num=grhz]Epoch 11: 16%|█▋ | 32/196 [00:39<03:24, 0.80it/s, v_num=grhz]Epoch 11: 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v_num=grhz]Epoch 11: 94%|█████████▍| 185/196 [03:48<00:13, 0.81it/s, v_num=grhz]Epoch 11: 94%|█████████▍| 185/196 [03:48<00:13, 0.81it/s, v_num=grhz]Epoch 11: 95%|█████████▍| 186/196 [03:48<00:12, 0.81it/s, v_num=grhz]Epoch 11: 95%|█████████▍| 186/196 [03:48<00:12, 0.81it/s, v_num=grhz]Epoch 11: 95%|█████████▌| 187/196 [03:48<00:11, 0.82it/s, v_num=grhz]Epoch 11: 95%|█████████▌| 187/196 [03:48<00:11, 0.82it/s, v_num=grhz]Epoch 11: 96%|█████████▌| 188/196 [03:49<00:09, 0.82it/s, v_num=grhz]Epoch 11: 96%|█████████▌| 188/196 [03:49<00:09, 0.82it/s, v_num=grhz]Epoch 11: 96%|█████████▋| 189/196 [03:52<00:08, 0.81it/s, v_num=grhz]Epoch 11: 96%|█████████▋| 189/196 [03:52<00:08, 0.81it/s, v_num=grhz]Epoch 11: 97%|█████████▋| 190/196 [03:53<00:07, 0.81it/s, v_num=grhz]Epoch 11: 97%|█████████▋| 190/196 [03:53<00:07, 0.81it/s, v_num=grhz]Epoch 11: 97%|█████████▋| 191/196 [03:53<00:06, 0.82it/s, v_num=grhz]Epoch 11: 97%|█████████▋| 191/196 [03:53<00:06, 0.82it/s, v_num=grhz]Epoch 11: 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Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.57it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.89it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.20it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.92it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.96it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:08, 1.10it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.22it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.34it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:10<00:06, 0.90it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.97it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.05it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.12it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.92it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.98it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 11: 100%|██████████| 196/196 [04:17<00:00, 0.76it/s, v_num=grhz]Epoch 11: 100%|██████████| 196/196 [04:17<00:00, 0.76it/s, v_num=grhz]Epoch 11: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 12: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 12: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 12: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 12: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 12: 1%| | 2/196 [00:05<08:31, 0.38it/s, v_num=grhz]Epoch 12: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 12: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 12: 2%|▏ | 4/196 [00:06<04:49, 0.66it/s, v_num=grhz]Epoch 12: 2%|▏ | 4/196 [00:06<04:49, 0.66it/s, v_num=grhz]Epoch 12: 3%|▎ | 5/196 [00:09<06:06, 0.52it/s, v_num=grhz]Epoch 12: 3%|▎ | 5/196 [00:09<06:06, 0.52it/s, v_num=grhz]Epoch 12: 3%|▎ | 6/196 [00:10<05:17, 0.60it/s, v_num=grhz]Epoch 12: 3%|▎ | 6/196 [00:10<05:17, 0.60it/s, v_num=grhz]Epoch 12: 4%|▎ | 7/196 [00:10<04:40, 0.67it/s, v_num=grhz]Epoch 12: 4%|▎ | 7/196 [00:10<04:40, 0.67it/s, v_num=grhz]Epoch 12: 4%|▍ | 8/196 [00:10<04:12, 0.74it/s, v_num=grhz]Epoch 12: 4%|▍ | 8/196 [00:10<04:12, 0.74it/s, v_num=grhz]Epoch 12: 5%|▍ | 9/196 [00:14<05:00, 0.62it/s, v_num=grhz]Epoch 12: 5%|▍ | 9/196 [00:14<05:00, 0.62it/s, v_num=grhz]Epoch 12: 5%|▌ | 10/196 [00:14<04:36, 0.67it/s, v_num=grhz]Epoch 12: 5%|▌ | 10/196 [00:14<04:36, 0.67it/s, v_num=grhz]Epoch 12: 6%|▌ | 11/196 [00:15<04:16, 0.72it/s, v_num=grhz]Epoch 12: 6%|▌ | 11/196 [00:15<04:16, 0.72it/s, v_num=grhz]Epoch 12: 6%|▌ | 12/196 [00:15<03:59, 0.77it/s, v_num=grhz]Epoch 12: 6%|▌ | 12/196 [00:15<03:59, 0.77it/s, v_num=grhz]Epoch 12: 7%|▋ | 13/196 [00:19<04:30, 0.68it/s, v_num=grhz]Epoch 12: 7%|▋ | 13/196 [00:19<04:30, 0.68it/s, v_num=grhz]Epoch 12: 7%|▋ | 14/196 [00:19<04:15, 0.71it/s, v_num=grhz]Epoch 12: 7%|▋ | 14/196 [00:19<04:15, 0.71it/s, v_num=grhz]Epoch 12: 8%|▊ | 15/196 [00:20<04:01, 0.75it/s, v_num=grhz]Epoch 12: 8%|▊ | 15/196 [00:20<04:01, 0.75it/s, v_num=grhz]Epoch 12: 8%|▊ | 16/196 [00:20<03:49, 0.78it/s, v_num=grhz]Epoch 12: 8%|▊ | 16/196 [00:20<03:49, 0.78it/s, v_num=grhz]Epoch 12: 9%|▊ | 17/196 [00:24<04:13, 0.71it/s, v_num=grhz]Epoch 12: 9%|▊ | 17/196 [00:24<04:13, 0.71it/s, v_num=grhz]Epoch 12: 9%|▉ | 18/196 [00:24<04:01, 0.74it/s, v_num=grhz]Epoch 12: 9%|▉ | 18/196 [00:24<04:01, 0.74it/s, v_num=grhz]Epoch 12: 10%|▉ | 19/196 [00:24<03:51, 0.77it/s, v_num=grhz]Epoch 12: 10%|▉ | 19/196 [00:24<03:51, 0.76it/s, v_num=grhz]Epoch 12: 10%|█ | 20/196 [00:25<03:41, 0.79it/s, v_num=grhz]Epoch 12: 10%|█ | 20/196 [00:25<03:41, 0.79it/s, v_num=grhz]Epoch 12: 11%|█ | 21/196 [00:28<04:01, 0.73it/s, v_num=grhz]Epoch 12: 11%|█ | 21/196 [00:28<04:01, 0.73it/s, v_num=grhz]Epoch 12: 11%|█ | 22/196 [00:29<03:52, 0.75it/s, v_num=grhz]Epoch 12: 11%|█ | 22/196 [00:29<03:52, 0.75it/s, v_num=grhz]Epoch 12: 12%|█▏ | 23/196 [00:29<03:43, 0.77it/s, v_num=grhz]Epoch 12: 12%|█▏ | 23/196 [00:29<03:43, 0.77it/s, v_num=grhz]Epoch 12: 12%|█▏ | 24/196 [00:30<03:35, 0.80it/s, v_num=grhz]Epoch 12: 12%|█▏ | 24/196 [00:30<03:35, 0.80it/s, v_num=grhz]Epoch 12: 13%|█▎ | 25/196 [00:33<03:51, 0.74it/s, v_num=grhz]Epoch 12: 13%|█▎ | 25/196 [00:33<03:51, 0.74it/s, v_num=grhz]Epoch 12: 13%|█▎ | 26/196 [00:34<03:43, 0.76it/s, v_num=grhz]Epoch 12: 13%|█▎ | 26/196 [00:34<03:43, 0.76it/s, v_num=grhz]Epoch 12: 14%|█▍ | 27/196 [00:34<03:36, 0.78it/s, v_num=grhz]Epoch 12: 14%|█▍ | 27/196 [00:34<03:36, 0.78it/s, v_num=grhz]Epoch 12: 14%|█▍ | 28/196 [00:34<03:29, 0.80it/s, v_num=grhz]Epoch 12: 14%|█▍ | 28/196 [00:34<03:29, 0.80it/s, v_num=grhz]Epoch 12: 15%|█▍ | 29/196 [00:38<03:42, 0.75it/s, v_num=grhz]Epoch 12: 15%|█▍ | 29/196 [00:38<03:42, 0.75it/s, v_num=grhz]Epoch 12: 15%|█▌ | 30/196 [00:39<03:36, 0.77it/s, v_num=grhz]Epoch 12: 15%|█▌ | 30/196 [00:39<03:36, 0.77it/s, v_num=grhz]Epoch 12: 16%|█▌ | 31/196 [00:39<03:30, 0.79it/s, v_num=grhz]Epoch 12: 16%|█▌ | 31/196 [00:39<03:30, 0.79it/s, v_num=grhz]Epoch 12: 16%|█▋ | 32/196 [00:39<03:24, 0.80it/s, v_num=grhz]Epoch 12: 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Validation DataLoader 0: 100%|██████████| 15/15 [00:13<00:00, 1.07it/s][A
[AEpoch 12: 100%|██████████| 196/196 [04:16<00:00, 0.76it/s, v_num=grhz]Epoch 12: 100%|██████████| 196/196 [04:16<00:00, 0.76it/s, v_num=grhz]Epoch 12: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 13: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 13: 1%| | 1/196 [00:04<15:49, 0.21it/s, v_num=grhz]Epoch 13: 1%| | 1/196 [00:04<15:49, 0.21it/s, v_num=grhz]Epoch 13: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 13: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 13: 2%|▏ | 3/196 [00:05<06:02, 0.53it/s, v_num=grhz]Epoch 13: 2%|▏ | 3/196 [00:05<06:02, 0.53it/s, v_num=grhz]Epoch 13: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 13: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 13: 3%|▎ | 5/196 [00:09<06:12, 0.51it/s, v_num=grhz]Epoch 13: 3%|▎ | 5/196 [00:09<06:12, 0.51it/s, v_num=grhz]Epoch 13: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 13: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 13: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 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Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.75it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 6.02it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.29it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.98it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.99it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:07, 1.13it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.26it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.38it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:10<00:06, 0.90it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.97it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.05it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.12it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:13<00:02, 0.94it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 1.00it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.07it/s][A
[AEpoch 13: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 13: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 13: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 14: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 14: 1%| | 1/196 [00:04<15:38, 0.21it/s, v_num=grhz]Epoch 14: 1%| | 1/196 [00:04<15:38, 0.21it/s, v_num=grhz]Epoch 14: 1%| | 2/196 [00:05<08:24, 0.38it/s, v_num=grhz]Epoch 14: 1%| | 2/196 [00:05<08:24, 0.38it/s, v_num=grhz]Epoch 14: 2%|▏ | 3/196 [00:05<05:58, 0.54it/s, v_num=grhz]Epoch 14: 2%|▏ | 3/196 [00:05<05:58, 0.54it/s, v_num=grhz]Epoch 14: 2%|▏ | 4/196 [00:05<04:45, 0.67it/s, v_num=grhz]Epoch 14: 2%|▏ | 4/196 [00:05<04:45, 0.67it/s, v_num=grhz]Epoch 14: 3%|▎ | 5/196 [00:09<06:06, 0.52it/s, v_num=grhz]Epoch 14: 3%|▎ | 5/196 [00:09<06:06, 0.52it/s, v_num=grhz]Epoch 14: 3%|▎ | 6/196 [00:09<05:16, 0.60it/s, v_num=grhz]Epoch 14: 3%|▎ | 6/196 [00:09<05:16, 0.60it/s, v_num=grhz]Epoch 14: 4%|▎ | 7/196 [00:10<04:39, 0.68it/s, v_num=grhz]Epoch 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14: 8%|▊ | 16/196 [00:20<03:50, 0.78it/s, v_num=grhz]Epoch 14: 8%|▊ | 16/196 [00:20<03:50, 0.78it/s, v_num=grhz]Epoch 14: 9%|▊ | 17/196 [00:24<04:14, 0.70it/s, v_num=grhz]Epoch 14: 9%|▊ | 17/196 [00:24<04:14, 0.70it/s, v_num=grhz]Epoch 14: 9%|▉ | 18/196 [00:24<04:03, 0.73it/s, v_num=grhz]Epoch 14: 9%|▉ | 18/196 [00:24<04:03, 0.73it/s, v_num=grhz]Epoch 14: 10%|▉ | 19/196 [00:24<03:52, 0.76it/s, v_num=grhz]Epoch 14: 10%|▉ | 19/196 [00:24<03:52, 0.76it/s, v_num=grhz]Epoch 14: 10%|█ | 20/196 [00:25<03:43, 0.79it/s, v_num=grhz]Epoch 14: 10%|█ | 20/196 [00:25<03:43, 0.79it/s, v_num=grhz]Epoch 14: 11%|█ | 21/196 [00:29<04:02, 0.72it/s, v_num=grhz]Epoch 14: 11%|█ | 21/196 [00:29<04:02, 0.72it/s, v_num=grhz]Epoch 14: 11%|█ | 22/196 [00:29<03:53, 0.75it/s, v_num=grhz]Epoch 14: 11%|█ | 22/196 [00:29<03:53, 0.75it/s, v_num=grhz]Epoch 14: 12%|█▏ | 23/196 [00:29<03:44, 0.77it/s, v_num=grhz]Epoch 14: 12%|█▏ | 23/196 [00:29<03:44, 0.77it/s, v_num=grhz]Epoch 14: 12%|█▏ | 24/196 [00:30<03:36, 0.79it/s, v_num=grhz]Epoch 14: 12%|█▏ | 24/196 [00:30<03:36, 0.79it/s, v_num=grhz]Epoch 14: 13%|█▎ | 25/196 [00:33<03:52, 0.74it/s, v_num=grhz]Epoch 14: 13%|█▎ | 25/196 [00:33<03:52, 0.74it/s, v_num=grhz]Epoch 14: 13%|█▎ | 26/196 [00:34<03:44, 0.76it/s, v_num=grhz]Epoch 14: 13%|█▎ | 26/196 [00:34<03:44, 0.76it/s, v_num=grhz]Epoch 14: 14%|█▍ | 27/196 [00:34<03:37, 0.78it/s, v_num=grhz]Epoch 14: 14%|█▍ | 27/196 [00:34<03:37, 0.78it/s, v_num=grhz]Epoch 14: 14%|█▍ | 28/196 [00:35<03:30, 0.80it/s, v_num=grhz]Epoch 14: 14%|█▍ | 28/196 [00:35<03:30, 0.80it/s, v_num=grhz]Epoch 14: 15%|█▍ | 29/196 [00:38<03:44, 0.75it/s, v_num=grhz]Epoch 14: 15%|█▍ | 29/196 [00:38<03:44, 0.75it/s, v_num=grhz]Epoch 14: 15%|█▌ | 30/196 [00:39<03:37, 0.76it/s, v_num=grhz]Epoch 14: 15%|█▌ | 30/196 [00:39<03:37, 0.76it/s, v_num=grhz]Epoch 14: 16%|█▌ | 31/196 [00:39<03:31, 0.78it/s, v_num=grhz]Epoch 14: 16%|█▌ | 31/196 [00:39<03:31, 0.78it/s, v_num=grhz]Epoch 14: 16%|█▋ | 32/196 [00:40<03:25, 0.80it/s, v_num=grhz]Epoch 14: 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.16it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.07it/s][A
[AEpoch 14: 100%|██████████| 196/196 [04:16<00:00, 0.76it/s, v_num=grhz]Epoch 14: 100%|██████████| 196/196 [04:16<00:00, 0.76it/s, v_num=grhz]Epoch 14: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 15: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 15: 1%| | 1/196 [00:04<16:01, 0.20it/s, v_num=grhz]Epoch 15: 1%| | 1/196 [00:04<16:02, 0.20it/s, v_num=grhz]Epoch 15: 1%| | 2/196 [00:05<08:38, 0.37it/s, v_num=grhz]Epoch 15: 1%| | 2/196 [00:05<08:39, 0.37it/s, v_num=grhz]Epoch 15: 2%|▏ | 3/196 [00:05<06:08, 0.52it/s, v_num=grhz]Epoch 15: 2%|▏ | 3/196 [00:05<06:08, 0.52it/s, v_num=grhz]Epoch 15: 2%|▏ | 4/196 [00:06<04:52, 0.66it/s, v_num=grhz]Epoch 15: 2%|▏ | 4/196 [00:06<04:52, 0.66it/s, v_num=grhz]Epoch 15: 3%|▎ | 5/196 [00:09<06:11, 0.51it/s, v_num=grhz]Epoch 15: 3%|▎ | 5/196 [00:09<06:11, 0.51it/s, v_num=grhz]Epoch 15: 3%|▎ | 6/196 [00:10<05:20, 0.59it/s, v_num=grhz]Epoch 15: 3%|▎ | 6/196 [00:10<05:20, 0.59it/s, v_num=grhz]Epoch 15: 4%|▎ | 7/196 [00:10<04:43, 0.67it/s, v_num=grhz]Epoch 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.05it/s][A
[AEpoch 15: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 15: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 15: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 16: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 16: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 16: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 16: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 16: 1%| | 2/196 [00:05<08:30, 0.38it/s, v_num=grhz]Epoch 16: 2%|▏ | 3/196 [00:05<06:02, 0.53it/s, v_num=grhz]Epoch 16: 2%|▏ | 3/196 [00:05<06:02, 0.53it/s, v_num=grhz]Epoch 16: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 16: 2%|▏ | 4/196 [00:06<04:48, 0.67it/s, v_num=grhz]Epoch 16: 3%|▎ | 5/196 [00:09<06:09, 0.52it/s, v_num=grhz]Epoch 16: 3%|▎ | 5/196 [00:09<06:09, 0.52it/s, v_num=grhz]Epoch 16: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 16: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 16: 4%|▎ | 7/196 [00:10<04:42, 0.67it/s, v_num=grhz]Epoch 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16: 8%|▊ | 16/196 [00:20<03:51, 0.78it/s, v_num=grhz]Epoch 16: 8%|▊ | 16/196 [00:20<03:51, 0.78it/s, v_num=grhz]Epoch 16: 9%|▊ | 17/196 [00:24<04:15, 0.70it/s, v_num=grhz]Epoch 16: 9%|▊ | 17/196 [00:24<04:15, 0.70it/s, v_num=grhz]Epoch 16: 9%|▉ | 18/196 [00:24<04:03, 0.73it/s, v_num=grhz]Epoch 16: 9%|▉ | 18/196 [00:24<04:03, 0.73it/s, v_num=grhz]Epoch 16: 10%|▉ | 19/196 [00:25<03:52, 0.76it/s, v_num=grhz]Epoch 16: 10%|▉ | 19/196 [00:25<03:52, 0.76it/s, v_num=grhz]Epoch 16: 10%|█ | 20/196 [00:25<03:43, 0.79it/s, v_num=grhz]Epoch 16: 10%|█ | 20/196 [00:25<03:43, 0.79it/s, v_num=grhz]Epoch 16: 11%|█ | 21/196 [00:29<04:02, 0.72it/s, v_num=grhz]Epoch 16: 11%|█ | 21/196 [00:29<04:02, 0.72it/s, v_num=grhz]Epoch 16: 11%|█ | 22/196 [00:29<03:52, 0.75it/s, v_num=grhz]Epoch 16: 11%|█ | 22/196 [00:29<03:53, 0.75it/s, v_num=grhz]Epoch 16: 12%|█▏ | 23/196 [00:29<03:44, 0.77it/s, v_num=grhz]Epoch 16: 12%|█▏ | 23/196 [00:29<03:44, 0.77it/s, v_num=grhz]Epoch 16: 12%|█▏ | 24/196 [00:30<03:36, 0.79it/s, v_num=grhz]Epoch 16: 12%|█▏ | 24/196 [00:30<03:36, 0.79it/s, v_num=grhz]Epoch 16: 13%|█▎ | 25/196 [00:33<03:51, 0.74it/s, v_num=grhz]Epoch 16: 13%|█▎ | 25/196 [00:33<03:51, 0.74it/s, v_num=grhz]Epoch 16: 13%|█▎ | 26/196 [00:34<03:44, 0.76it/s, v_num=grhz]Epoch 16: 13%|█▎ | 26/196 [00:34<03:44, 0.76it/s, v_num=grhz]Epoch 16: 14%|█▍ | 27/196 [00:34<03:37, 0.78it/s, v_num=grhz]Epoch 16: 14%|█▍ | 27/196 [00:34<03:37, 0.78it/s, v_num=grhz]Epoch 16: 14%|█▍ | 28/196 [00:35<03:30, 0.80it/s, v_num=grhz]Epoch 16: 14%|█▍ | 28/196 [00:35<03:30, 0.80it/s, v_num=grhz]Epoch 16: 15%|█▍ | 29/196 [00:38<03:42, 0.75it/s, v_num=grhz]Epoch 16: 15%|█▍ | 29/196 [00:38<03:42, 0.75it/s, v_num=grhz]Epoch 16: 15%|█▌ | 30/196 [00:39<03:35, 0.77it/s, v_num=grhz]Epoch 16: 15%|█▌ | 30/196 [00:39<03:35, 0.77it/s, v_num=grhz]Epoch 16: 16%|█▌ | 31/196 [00:39<03:29, 0.79it/s, v_num=grhz]Epoch 16: 16%|█▌ | 31/196 [00:39<03:29, 0.79it/s, v_num=grhz]Epoch 16: 16%|█▋ | 32/196 [00:39<03:23, 0.80it/s, v_num=grhz]Epoch 16: 16%|█▋ | 32/196 [00:39<03:23, 0.80it/s, v_num=grhz]Epoch 16: 17%|█▋ | 33/196 [00:43<03:35, 0.76it/s, v_num=grhz]Epoch 16: 17%|█▋ | 33/196 [00:43<03:35, 0.76it/s, v_num=grhz]Epoch 16: 17%|█▋ | 34/196 [00:43<03:29, 0.77it/s, v_num=grhz]Epoch 16: 17%|█▋ | 34/196 [00:43<03:29, 0.77it/s, v_num=grhz]Epoch 16: 18%|█▊ | 35/196 [00:44<03:23, 0.79it/s, v_num=grhz]Epoch 16: 18%|█▊ | 35/196 [00:44<03:23, 0.79it/s, v_num=grhz]Epoch 16: 18%|█▊ | 36/196 [00:44<03:18, 0.81it/s, v_num=grhz]Epoch 16: 18%|█▊ | 36/196 [00:44<03:18, 0.81it/s, v_num=grhz]Epoch 16: 19%|█▉ | 37/196 [00:48<03:28, 0.76it/s, v_num=grhz]Epoch 16: 19%|█▉ | 37/196 [00:48<03:28, 0.76it/s, v_num=grhz]Epoch 16: 19%|█▉ | 38/196 [00:48<03:23, 0.78it/s, v_num=grhz]Epoch 16: 19%|█▉ | 38/196 [00:48<03:23, 0.78it/s, v_num=grhz]Epoch 16: 20%|█▉ | 39/196 [00:49<03:18, 0.79it/s, v_num=grhz]Epoch 16: 20%|█▉ | 39/196 [00:49<03:18, 0.79it/s, v_num=grhz]Epoch 16: 20%|██ | 40/196 [00:49<03:13, 0.81it/s, v_num=grhz]Epoch 16: 20%|██ | 40/196 [00:49<03:13, 0.81it/s, v_num=grhz]Epoch 16: 21%|██ | 41/196 [00:53<03:21, 0.77it/s, v_num=grhz]Epoch 16: 21%|██ | 41/196 [00:53<03:21, 0.77it/s, v_num=grhz]Epoch 16: 21%|██▏ | 42/196 [00:53<03:17, 0.78it/s, v_num=grhz]Epoch 16: 21%|██▏ | 42/196 [00:53<03:17, 0.78it/s, v_num=grhz]Epoch 16: 22%|██▏ | 43/196 [00:54<03:12, 0.79it/s, v_num=grhz]Epoch 16: 22%|██▏ | 43/196 [00:54<03:12, 0.79it/s, v_num=grhz]Epoch 16: 22%|██▏ | 44/196 [00:54<03:08, 0.81it/s, v_num=grhz]Epoch 16: 22%|██▏ | 44/196 [00:54<03:08, 0.81it/s, v_num=grhz]Epoch 16: 23%|██▎ | 45/196 [00:58<03:15, 0.77it/s, v_num=grhz]Epoch 16: 23%|██▎ | 45/196 [00:58<03:15, 0.77it/s, v_num=grhz]Epoch 16: 23%|██▎ | 46/196 [00:58<03:10, 0.79it/s, v_num=grhz]Epoch 16: 23%|██▎ | 46/196 [00:58<03:10, 0.79it/s, v_num=grhz]Epoch 16: 24%|██▍ | 47/196 [00:58<03:06, 0.80it/s, v_num=grhz]Epoch 16: 24%|██▍ | 47/196 [00:58<03:06, 0.80it/s, v_num=grhz]Epoch 16: 24%|██▍ | 48/196 [00:59<03:02, 0.81it/s, v_num=grhz]Epoch 16: 24%|██▍ | 48/196 [00:59<03:02, 0.81it/s, v_num=grhz]Epoch 16: 25%|██▌ | 49/196 [01:02<03:08, 0.78it/s, v_num=grhz]Epoch 16: 25%|██▌ | 49/196 [01:02<03:08, 0.78it/s, v_num=grhz]Epoch 16: 26%|██▌ | 50/196 [01:03<03:04, 0.79it/s, v_num=grhz]Epoch 16: 26%|██▌ | 50/196 [01:03<03:04, 0.79it/s, v_num=grhz]Epoch 16: 26%|██▌ | 51/196 [01:03<03:01, 0.80it/s, v_num=grhz]Epoch 16: 26%|██▌ | 51/196 [01:03<03:01, 0.80it/s, v_num=grhz]Epoch 16: 27%|██▋ | 52/196 [01:04<02:57, 0.81it/s, v_num=grhz]Epoch 16: 27%|██▋ | 52/196 [01:04<02:57, 0.81it/s, v_num=grhz]Epoch 16: 27%|██▋ | 53/196 [01:07<03:03, 0.78it/s, v_num=grhz]Epoch 16: 27%|██▋ | 53/196 [01:07<03:03, 0.78it/s, v_num=grhz]Epoch 16: 28%|██▊ | 54/196 [01:08<02:59, 0.79it/s, v_num=grhz]Epoch 16: 28%|██▊ | 54/196 [01:08<02:59, 0.79it/s, v_num=grhz]Epoch 16: 28%|██▊ | 55/196 [01:08<02:55, 0.80it/s, v_num=grhz]Epoch 16: 28%|██▊ | 55/196 [01:08<02:55, 0.80it/s, v_num=grhz]Epoch 16: 29%|██▊ | 56/196 [01:08<02:52, 0.81it/s, v_num=grhz]Epoch 16: 29%|██▊ | 56/196 [01:08<02:52, 0.81it/s, v_num=grhz]Epoch 16: 29%|██▉ | 57/196 [01:12<02:57, 0.78it/s, v_num=grhz]Epoch 16: 29%|██▉ | 57/196 [01:12<02:57, 0.78it/s, v_num=grhz]Epoch 16: 30%|██▉ | 58/196 [01:13<02:53, 0.79it/s, v_num=grhz]Epoch 16: 30%|██▉ | 58/196 [01:13<02:53, 0.79it/s, v_num=grhz]Epoch 16: 30%|███ | 59/196 [01:13<02:50, 0.80it/s, v_num=grhz]Epoch 16: 30%|███ | 59/196 [01:13<02:50, 0.80it/s, v_num=grhz]Epoch 16: 31%|███ | 60/196 [01:13<02:47, 0.81it/s, v_num=grhz]Epoch 16: 31%|███ | 60/196 [01:13<02:47, 0.81it/s, v_num=grhz]Epoch 16: 31%|███ | 61/196 [01:17<02:51, 0.79it/s, v_num=grhz]Epoch 16: 31%|███ | 61/196 [01:17<02:51, 0.79it/s, v_num=grhz]Epoch 16: 32%|███▏ | 62/196 [01:17<02:48, 0.80it/s, v_num=grhz]Epoch 16: 32%|███▏ | 62/196 [01:17<02:48, 0.80it/s, v_num=grhz]Epoch 16: 32%|███▏ | 63/196 [01:18<02:45, 0.80it/s, v_num=grhz]Epoch 16: 32%|███▏ | 63/196 [01:18<02:45, 0.80it/s, v_num=grhz]Epoch 16: 33%|███▎ | 64/196 [01:18<02:42, 0.81it/s, v_num=grhz]Epoch 16: 33%|███▎ | 64/196 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v_num=grhz]Epoch 16: 94%|█████████▍| 185/196 [03:49<00:13, 0.81it/s, v_num=grhz]Epoch 16: 94%|█████████▍| 185/196 [03:49<00:13, 0.81it/s, v_num=grhz]Epoch 16: 95%|█████████▍| 186/196 [03:49<00:12, 0.81it/s, v_num=grhz]Epoch 16: 95%|█████████▍| 186/196 [03:49<00:12, 0.81it/s, v_num=grhz]Epoch 16: 95%|█████████▌| 187/196 [03:49<00:11, 0.81it/s, v_num=grhz]Epoch 16: 95%|█████████▌| 187/196 [03:49<00:11, 0.81it/s, v_num=grhz]Epoch 16: 96%|█████████▌| 188/196 [03:50<00:09, 0.82it/s, v_num=grhz]Epoch 16: 96%|█████████▌| 188/196 [03:50<00:09, 0.82it/s, v_num=grhz]Epoch 16: 96%|█████████▋| 189/196 [03:53<00:08, 0.81it/s, v_num=grhz]Epoch 16: 96%|█████████▋| 189/196 [03:53<00:08, 0.81it/s, v_num=grhz]Epoch 16: 97%|█████████▋| 190/196 [03:54<00:07, 0.81it/s, v_num=grhz]Epoch 16: 97%|█████████▋| 190/196 [03:54<00:07, 0.81it/s, v_num=grhz]Epoch 16: 97%|█████████▋| 191/196 [03:54<00:06, 0.81it/s, v_num=grhz]Epoch 16: 97%|█████████▋| 191/196 [03:54<00:06, 0.81it/s, v_num=grhz]Epoch 16: 98%|█████████▊| 192/196 [03:55<00:04, 0.82it/s, v_num=grhz]Epoch 16: 98%|█████████▊| 192/196 [03:55<00:04, 0.82it/s, v_num=grhz]Epoch 16: 98%|█████████▊| 193/196 [03:58<00:03, 0.81it/s, v_num=grhz]Epoch 16: 98%|█████████▊| 193/196 [03:58<00:03, 0.81it/s, v_num=grhz]Epoch 16: 99%|█████████▉| 194/196 [03:58<00:02, 0.81it/s, v_num=grhz]Epoch 16: 99%|█████████▉| 194/196 [03:58<00:02, 0.81it/s, v_num=grhz]Epoch 16: 99%|█████████▉| 195/196 [03:59<00:01, 0.82it/s, v_num=grhz]Epoch 16: 99%|█████████▉| 195/196 [03:59<00:01, 0.82it/s, v_num=grhz]Epoch 16: 100%|██████████| 196/196 [03:59<00:00, 0.82it/s, v_num=grhz]Epoch 16: 100%|██████████| 196/196 [03:59<00:00, 0.82it/s, v_num=grhz]
Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.01it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.95it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.20it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.93it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.98it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:07, 1.13it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.26it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.38it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:09<00:06, 0.91it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.99it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.06it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.13it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:13<00:02, 0.93it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.99it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.05it/s][A
[AEpoch 16: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 16: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 16: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 17: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 17: 1%| | 1/196 [00:04<15:51, 0.21it/s, v_num=grhz]Epoch 17: 1%| | 1/196 [00:04<15:51, 0.20it/s, v_num=grhz]Epoch 17: 1%| | 2/196 [00:05<08:31, 0.38it/s, v_num=grhz]Epoch 17: 1%| | 2/196 [00:05<08:31, 0.38it/s, v_num=grhz]Epoch 17: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 17: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 17: 2%|▏ | 4/196 [00:06<04:49, 0.66it/s, v_num=grhz]Epoch 17: 2%|▏ | 4/196 [00:06<04:49, 0.66it/s, v_num=grhz]Epoch 17: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 17: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 17: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 17: 3%|▎ | 6/196 [00:10<05:22, 0.59it/s, v_num=grhz]Epoch 17: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 17: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 17: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 17: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 17: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=grhz]Epoch 17: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=grhz]Epoch 17: 5%|▌ | 10/196 [00:15<04:40, 0.66it/s, v_num=grhz]Epoch 17: 5%|▌ | 10/196 [00:15<04:40, 0.66it/s, v_num=grhz]Epoch 17: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 17: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 17: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 17: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 17: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=grhz]Epoch 17: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=grhz]Epoch 17: 7%|▋ | 14/196 [00:20<04:20, 0.70it/s, v_num=grhz]Epoch 17: 7%|▋ | 14/196 [00:20<04:20, 0.70it/s, v_num=grhz]Epoch 17: 8%|▊ | 15/196 [00:20<04:06, 0.73it/s, v_num=grhz]Epoch 17: 8%|▊ | 15/196 [00:20<04:06, 0.73it/s, v_num=grhz]Epoch 17: 8%|▊ | 16/196 [00:20<03:54, 0.77it/s, v_num=grhz]Epoch 17: 8%|▊ | 16/196 [00:20<03:54, 0.77it/s, v_num=grhz]Epoch 17: 9%|▊ | 17/196 [00:24<04:18, 0.69it/s, v_num=grhz]Epoch 17: 9%|▊ | 17/196 [00:24<04:18, 0.69it/s, v_num=grhz]Epoch 17: 9%|▉ | 18/196 [00:24<04:06, 0.72it/s, v_num=grhz]Epoch 17: 9%|▉ | 18/196 [00:24<04:06, 0.72it/s, v_num=grhz]Epoch 17: 10%|▉ | 19/196 [00:25<03:55, 0.75it/s, v_num=grhz]Epoch 17: 10%|▉ | 19/196 [00:25<03:55, 0.75it/s, v_num=grhz]Epoch 17: 10%|█ | 20/196 [00:25<03:46, 0.78it/s, v_num=grhz]Epoch 17: 10%|█ | 20/196 [00:25<03:46, 0.78it/s, v_num=grhz]Epoch 17: 11%|█ | 21/196 [00:29<04:06, 0.71it/s, v_num=grhz]Epoch 17: 11%|█ | 21/196 [00:29<04:06, 0.71it/s, v_num=grhz]Epoch 17: 11%|█ | 22/196 [00:29<03:56, 0.73it/s, v_num=grhz]Epoch 17: 11%|█ | 22/196 [00:29<03:56, 0.73it/s, v_num=grhz]Epoch 17: 12%|█▏ | 23/196 [00:30<03:48, 0.76it/s, v_num=grhz]Epoch 17: 12%|█▏ | 23/196 [00:30<03:48, 0.76it/s, v_num=grhz]Epoch 17: 12%|█▏ | 24/196 [00:30<03:39, 0.78it/s, v_num=grhz]Epoch 17: 12%|█▏ | 24/196 [00:30<03:39, 0.78it/s, v_num=grhz]Epoch 17: 13%|█▎ | 25/196 [00:34<03:55, 0.73it/s, v_num=grhz]Epoch 17: 13%|█▎ | 25/196 [00:34<03:55, 0.73it/s, v_num=grhz]Epoch 17: 13%|█▎ | 26/196 [00:34<03:47, 0.75it/s, v_num=grhz]Epoch 17: 13%|█▎ | 26/196 [00:34<03:47, 0.75it/s, v_num=grhz]Epoch 17: 14%|█▍ | 27/196 [00:35<03:40, 0.77it/s, v_num=grhz]Epoch 17: 14%|█▍ | 27/196 [00:35<03:40, 0.77it/s, v_num=grhz]Epoch 17: 14%|█▍ | 28/196 [00:35<03:33, 0.79it/s, v_num=grhz]Epoch 17: 14%|█▍ | 28/196 [00:35<03:33, 0.79it/s, v_num=grhz]Epoch 17: 15%|█▍ | 29/196 [00:39<03:46, 0.74it/s, v_num=grhz]Epoch 17: 15%|█▍ | 29/196 [00:39<03:46, 0.74it/s, v_num=grhz]Epoch 17: 15%|█▌ | 30/196 [00:39<03:39, 0.76it/s, v_num=grhz]Epoch 17: 15%|█▌ | 30/196 [00:39<03:39, 0.76it/s, v_num=grhz]Epoch 17: 16%|█▌ | 31/196 [00:40<03:33, 0.77it/s, v_num=grhz]Epoch 17: 16%|█▌ | 31/196 [00:40<03:33, 0.77it/s, v_num=grhz]Epoch 17: 16%|█▋ | 32/196 [00:40<03:27, 0.79it/s, v_num=grhz]Epoch 17: 16%|█▋ | 32/196 [00:40<03:27, 0.79it/s, v_num=grhz]Epoch 17: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 17: 17%|█▋ | 33/196 [00:44<03:37, 0.75it/s, v_num=grhz]Epoch 17: 17%|█▋ | 34/196 [00:44<03:31, 0.77it/s, v_num=grhz]Epoch 17: 17%|█▋ | 34/196 [00:44<03:31, 0.77it/s, v_num=grhz]Epoch 17: 18%|█▊ | 35/196 [00:44<03:25, 0.78it/s, v_num=grhz]Epoch 17: 18%|█▊ | 35/196 [00:44<03:25, 0.78it/s, v_num=grhz]Epoch 17: 18%|█▊ | 36/196 [00:45<03:20, 0.80it/s, v_num=grhz]Epoch 17: 18%|█▊ | 36/196 [00:45<03:20, 0.80it/s, v_num=grhz]Epoch 17: 19%|█▉ | 37/196 [00:48<03:29, 0.76it/s, v_num=grhz]Epoch 17: 19%|█▉ | 37/196 [00:48<03:29, 0.76it/s, v_num=grhz]Epoch 17: 19%|█▉ | 38/196 [00:49<03:24, 0.77it/s, v_num=grhz]Epoch 17: 19%|█▉ | 38/196 [00:49<03:24, 0.77it/s, v_num=grhz]Epoch 17: 20%|█▉ | 39/196 [00:49<03:19, 0.79it/s, v_num=grhz]Epoch 17: 20%|█▉ | 39/196 [00:49<03:19, 0.79it/s, v_num=grhz]Epoch 17: 20%|██ | 40/196 [00:49<03:14, 0.80it/s, v_num=grhz]Epoch 17: 20%|██ | 40/196 [00:49<03:14, 0.80it/s, v_num=grhz]Epoch 17: 21%|██ | 41/196 [00:53<03:22, 0.76it/s, v_num=grhz]Epoch 17: 21%|██ | 41/196 [00:53<03:22, 0.76it/s, v_num=grhz]Epoch 17: 21%|██▏ | 42/196 [00:53<03:17, 0.78it/s, v_num=grhz]Epoch 17: 21%|██▏ | 42/196 [00:53<03:17, 0.78it/s, v_num=grhz]Epoch 17: 22%|██▏ | 43/196 [00:54<03:13, 0.79it/s, v_num=grhz]Epoch 17: 22%|██▏ | 43/196 [00:54<03:13, 0.79it/s, v_num=grhz]Epoch 17: 22%|██▏ | 44/196 [00:54<03:09, 0.80it/s, v_num=grhz]Epoch 17: 22%|██▏ | 44/196 [00:54<03:09, 0.80it/s, v_num=grhz]Epoch 17: 23%|██▎ | 45/196 [00:58<03:16, 0.77it/s, v_num=grhz]Epoch 17: 23%|██▎ | 45/196 [00:58<03:16, 0.77it/s, v_num=grhz]Epoch 17: 23%|██▎ | 46/196 [00:58<03:12, 0.78it/s, v_num=grhz]Epoch 17: 23%|██▎ | 46/196 [00:58<03:12, 0.78it/s, v_num=grhz]Epoch 17: 24%|██▍ | 47/196 [00:59<03:08, 0.79it/s, v_num=grhz]Epoch 17: 24%|██▍ | 47/196 [00:59<03:08, 0.79it/s, v_num=grhz]Epoch 17: 24%|██▍ | 48/196 [00:59<03:04, 0.80it/s, v_num=grhz]Epoch 17: 24%|██▍ | 48/196 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.61it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 5.95it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.23it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.94it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:13<00:00, 1.07it/s][A
[AEpoch 17: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 17: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 17: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 18: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 18: 1%| | 1/196 [00:04<15:43, 0.21it/s, v_num=grhz]Epoch 18: 1%| | 1/196 [00:04<15:44, 0.21it/s, v_num=grhz]Epoch 18: 1%| | 2/196 [00:05<08:27, 0.38it/s, v_num=grhz]Epoch 18: 1%| | 2/196 [00:05<08:27, 0.38it/s, v_num=grhz]Epoch 18: 2%|▏ | 3/196 [00:05<06:00, 0.53it/s, v_num=grhz]Epoch 18: 2%|▏ | 3/196 [00:05<06:01, 0.53it/s, v_num=grhz]Epoch 18: 2%|▏ | 4/196 [00:05<04:47, 0.67it/s, v_num=grhz]Epoch 18: 2%|▏ | 4/196 [00:05<04:47, 0.67it/s, v_num=grhz]Epoch 18: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=grhz]Epoch 18: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=grhz]Epoch 18: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 18: 3%|▎ | 6/196 [00:10<05:19, 0.59it/s, v_num=grhz]Epoch 18: 4%|▎ | 7/196 [00:10<04:42, 0.67it/s, v_num=grhz]Epoch 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Validation: | | 0/? [00:00<?, ?it/s][A
Validation: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:01, 11.46it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:02, 6.14it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:02, 5.31it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:00<00:02, 4.99it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.98it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:08, 1.12it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.25it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.37it/s][A
Validation DataLoader 0: 60%|██████ | 9/15 [00:10<00:06, 0.89it/s][A
Validation DataLoader 0: 67%|██████▋ | 10/15 [00:10<00:05, 0.97it/s][A
Validation DataLoader 0: 73%|███████▎ | 11/15 [00:10<00:03, 1.04it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.11it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.91it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.97it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 18: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 18: 100%|██████████| 196/196 [04:18<00:00, 0.76it/s, v_num=grhz]Epoch 18: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz] Epoch 19: 0%| | 0/196 [00:00<?, ?it/s, v_num=grhz]Epoch 19: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=grhz]Epoch 19: 1%| | 1/196 [00:04<15:51, 0.21it/s, v_num=grhz]Epoch 19: 1%| | 2/196 [00:05<08:31, 0.38it/s, v_num=grhz]Epoch 19: 1%| | 2/196 [00:05<08:31, 0.38it/s, v_num=grhz]Epoch 19: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 19: 2%|▏ | 3/196 [00:05<06:03, 0.53it/s, v_num=grhz]Epoch 19: 2%|▏ | 4/196 [00:06<04:48, 0.66it/s, v_num=grhz]Epoch 19: 2%|▏ | 4/196 [00:06<04:48, 0.66it/s, v_num=grhz]Epoch 19: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 19: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=grhz]Epoch 19: 3%|▎ | 6/196 [00:10<05:21, 0.59it/s, v_num=grhz]Epoch 19: 3%|▎ | 6/196 [00:10<05:21, 0.59it/s, v_num=grhz]Epoch 19: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 19: 4%|▎ | 7/196 [00:10<04:44, 0.66it/s, v_num=grhz]Epoch 19: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 19: 4%|▍ | 8/196 [00:10<04:16, 0.73it/s, v_num=grhz]Epoch 19: 5%|▍ | 9/196 [00:14<05:04, 0.61it/s, v_num=grhz]Epoch 19: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=grhz]Epoch 19: 5%|▌ | 10/196 [00:15<04:40, 0.66it/s, v_num=grhz]Epoch 19: 5%|▌ | 10/196 [00:15<04:40, 0.66it/s, v_num=grhz]Epoch 19: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 19: 6%|▌ | 11/196 [00:15<04:20, 0.71it/s, v_num=grhz]Epoch 19: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 19: 6%|▌ | 12/196 [00:15<04:02, 0.76it/s, v_num=grhz]Epoch 19: 7%|▋ | 13/196 [00:19<04:35, 0.66it/s, v_num=grhz]Epoch 19: 7%|▋ | 13/196 [00:19<04:35, 0.66it/s, v_num=grhz]Epoch 19: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 19: 7%|▋ | 14/196 [00:19<04:19, 0.70it/s, v_num=grhz]Epoch 19: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 19: 8%|▊ | 15/196 [00:20<04:05, 0.74it/s, v_num=grhz]Epoch 19: 8%|▊ | 16/196 [00:20<03:53, 0.77it/s, v_num=grhz]Epoch 19: 8%|▊ | 16/196 [00:20<03:53, 0.77it/s, v_num=grhz]Epoch 19: 9%|▊ | 17/196 [00:24<04:17, 0.70it/s, v_num=grhz]Epoch 19: 9%|▊ | 17/196 [00:24<04:17, 0.70it/s, v_num=grhz]Epoch 19: 9%|▉ | 18/196 [00:24<04:05, 0.72it/s, v_num=grhz]Epoch 19: 9%|▉ | 18/196 [00:24<04:05, 0.72it/s, v_num=grhz]Epoch 19: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 19: 10%|▉ | 19/196 [00:25<03:54, 0.75it/s, v_num=grhz]Epoch 19: 10%|█ | 20/196 [00:25<03:45, 0.78it/s, v_num=grhz]Epoch 19: 10%|█ | 20/196 [00:25<03:45, 0.78it/s, v_num=grhz]Epoch 19: 11%|█ | 21/196 [00:29<04:04, 0.72it/s, v_num=grhz]Epoch 19: 11%|█ | 21/196 [00:29<04:04, 0.72it/s, v_num=grhz]Epoch 19: 11%|█ | 22/196 [00:29<03:54, 0.74it/s, v_num=grhz]Epoch 19: 11%|█ | 22/196 [00:29<03:54, 0.74it/s, v_num=grhz]Epoch 19: 12%|█▏ | 23/196 [00:30<03:46, 0.76it/s, v_num=grhz]Epoch 19: 12%|█▏ | 23/196 [00:30<03:46, 0.76it/s, v_num=grhz]Epoch 19: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 19: 12%|█▏ | 24/196 [00:30<03:38, 0.79it/s, v_num=grhz]Epoch 19: 13%|█▎ | 25/196 [00:34<03:53, 0.73it/s, v_num=grhz]Epoch 19: 13%|█▎ | 25/196 [00:34<03:53, 0.73it/s, v_num=grhz]Epoch 19: 13%|█▎ | 26/196 [00:34<03:45, 0.75it/s, v_num=grhz]Epoch 19: 13%|█▎ | 26/196 [00:34<03:46, 0.75it/s, v_num=grhz]Epoch 19: 14%|█▍ | 27/196 [00:34<03:38, 0.77it/s, v_num=grhz]Epoch 19: 14%|█▍ | 27/196 [00:34<03:38, 0.77it/s, v_num=grhz]Epoch 19: 14%|█▍ | 28/196 [00:35<03:31, 0.79it/s, v_num=grhz]Epoch 19: 14%|█▍ | 28/196 [00:35<03:31, 0.79it/s, v_num=grhz]Epoch 19: 15%|█▍ | 29/196 [00:39<03:44, 0.74it/s, v_num=grhz]Epoch 19: 15%|█▍ | 29/196 [00:39<03:45, 0.74it/s, v_num=grhz]Epoch 19: 15%|█▌ | 30/196 [00:39<03:38, 0.76it/s, v_num=grhz]Epoch 19: 15%|█▌ | 30/196 [00:39<03:38, 0.76it/s, v_num=grhz]Epoch 19: 16%|█▌ | 31/196 [00:39<03:32, 0.78it/s, v_num=grhz]Epoch 19: 16%|█▌ | 31/196 [00:39<03:32, 0.78it/s, v_num=grhz]Epoch 19: 16%|█▋ | 32/196 [00:40<03:26, 0.80it/s, v_num=grhz]Epoch 19: 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[00:49<03:14, 0.80it/s, v_num=grhz]Epoch 19: 21%|██ | 41/196 [00:53<03:22, 0.76it/s, v_num=grhz]Epoch 19: 21%|██ | 41/196 [00:53<03:22, 0.76it/s, v_num=grhz]Epoch 19: 21%|██▏ | 42/196 [00:54<03:18, 0.78it/s, v_num=grhz]Epoch 19: 21%|██▏ | 42/196 [00:54<03:18, 0.78it/s, v_num=grhz]Epoch 19: 22%|██▏ | 43/196 [00:54<03:13, 0.79it/s, v_num=grhz]Epoch 19: 22%|██▏ | 43/196 [00:54<03:13, 0.79it/s, v_num=grhz]Epoch 19: 22%|██▏ | 44/196 [00:54<03:09, 0.80it/s, v_num=grhz]Epoch 19: 22%|██▏ | 44/196 [00:54<03:09, 0.80it/s, v_num=grhz]Epoch 19: 23%|██▎ | 45/196 [00:58<03:16, 0.77it/s, v_num=grhz]Epoch 19: 23%|██▎ | 45/196 [00:58<03:16, 0.77it/s, v_num=grhz]Epoch 19: 23%|██▎ | 46/196 [00:58<03:12, 0.78it/s, v_num=grhz]Epoch 19: 23%|██▎ | 46/196 [00:58<03:12, 0.78it/s, v_num=grhz]Epoch 19: 24%|██▍ | 47/196 [00:59<03:08, 0.79it/s, v_num=grhz]Epoch 19: 24%|██▍ | 47/196 [00:59<03:08, 0.79it/s, v_num=grhz]Epoch 19: 24%|██▍ | 48/196 [00:59<03:04, 0.80it/s, v_num=grhz]Epoch 19: 24%|██▍ | 48/196 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Epoch 19: 100%|██████████| 196/196 [04:17<00:00, 0.76it/s, v_num=grhz]LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]
Traceback (most recent call last):
File "/home/daviddrexlin/Master/train.py", line 152, in <module>
main()
File "/home/daviddrexlin/Master/train.py", line 143, in main
trainer.test(model, data_module)
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/trainer.py", line 753, in test
return call._call_and_handle_interrupt(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/call.py", line 44, in _call_and_handle_interrupt
return trainer_fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/trainer.py", line 793, in _test_impl
results = self._run(model, ckpt_path=ckpt_path)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/trainer.py", line 986, in _run
results = self._run_stage()
^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/trainer.py", line 1025, in _run_stage
return self._evaluation_loop.run()
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/loops/utilities.py", line 182, in _decorator
return loop_run(self, *args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/loops/evaluation_loop.py", line 110, in run
self.setup_data()
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/loops/evaluation_loop.py", line 166, in setup_data
dataloaders = _request_dataloader(source)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/connectors/data_connector.py", line 342, in _request_dataloader
return data_source.dataloader()
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/connectors/data_connector.py", line 309, in dataloader
return call._call_lightning_datamodule_hook(self.instance.trainer, self.name)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/trainer/call.py", line 179, in _call_lightning_datamodule_hook
return fn(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pytorch_lightning/core/hooks.py", line 510, in test_dataloader
raise MisconfigurationException("`test_dataloader` must be implemented to be used with the Lightning Trainer")
lightning_fabric.utilities.exceptions.MisconfigurationException: `test_dataloader` must be implemented to be used with the Lightning Trainer
wandb: - 0.007 MB of 0.007 MB uploadedwandb: \ 0.007 MB of 0.019 MB uploadedwandb: | 0.019 MB of 0.019 MB uploadedwandb:
wandb: Run history:
wandb: accuracy_epoch ▁▅▆▆▇▇▇▇▇▇██████████
wandb: accuracy_step ▁▂▄▅▆▆▆▆▇▇▇▇▇▇▇▇▇▇▇▇██▇████▇████████████
wandb: epoch ▁▁▁▁▂▂▂▂▂▂▃▃▃▃▄▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▇▇▇▇▇▇████
wandb: train_loss █▇▅▄▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁▁
wandb: trainer/global_step ▁▁▁▂▂▂▂▂▂▃▃▃▃▃▄▄▄▄▄▄▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇████
wandb: val_accuracy ▁▃▆▇▆▇▆▆▇█▄▆█▇█▇█▆█▇
wandb: val_loss █▅▂▁▃▁▂▂▃▁▆▃▂▂▂▁▃▅▃▃
wandb:
wandb: Run summary:
wandb: accuracy_epoch 0.98708
wandb: accuracy_step 0.98828
wandb: epoch 19
wandb: train_loss 0.04473
wandb: trainer/global_step 3919
wandb: val_accuracy 0.86212
wandb: val_loss 0.48963
wandb:
wandb: 🚀 View run Run_CRC-SL-ColorAugmentation-LARS-cross_entropy-scratch- at: https://wandb.ai/master_david/DataAugmentationsPCAM/runs/nztsgrhz
wandb: ️⚡ View job at https://wandb.ai/master_david/DataAugmentationsPCAM/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE0NzQ5MzA2Ng==/version_details/v16
wandb: Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240419_141111-nztsgrhz/logs