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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: - Waiting for wandb.init()...wandb: \ Waiting for wandb.init()...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_141543-g6xj5hej
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run Run_CRC-NoNorm-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/g6xj5hej
/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, 0.69it/s]Sanity Checking DataLoader 0: 100%|██████████| 2/2 [00:01<00:00, 1.13it/s] Training: | | 0/? 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[AEpoch 1: 100%|██████████| 196/196 [04:26<00:00, 0.73it/s, v_num=5hej]Epoch 1: 100%|██████████| 196/196 [04:26<00:00, 0.73it/s, v_num=5hej]Epoch 1: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 2: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 2: 1%| | 1/196 [00:04<15:34, 0.21it/s, v_num=5hej]Epoch 2: 1%| | 1/196 [00:04<15:34, 0.21it/s, v_num=5hej]Epoch 2: 1%| | 2/196 [00:05<08:55, 0.36it/s, v_num=5hej]Epoch 2: 1%| | 2/196 [00:05<08:55, 0.36it/s, v_num=5hej]Epoch 2: 2%|▏ | 3/196 [00:06<06:41, 0.48it/s, v_num=5hej]Epoch 2: 2%|▏ | 3/196 [00:06<06:41, 0.48it/s, v_num=5hej]Epoch 2: 2%|▏ | 4/196 [00:06<05:35, 0.57it/s, v_num=5hej]Epoch 2: 2%|▏ | 4/196 [00:06<05:35, 0.57it/s, v_num=5hej]Epoch 2: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 2: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 2: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 2: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 2: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 2: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 2: 4%|▍ | 8/196 [00:11<04:41, 0.67it/s, v_num=5hej]Epoch 2: 4%|▍ | 8/196 [00:12<04:42, 0.67it/s, v_num=5hej]Epoch 2: 5%|▍ | 9/196 [00:14<05:10, 0.60it/s, v_num=5hej]Epoch 2: 5%|▍ | 9/196 [00:14<05:10, 0.60it/s, v_num=5hej]Epoch 2: 5%|▌ | 10/196 [00:15<04:51, 0.64it/s, v_num=5hej]Epoch 2: 5%|▌ | 10/196 [00:15<04:51, 0.64it/s, v_num=5hej]Epoch 2: 6%|▌ | 11/196 [00:16<04:35, 0.67it/s, v_num=5hej]Epoch 2: 6%|▌ | 11/196 [00:16<04:35, 0.67it/s, v_num=5hej]Epoch 2: 6%|▌ | 12/196 [00:17<04:22, 0.70it/s, v_num=5hej]Epoch 2: 6%|▌ | 12/196 [00:17<04:22, 0.70it/s, v_num=5hej]Epoch 2: 7%|▋ | 13/196 [00:19<04:40, 0.65it/s, v_num=5hej]Epoch 2: 7%|▋ | 13/196 [00:19<04:40, 0.65it/s, v_num=5hej]Epoch 2: 7%|▋ | 14/196 [00:20<04:28, 0.68it/s, v_num=5hej]Epoch 2: 7%|▋ | 14/196 [00:20<04:28, 0.68it/s, v_num=5hej]Epoch 2: 8%|▊ | 15/196 [00:21<04:17, 0.70it/s, v_num=5hej]Epoch 2: 8%|▊ | 15/196 [00:21<04:17, 0.70it/s, v_num=5hej]Epoch 2: 8%|▊ | 16/196 [00:22<04:08, 0.72it/s, v_num=5hej]Epoch 2: 8%|▊ | 16/196 [00:22<04:08, 0.72it/s, v_num=5hej]Epoch 2: 9%|▊ | 17/196 [00:24<04:22, 0.68it/s, v_num=5hej]Epoch 2: 9%|▊ | 17/196 [00:24<04:22, 0.68it/s, v_num=5hej]Epoch 2: 9%|▉ | 18/196 [00:25<04:13, 0.70it/s, v_num=5hej]Epoch 2: 9%|▉ | 18/196 [00:25<04:13, 0.70it/s, v_num=5hej]Epoch 2: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 2: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 2: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 2: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 2: 11%|█ | 21/196 [00:29<04:09, 0.70it/s, v_num=5hej]Epoch 2: 11%|█ | 21/196 [00:29<04:09, 0.70it/s, v_num=5hej]Epoch 2: 11%|█ | 22/196 [00:30<04:02, 0.72it/s, v_num=5hej]Epoch 2: 11%|█ | 22/196 [00:30<04:02, 0.72it/s, v_num=5hej]Epoch 2: 12%|█▏ | 23/196 [00:31<03:56, 0.73it/s, v_num=5hej]Epoch 2: 12%|█▏ | 23/196 [00:31<03:56, 0.73it/s, v_num=5hej]Epoch 2: 12%|█▏ | 24/196 [00:32<03:50, 0.75it/s, v_num=5hej]Epoch 2: 12%|█▏ | 24/196 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v_num=5hej]Epoch 2: 95%|█████████▌| 187/196 [03:56<00:11, 0.79it/s, v_num=5hej]Epoch 2: 96%|█████████▌| 188/196 [03:57<00:10, 0.79it/s, v_num=5hej]Epoch 2: 96%|█████████▌| 188/196 [03:57<00:10, 0.79it/s, v_num=5hej]Epoch 2: 96%|█████████▋| 189/196 [04:00<00:08, 0.79it/s, v_num=5hej]Epoch 2: 96%|█████████▋| 189/196 [04:00<00:08, 0.79it/s, v_num=5hej]Epoch 2: 97%|█████████▋| 190/196 [04:01<00:07, 0.79it/s, v_num=5hej]Epoch 2: 97%|█████████▋| 190/196 [04:01<00:07, 0.79it/s, v_num=5hej]Epoch 2: 97%|█████████▋| 191/196 [04:01<00:06, 0.79it/s, v_num=5hej]Epoch 2: 97%|█████████▋| 191/196 [04:01<00:06, 0.79it/s, v_num=5hej]Epoch 2: 98%|█████████▊| 192/196 [04:02<00:05, 0.79it/s, v_num=5hej]Epoch 2: 98%|█████████▊| 192/196 [04:02<00:05, 0.79it/s, v_num=5hej]Epoch 2: 98%|█████████▊| 193/196 [04:04<00:03, 0.79it/s, v_num=5hej]Epoch 2: 98%|█████████▊| 193/196 [04:04<00:03, 0.79it/s, v_num=5hej]Epoch 2: 99%|█████████▉| 194/196 [04:05<00:02, 0.79it/s, v_num=5hej]Epoch 2: 99%|█████████▉| 194/196 [04:05<00:02, 0.79it/s, v_num=5hej]Epoch 2: 99%|█████████▉| 195/196 [04:06<00:01, 0.79it/s, v_num=5hej]Epoch 2: 99%|█████████▉| 195/196 [04:06<00:01, 0.79it/s, v_num=5hej]Epoch 2: 100%|██████████| 196/196 [04:06<00:00, 0.79it/s, v_num=5hej]Epoch 2: 100%|██████████| 196/196 [04:06<00:00, 0.79it/s, v_num=5hej]
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<00:02, 5.91it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.26it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.88it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.71it/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, 1.09it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.20it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:06<00:05, 1.31it/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, 1.03it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.09it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.89it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.94it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.00it/s][A
[AEpoch 2: 100%|██████████| 196/196 [04:26<00:00, 0.74it/s, v_num=5hej]Epoch 2: 100%|██████████| 196/196 [04:26<00:00, 0.74it/s, v_num=5hej]Epoch 2: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 3: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 3: 1%| | 1/196 [00:04<15:47, 0.21it/s, v_num=5hej]Epoch 3: 1%| | 1/196 [00:04<15:47, 0.21it/s, v_num=5hej]Epoch 3: 1%| | 2/196 [00:05<09:03, 0.36it/s, v_num=5hej]Epoch 3: 1%| | 2/196 [00:05<09:03, 0.36it/s, v_num=5hej]Epoch 3: 2%|▏ | 3/196 [00:06<06:47, 0.47it/s, v_num=5hej]Epoch 3: 2%|▏ | 3/196 [00:06<06:47, 0.47it/s, v_num=5hej]Epoch 3: 2%|▏ | 4/196 [00:07<05:38, 0.57it/s, v_num=5hej]Epoch 3: 2%|▏ | 4/196 [00:07<05:39, 0.57it/s, v_num=5hej]Epoch 3: 3%|▎ | 5/196 [00:09<06:17, 0.51it/s, v_num=5hej]Epoch 3: 3%|▎ | 5/196 [00:09<06:17, 0.51it/s, v_num=5hej]Epoch 3: 3%|▎ | 6/196 [00:10<05:35, 0.57it/s, v_num=5hej]Epoch 3: 3%|▎ | 6/196 [00:10<05:35, 0.57it/s, v_num=5hej]Epoch 3: 4%|▎ | 7/196 [00:11<05:06, 0.62it/s, v_num=5hej]Epoch 3: 4%|▎ | 7/196 [00:11<05:06, 0.62it/s, v_num=5hej]Epoch 3: 4%|▍ | 8/196 [00:12<04:43, 0.66it/s, v_num=5hej]Epoch 3: 4%|▍ | 8/196 [00:12<04:43, 0.66it/s, v_num=5hej]Epoch 3: 5%|▍ | 9/196 [00:14<05:06, 0.61it/s, v_num=5hej]Epoch 3: 5%|▍ | 9/196 [00:14<05:07, 0.61it/s, v_num=5hej]Epoch 3: 5%|▌ | 10/196 [00:15<04:48, 0.64it/s, v_num=5hej]Epoch 3: 5%|▌ | 10/196 [00:15<04:48, 0.64it/s, v_num=5hej]Epoch 3: 6%|▌ | 11/196 [00:16<04:33, 0.68it/s, v_num=5hej]Epoch 3: 6%|▌ | 11/196 [00:16<04:33, 0.68it/s, v_num=5hej]Epoch 3: 6%|▌ | 12/196 [00:16<04:20, 0.71it/s, v_num=5hej]Epoch 3: 6%|▌ | 12/196 [00:16<04:20, 0.71it/s, v_num=5hej]Epoch 3: 7%|▋ | 13/196 [00:19<04:38, 0.66it/s, v_num=5hej]Epoch 3: 7%|▋ | 13/196 [00:19<04:38, 0.66it/s, v_num=5hej]Epoch 3: 7%|▋ | 14/196 [00:20<04:26, 0.68it/s, v_num=5hej]Epoch 3: 7%|▋ | 14/196 [00:20<04:26, 0.68it/s, v_num=5hej]Epoch 3: 8%|▊ | 15/196 [00:21<04:16, 0.71it/s, v_num=5hej]Epoch 3: 8%|▊ | 15/196 [00:21<04:16, 0.71it/s, v_num=5hej]Epoch 3: 8%|▊ | 16/196 [00:21<04:07, 0.73it/s, v_num=5hej]Epoch 3: 8%|▊ | 16/196 [00:21<04:07, 0.73it/s, v_num=5hej]Epoch 3: 9%|▊ | 17/196 [00:24<04:22, 0.68it/s, v_num=5hej]Epoch 3: 9%|▊ | 17/196 [00:24<04:22, 0.68it/s, v_num=5hej]Epoch 3: 9%|▉ | 18/196 [00:25<04:13, 0.70it/s, v_num=5hej]Epoch 3: 9%|▉ | 18/196 [00:25<04:13, 0.70it/s, v_num=5hej]Epoch 3: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 3: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 3: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 3: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 3: 11%|█ | 21/196 [00:29<04:07, 0.71it/s, v_num=5hej]Epoch 3: 11%|█ | 21/196 [00:29<04:07, 0.71it/s, v_num=5hej]Epoch 3: 11%|█ | 22/196 [00:30<04:01, 0.72it/s, v_num=5hej]Epoch 3: 11%|█ | 22/196 [00:30<04:01, 0.72it/s, v_num=5hej]Epoch 3: 12%|█▏ | 23/196 [00:31<03:54, 0.74it/s, v_num=5hej]Epoch 3: 12%|█▏ | 23/196 [00:31<03:54, 0.74it/s, v_num=5hej]Epoch 3: 12%|█▏ | 24/196 [00:31<03:48, 0.75it/s, v_num=5hej]Epoch 3: 12%|█▏ | 24/196 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.02it/s][A
[AEpoch 3: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 3: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 3: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 4: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 4: 1%| | 1/196 [00:04<15:22, 0.21it/s, v_num=5hej]Epoch 4: 1%| | 1/196 [00:04<15:24, 0.21it/s, v_num=5hej]Epoch 4: 1%| | 2/196 [00:05<08:49, 0.37it/s, v_num=5hej]Epoch 4: 1%| | 2/196 [00:05<08:49, 0.37it/s, v_num=5hej]Epoch 4: 2%|▏ | 3/196 [00:06<06:38, 0.48it/s, v_num=5hej]Epoch 4: 2%|▏ | 3/196 [00:06<06:38, 0.48it/s, v_num=5hej]Epoch 4: 2%|▏ | 4/196 [00:06<05:32, 0.58it/s, v_num=5hej]Epoch 4: 2%|▏ | 4/196 [00:06<05:32, 0.58it/s, v_num=5hej]Epoch 4: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=5hej]Epoch 4: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=5hej]Epoch 4: 3%|▎ | 6/196 [00:10<05:32, 0.57it/s, v_num=5hej]Epoch 4: 3%|▎ | 6/196 [00:10<05:32, 0.57it/s, v_num=5hej]Epoch 4: 4%|▎ | 7/196 [00:11<05:03, 0.62it/s, v_num=5hej]Epoch 4: 4%|▎ | 7/196 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[00:11<05:05, 0.62it/s, v_num=5hej]Epoch 5: 4%|▍ | 8/196 [00:12<04:42, 0.66it/s, v_num=5hej]Epoch 5: 4%|▍ | 8/196 [00:12<04:42, 0.66it/s, v_num=5hej]Epoch 5: 5%|▍ | 9/196 [00:14<05:09, 0.60it/s, v_num=5hej]Epoch 5: 5%|▍ | 9/196 [00:14<05:09, 0.60it/s, v_num=5hej]Epoch 5: 5%|▌ | 10/196 [00:15<04:50, 0.64it/s, v_num=5hej]Epoch 5: 5%|▌ | 10/196 [00:15<04:50, 0.64it/s, v_num=5hej]Epoch 5: 6%|▌ | 11/196 [00:16<04:35, 0.67it/s, v_num=5hej]Epoch 5: 6%|▌ | 11/196 [00:16<04:35, 0.67it/s, v_num=5hej]Epoch 5: 6%|▌ | 12/196 [00:17<04:22, 0.70it/s, v_num=5hej]Epoch 5: 6%|▌ | 12/196 [00:17<04:22, 0.70it/s, v_num=5hej]Epoch 5: 7%|▋ | 13/196 [00:19<04:40, 0.65it/s, v_num=5hej]Epoch 5: 7%|▋ | 13/196 [00:19<04:40, 0.65it/s, v_num=5hej]Epoch 5: 7%|▋ | 14/196 [00:20<04:28, 0.68it/s, v_num=5hej]Epoch 5: 7%|▋ | 14/196 [00:20<04:28, 0.68it/s, v_num=5hej]Epoch 5: 8%|▊ | 15/196 [00:21<04:17, 0.70it/s, v_num=5hej]Epoch 5: 8%|▊ | 15/196 [00:21<04:17, 0.70it/s, v_num=5hej]Epoch 5: 8%|▊ | 16/196 [00:22<04:08, 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v_num=5hej]Epoch 5: 95%|█████████▌| 187/196 [03:57<00:11, 0.79it/s, v_num=5hej]Epoch 5: 96%|█████████▌| 188/196 [03:57<00:10, 0.79it/s, v_num=5hej]Epoch 5: 96%|█████████▌| 188/196 [03:57<00:10, 0.79it/s, v_num=5hej]Epoch 5: 96%|█████████▋| 189/196 [04:00<00:08, 0.79it/s, v_num=5hej]Epoch 5: 96%|█████████▋| 189/196 [04:00<00:08, 0.79it/s, v_num=5hej]Epoch 5: 97%|█████████▋| 190/196 [04:01<00:07, 0.79it/s, v_num=5hej]Epoch 5: 97%|█████████▋| 190/196 [04:01<00:07, 0.79it/s, v_num=5hej]Epoch 5: 97%|█████████▋| 191/196 [04:02<00:06, 0.79it/s, v_num=5hej]Epoch 5: 97%|█████████▋| 191/196 [04:02<00:06, 0.79it/s, v_num=5hej]Epoch 5: 98%|█████████▊| 192/196 [04:02<00:05, 0.79it/s, v_num=5hej]Epoch 5: 98%|█████████▊| 192/196 [04:02<00:05, 0.79it/s, v_num=5hej]Epoch 5: 98%|█████████▊| 193/196 [04:05<00:03, 0.79it/s, v_num=5hej]Epoch 5: 98%|█████████▊| 193/196 [04:05<00:03, 0.79it/s, v_num=5hej]Epoch 5: 99%|█████████▉| 194/196 [04:05<00:02, 0.79it/s, v_num=5hej]Epoch 5: 99%|█████████▉| 194/196 [04:05<00:02, 0.79it/s, v_num=5hej]Epoch 5: 99%|█████████▉| 195/196 [04:06<00:01, 0.79it/s, v_num=5hej]Epoch 5: 99%|█████████▉| 195/196 [04:06<00:01, 0.79it/s, v_num=5hej]Epoch 5: 100%|██████████| 196/196 [04:06<00:00, 0.79it/s, v_num=5hej]Epoch 5: 100%|██████████| 196/196 [04:06<00:00, 0.79it/s, v_num=5hej]
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<00:02, 5.67it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.23it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.84it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.71it/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, 1.10it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.22it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:06<00:05, 1.32it/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, 1.11it/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, 1.03it/s][A
[AEpoch 5: 100%|██████████| 196/196 [04:26<00:00, 0.74it/s, v_num=5hej]Epoch 5: 100%|██████████| 196/196 [04:26<00:00, 0.74it/s, v_num=5hej]Epoch 5: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 6: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 6: 1%| | 1/196 [00:04<15:37, 0.21it/s, v_num=5hej]Epoch 6: 1%| | 1/196 [00:04<15:38, 0.21it/s, v_num=5hej]Epoch 6: 1%| | 2/196 [00:05<08:58, 0.36it/s, v_num=5hej]Epoch 6: 1%| | 2/196 [00:05<08:58, 0.36it/s, v_num=5hej]Epoch 6: 2%|▏ | 3/196 [00:06<06:43, 0.48it/s, v_num=5hej]Epoch 6: 2%|▏ | 3/196 [00:06<06:43, 0.48it/s, v_num=5hej]Epoch 6: 2%|▏ | 4/196 [00:07<05:36, 0.57it/s, v_num=5hej]Epoch 6: 2%|▏ | 4/196 [00:07<05:36, 0.57it/s, v_num=5hej]Epoch 6: 3%|▎ | 5/196 [00:09<06:15, 0.51it/s, v_num=5hej]Epoch 6: 3%|▎ | 5/196 [00:09<06:15, 0.51it/s, v_num=5hej]Epoch 6: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 6: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 6: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 6: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 6: 4%|▍ | 8/196 [00:12<04:42, 0.67it/s, v_num=5hej]Epoch 6: 4%|▍ | 8/196 [00:12<04:42, 0.67it/s, v_num=5hej]Epoch 6: 5%|▍ | 9/196 [00:14<05:08, 0.61it/s, v_num=5hej]Epoch 6: 5%|▍ | 9/196 [00:14<05:08, 0.61it/s, v_num=5hej]Epoch 6: 5%|▌ | 10/196 [00:15<04:49, 0.64it/s, v_num=5hej]Epoch 6: 5%|▌ | 10/196 [00:15<04:49, 0.64it/s, v_num=5hej]Epoch 6: 6%|▌ | 11/196 [00:16<04:33, 0.68it/s, v_num=5hej]Epoch 6: 6%|▌ | 11/196 [00:16<04:33, 0.68it/s, v_num=5hej]Epoch 6: 6%|▌ | 12/196 [00:17<04:20, 0.70it/s, v_num=5hej]Epoch 6: 6%|▌ | 12/196 [00:17<04:21, 0.70it/s, v_num=5hej]Epoch 6: 7%|▋ | 13/196 [00:19<04:38, 0.66it/s, v_num=5hej]Epoch 6: 7%|▋ | 13/196 [00:19<04:38, 0.66it/s, v_num=5hej]Epoch 6: 7%|▋ | 14/196 [00:20<04:26, 0.68it/s, v_num=5hej]Epoch 6: 7%|▋ | 14/196 [00:20<04:26, 0.68it/s, v_num=5hej]Epoch 6: 8%|▊ | 15/196 [00:21<04:16, 0.71it/s, v_num=5hej]Epoch 6: 8%|▊ | 15/196 [00:21<04:16, 0.71it/s, v_num=5hej]Epoch 6: 8%|▊ | 16/196 [00:21<04:07, 0.73it/s, v_num=5hej]Epoch 6: 8%|▊ | 16/196 [00:21<04:07, 0.73it/s, v_num=5hej]Epoch 6: 9%|▊ | 17/196 [00:24<04:20, 0.69it/s, v_num=5hej]Epoch 6: 9%|▊ | 17/196 [00:24<04:20, 0.69it/s, v_num=5hej]Epoch 6: 9%|▉ | 18/196 [00:25<04:12, 0.71it/s, v_num=5hej]Epoch 6: 9%|▉ | 18/196 [00:25<04:12, 0.71it/s, v_num=5hej]Epoch 6: 10%|▉ | 19/196 [00:26<04:04, 0.72it/s, v_num=5hej]Epoch 6: 10%|▉ | 19/196 [00:26<04:04, 0.72it/s, v_num=5hej]Epoch 6: 10%|█ | 20/196 [00:26<03:57, 0.74it/s, v_num=5hej]Epoch 6: 10%|█ | 20/196 [00:26<03:57, 0.74it/s, v_num=5hej]Epoch 6: 11%|█ | 21/196 [00:29<04:07, 0.71it/s, v_num=5hej]Epoch 6: 11%|█ | 21/196 [00:29<04:07, 0.71it/s, v_num=5hej]Epoch 6: 11%|█ | 22/196 [00:30<04:01, 0.72it/s, v_num=5hej]Epoch 6: 11%|█ | 22/196 [00:30<04:01, 0.72it/s, v_num=5hej]Epoch 6: 12%|█▏ | 23/196 [00:31<03:54, 0.74it/s, v_num=5hej]Epoch 6: 12%|█▏ | 23/196 [00:31<03:54, 0.74it/s, v_num=5hej]Epoch 6: 12%|█▏ | 24/196 [00:31<03:48, 0.75it/s, v_num=5hej]Epoch 6: 12%|█▏ | 24/196 [00:31<03:48, 0.75it/s, v_num=5hej]Epoch 6: 13%|█▎ | 25/196 [00:34<03:58, 0.72it/s, v_num=5hej]Epoch 6: 13%|█▎ | 25/196 [00:34<03:58, 0.72it/s, v_num=5hej]Epoch 6: 13%|█▎ | 26/196 [00:35<03:52, 0.73it/s, v_num=5hej]Epoch 6: 13%|█▎ | 26/196 [00:35<03:52, 0.73it/s, v_num=5hej]Epoch 6: 14%|█▍ | 27/196 [00:36<03:47, 0.74it/s, v_num=5hej]Epoch 6: 14%|█▍ | 27/196 [00:36<03:47, 0.74it/s, v_num=5hej]Epoch 6: 14%|█▍ | 28/196 [00:37<03:42, 0.76it/s, v_num=5hej]Epoch 6: 14%|█▍ | 28/196 [00:37<03:42, 0.76it/s, v_num=5hej]Epoch 6: 15%|█▍ | 29/196 [00:39<03:49, 0.73it/s, v_num=5hej]Epoch 6: 15%|█▍ | 29/196 [00:39<03:49, 0.73it/s, v_num=5hej]Epoch 6: 15%|█▌ | 30/196 [00:40<03:44, 0.74it/s, v_num=5hej]Epoch 6: 15%|█▌ | 30/196 [00:40<03:44, 0.74it/s, v_num=5hej]Epoch 6: 16%|█▌ | 31/196 [00:41<03:39, 0.75it/s, v_num=5hej]Epoch 6: 16%|█▌ | 31/196 [00:41<03:39, 0.75it/s, v_num=5hej]Epoch 6: 16%|█▋ | 32/196 [00:42<03:35, 0.76it/s, v_num=5hej]Epoch 6: 16%|█▋ | 32/196 [00:42<03:35, 0.76it/s, v_num=5hej]Epoch 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.22it/s][A
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Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.71it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 6: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 6: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 6: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 7: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 7: 1%| | 1/196 [00:04<15:59, 0.20it/s, v_num=5hej]Epoch 7: 1%| | 1/196 [00:04<15:59, 0.20it/s, v_num=5hej]Epoch 7: 1%| | 2/196 [00:05<09:08, 0.35it/s, v_num=5hej]Epoch 7: 1%| | 2/196 [00:05<09:08, 0.35it/s, v_num=5hej]Epoch 7: 2%|▏ | 3/196 [00:06<06:50, 0.47it/s, v_num=5hej]Epoch 7: 2%|▏ | 3/196 [00:06<06:50, 0.47it/s, v_num=5hej]Epoch 7: 2%|▏ | 4/196 [00:07<05:41, 0.56it/s, v_num=5hej]Epoch 7: 2%|▏ | 4/196 [00:07<05:41, 0.56it/s, v_num=5hej]Epoch 7: 3%|▎ | 5/196 [00:09<06:21, 0.50it/s, v_num=5hej]Epoch 7: 3%|▎ | 5/196 [00:09<06:21, 0.50it/s, v_num=5hej]Epoch 7: 3%|▎ | 6/196 [00:10<05:39, 0.56it/s, v_num=5hej]Epoch 7: 3%|▎ | 6/196 [00:10<05:39, 0.56it/s, v_num=5hej]Epoch 7: 4%|▎ | 7/196 [00:11<05:09, 0.61it/s, v_num=5hej]Epoch 7: 4%|▎ | 7/196 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.03it/s][A
[AEpoch 7: 100%|██████████| 196/196 [04:26<00:00, 0.74it/s, v_num=5hej]Epoch 7: 100%|██████████| 196/196 [04:26<00:00, 0.74it/s, v_num=5hej]Epoch 7: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 8: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 8: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=5hej]Epoch 8: 1%| | 1/196 [00:04<15:50, 0.21it/s, v_num=5hej]Epoch 8: 1%| | 2/196 [00:05<09:04, 0.36it/s, v_num=5hej]Epoch 8: 1%| | 2/196 [00:05<09:04, 0.36it/s, v_num=5hej]Epoch 8: 2%|▏ | 3/196 [00:06<06:48, 0.47it/s, v_num=5hej]Epoch 8: 2%|▏ | 3/196 [00:06<06:48, 0.47it/s, v_num=5hej]Epoch 8: 2%|▏ | 4/196 [00:07<05:39, 0.56it/s, v_num=5hej]Epoch 8: 2%|▏ | 4/196 [00:07<05:40, 0.56it/s, v_num=5hej]Epoch 8: 3%|▎ | 5/196 [00:09<06:20, 0.50it/s, v_num=5hej]Epoch 8: 3%|▎ | 5/196 [00:09<06:20, 0.50it/s, v_num=5hej]Epoch 8: 3%|▎ | 6/196 [00:10<05:38, 0.56it/s, v_num=5hej]Epoch 8: 3%|▎ | 6/196 [00:10<05:38, 0.56it/s, v_num=5hej]Epoch 8: 4%|▎ | 7/196 [00:11<05:08, 0.61it/s, v_num=5hej]Epoch 8: 4%|▎ | 7/196 [00:11<05:08, 0.61it/s, v_num=5hej]Epoch 8: 4%|▍ | 8/196 [00:12<04:45, 0.66it/s, v_num=5hej]Epoch 8: 4%|▍ | 8/196 [00:12<04:45, 0.66it/s, v_num=5hej]Epoch 8: 5%|▍ | 9/196 [00:15<05:12, 0.60it/s, v_num=5hej]Epoch 8: 5%|▍ | 9/196 [00:15<05:12, 0.60it/s, v_num=5hej]Epoch 8: 5%|▌ | 10/196 [00:15<04:53, 0.63it/s, v_num=5hej]Epoch 8: 5%|▌ | 10/196 [00:15<04:53, 0.63it/s, v_num=5hej]Epoch 8: 6%|▌ | 11/196 [00:16<04:37, 0.67it/s, v_num=5hej]Epoch 8: 6%|▌ | 11/196 [00:16<04:37, 0.67it/s, v_num=5hej]Epoch 8: 6%|▌ | 12/196 [00:17<04:24, 0.70it/s, v_num=5hej]Epoch 8: 6%|▌ | 12/196 [00:17<04:24, 0.70it/s, v_num=5hej]Epoch 8: 7%|▋ | 13/196 [00:20<04:42, 0.65it/s, v_num=5hej]Epoch 8: 7%|▋ | 13/196 [00:20<04:42, 0.65it/s, v_num=5hej]Epoch 8: 7%|▋ | 14/196 [00:20<04:30, 0.67it/s, v_num=5hej]Epoch 8: 7%|▋ | 14/196 [00:20<04:30, 0.67it/s, v_num=5hej]Epoch 8: 8%|▊ | 15/196 [00:21<04:20, 0.70it/s, v_num=5hej]Epoch 8: 8%|▊ | 15/196 [00:21<04:20, 0.70it/s, v_num=5hej]Epoch 8: 8%|▊ | 16/196 [00:22<04:10, 0.72it/s, v_num=5hej]Epoch 8: 8%|▊ | 16/196 [00:22<04:10, 0.72it/s, v_num=5hej]Epoch 8: 9%|▊ | 17/196 [00:25<04:24, 0.68it/s, v_num=5hej]Epoch 8: 9%|▊ | 17/196 [00:25<04:24, 0.68it/s, v_num=5hej]Epoch 8: 9%|▉ | 18/196 [00:25<04:15, 0.70it/s, v_num=5hej]Epoch 8: 9%|▉ | 18/196 [00:25<04:15, 0.70it/s, v_num=5hej]Epoch 8: 10%|▉ | 19/196 [00:26<04:07, 0.71it/s, v_num=5hej]Epoch 8: 10%|▉ | 19/196 [00:26<04:07, 0.71it/s, v_num=5hej]Epoch 8: 10%|█ | 20/196 [00:27<04:00, 0.73it/s, v_num=5hej]Epoch 8: 10%|█ | 20/196 [00:27<04:00, 0.73it/s, v_num=5hej]Epoch 8: 11%|█ | 21/196 [00:30<04:11, 0.70it/s, v_num=5hej]Epoch 8: 11%|█ | 21/196 [00:30<04:11, 0.70it/s, v_num=5hej]Epoch 8: 11%|█ | 22/196 [00:30<04:04, 0.71it/s, v_num=5hej]Epoch 8: 11%|█ | 22/196 [00:30<04:04, 0.71it/s, v_num=5hej]Epoch 8: 12%|█▏ | 23/196 [00:31<03:58, 0.73it/s, v_num=5hej]Epoch 8: 12%|█▏ | 23/196 [00:31<03:58, 0.73it/s, v_num=5hej]Epoch 8: 12%|█▏ | 24/196 [00:32<03:52, 0.74it/s, v_num=5hej]Epoch 8: 12%|█▏ | 24/196 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v_num=5hej]Epoch 8: 95%|█████████▌| 187/196 [03:57<00:11, 0.79it/s, v_num=5hej]Epoch 8: 96%|█████████▌| 188/196 [03:58<00:10, 0.79it/s, v_num=5hej]Epoch 8: 96%|█████████▌| 188/196 [03:58<00:10, 0.79it/s, v_num=5hej]Epoch 8: 96%|█████████▋| 189/196 [04:01<00:08, 0.78it/s, v_num=5hej]Epoch 8: 96%|█████████▋| 189/196 [04:01<00:08, 0.78it/s, v_num=5hej]Epoch 8: 97%|█████████▋| 190/196 [04:02<00:07, 0.78it/s, v_num=5hej]Epoch 8: 97%|█████████▋| 190/196 [04:02<00:07, 0.78it/s, v_num=5hej]Epoch 8: 97%|█████████▋| 191/196 [04:02<00:06, 0.79it/s, v_num=5hej]Epoch 8: 97%|█████████▋| 191/196 [04:02<00:06, 0.79it/s, v_num=5hej]Epoch 8: 98%|█████████▊| 192/196 [04:03<00:05, 0.79it/s, v_num=5hej]Epoch 8: 98%|█████████▊| 192/196 [04:03<00:05, 0.79it/s, v_num=5hej]Epoch 8: 98%|█████████▊| 193/196 [04:05<00:03, 0.78it/s, v_num=5hej]Epoch 8: 98%|█████████▊| 193/196 [04:05<00:03, 0.78it/s, v_num=5hej]Epoch 8: 99%|█████████▉| 194/196 [04:06<00:02, 0.79it/s, v_num=5hej]Epoch 8: 99%|█████████▉| 194/196 [04:06<00:02, 0.79it/s, v_num=5hej]Epoch 8: 99%|█████████▉| 195/196 [04:07<00:01, 0.79it/s, v_num=5hej]Epoch 8: 99%|█████████▉| 195/196 [04:07<00:01, 0.79it/s, v_num=5hej]Epoch 8: 100%|██████████| 196/196 [04:07<00:00, 0.79it/s, v_num=5hej]Epoch 8: 100%|██████████| 196/196 [04:07<00:00, 0.79it/s, v_num=5hej]
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<00:02, 5.85it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.23it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.87it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.72it/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, 1.10it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.22it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:06<00:05, 1.33it/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, 1.03it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.09it/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 [04:27<00:00, 0.73it/s, v_num=5hej]Epoch 8: 100%|██████████| 196/196 [04:27<00:00, 0.73it/s, v_num=5hej]Epoch 8: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 9: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 9: 1%| | 1/196 [00:04<15:54, 0.20it/s, v_num=5hej]Epoch 9: 1%| | 1/196 [00:04<15:54, 0.20it/s, v_num=5hej]Epoch 9: 1%| | 2/196 [00:05<09:06, 0.36it/s, v_num=5hej]Epoch 9: 1%| | 2/196 [00:05<09:06, 0.36it/s, v_num=5hej]Epoch 9: 2%|▏ | 3/196 [00:06<06:49, 0.47it/s, v_num=5hej]Epoch 9: 2%|▏ | 3/196 [00:06<06:49, 0.47it/s, v_num=5hej]Epoch 9: 2%|▏ | 4/196 [00:07<05:40, 0.56it/s, v_num=5hej]Epoch 9: 2%|▏ | 4/196 [00:07<05:40, 0.56it/s, v_num=5hej]Epoch 9: 3%|▎ | 5/196 [00:09<06:17, 0.51it/s, v_num=5hej]Epoch 9: 3%|▎ | 5/196 [00:09<06:17, 0.51it/s, v_num=5hej]Epoch 9: 3%|▎ | 6/196 [00:10<05:36, 0.56it/s, v_num=5hej]Epoch 9: 3%|▎ | 6/196 [00:10<05:36, 0.56it/s, v_num=5hej]Epoch 9: 4%|▎ | 7/196 [00:11<05:06, 0.62it/s, v_num=5hej]Epoch 9: 4%|▎ | 7/196 [00:11<05:06, 0.62it/s, v_num=5hej]Epoch 9: 4%|▍ | 8/196 [00:12<04:44, 0.66it/s, v_num=5hej]Epoch 9: 4%|▍ | 8/196 [00:12<04:44, 0.66it/s, v_num=5hej]Epoch 9: 5%|▍ | 9/196 [00:14<05:10, 0.60it/s, v_num=5hej]Epoch 9: 5%|▍ | 9/196 [00:14<05:10, 0.60it/s, v_num=5hej]Epoch 9: 5%|▌ | 10/196 [00:15<04:51, 0.64it/s, v_num=5hej]Epoch 9: 5%|▌ | 10/196 [00:15<04:51, 0.64it/s, v_num=5hej]Epoch 9: 6%|▌ | 11/196 [00:16<04:36, 0.67it/s, v_num=5hej]Epoch 9: 6%|▌ | 11/196 [00:16<04:36, 0.67it/s, v_num=5hej]Epoch 9: 6%|▌ | 12/196 [00:17<04:22, 0.70it/s, v_num=5hej]Epoch 9: 6%|▌ | 12/196 [00:17<04:22, 0.70it/s, v_num=5hej]Epoch 9: 7%|▋ | 13/196 [00:19<04:39, 0.65it/s, v_num=5hej]Epoch 9: 7%|▋ | 13/196 [00:19<04:40, 0.65it/s, v_num=5hej]Epoch 9: 7%|▋ | 14/196 [00:20<04:28, 0.68it/s, v_num=5hej]Epoch 9: 7%|▋ | 14/196 [00:20<04:28, 0.68it/s, v_num=5hej]Epoch 9: 8%|▊ | 15/196 [00:21<04:17, 0.70it/s, v_num=5hej]Epoch 9: 8%|▊ | 15/196 [00:21<04:17, 0.70it/s, v_num=5hej]Epoch 9: 8%|▊ | 16/196 [00:22<04:08, 0.72it/s, v_num=5hej]Epoch 9: 8%|▊ | 16/196 [00:22<04:08, 0.72it/s, v_num=5hej]Epoch 9: 9%|▊ | 17/196 [00:24<04:21, 0.68it/s, v_num=5hej]Epoch 9: 9%|▊ | 17/196 [00:24<04:21, 0.68it/s, v_num=5hej]Epoch 9: 9%|▉ | 18/196 [00:25<04:13, 0.70it/s, v_num=5hej]Epoch 9: 9%|▉ | 18/196 [00:25<04:13, 0.70it/s, v_num=5hej]Epoch 9: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 9: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 9: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 9: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 9: 11%|█ | 21/196 [00:29<04:09, 0.70it/s, v_num=5hej]Epoch 9: 11%|█ | 21/196 [00:29<04:09, 0.70it/s, v_num=5hej]Epoch 9: 11%|█ | 22/196 [00:30<04:02, 0.72it/s, v_num=5hej]Epoch 9: 11%|█ | 22/196 [00:30<04:02, 0.72it/s, v_num=5hej]Epoch 9: 12%|█▏ | 23/196 [00:31<03:56, 0.73it/s, v_num=5hej]Epoch 9: 12%|█▏ | 23/196 [00:31<03:56, 0.73it/s, v_num=5hej]Epoch 9: 12%|█▏ | 24/196 [00:32<03:50, 0.75it/s, v_num=5hej]Epoch 9: 12%|█▏ | 24/196 [00:32<03:50, 0.75it/s, v_num=5hej]Epoch 9: 13%|█▎ | 25/196 [00:35<03:59, 0.71it/s, v_num=5hej]Epoch 9: 13%|█▎ | 25/196 [00:35<03:59, 0.71it/s, v_num=5hej]Epoch 9: 13%|█▎ | 26/196 [00:35<03:53, 0.73it/s, v_num=5hej]Epoch 9: 13%|█▎ | 26/196 [00:35<03:53, 0.73it/s, v_num=5hej]Epoch 9: 14%|█▍ | 27/196 [00:36<03:48, 0.74it/s, v_num=5hej]Epoch 9: 14%|█▍ | 27/196 [00:36<03:48, 0.74it/s, v_num=5hej]Epoch 9: 14%|█▍ | 28/196 [00:37<03:43, 0.75it/s, v_num=5hej]Epoch 9: 14%|█▍ | 28/196 [00:37<03:43, 0.75it/s, v_num=5hej]Epoch 9: 15%|█▍ | 29/196 [00:40<03:50, 0.72it/s, v_num=5hej]Epoch 9: 15%|█▍ | 29/196 [00:40<03:50, 0.72it/s, v_num=5hej]Epoch 9: 15%|█▌ | 30/196 [00:40<03:45, 0.74it/s, v_num=5hej]Epoch 9: 15%|█▌ | 30/196 [00:40<03:45, 0.74it/s, v_num=5hej]Epoch 9: 16%|█▌ | 31/196 [00:41<03:41, 0.75it/s, v_num=5hej]Epoch 9: 16%|█▌ | 31/196 [00:41<03:41, 0.75it/s, v_num=5hej]Epoch 9: 16%|█▋ | 32/196 [00:42<03:36, 0.76it/s, v_num=5hej]Epoch 9: 16%|█▋ | 32/196 [00:42<03:36, 0.76it/s, v_num=5hej]Epoch 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[AEpoch 9: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 9: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 9: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 10: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 10: 1%| | 1/196 [00:04<15:37, 0.21it/s, v_num=5hej]Epoch 10: 1%| | 1/196 [00:04<15:37, 0.21it/s, v_num=5hej]Epoch 10: 1%| | 2/196 [00:05<08:57, 0.36it/s, v_num=5hej]Epoch 10: 1%| | 2/196 [00:05<08:57, 0.36it/s, v_num=5hej]Epoch 10: 2%|▏ | 3/196 [00:06<06:43, 0.48it/s, v_num=5hej]Epoch 10: 2%|▏ | 3/196 [00:06<06:43, 0.48it/s, v_num=5hej]Epoch 10: 2%|▏ | 4/196 [00:07<05:36, 0.57it/s, v_num=5hej]Epoch 10: 2%|▏ | 4/196 [00:07<05:36, 0.57it/s, v_num=5hej]Epoch 10: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 10: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 10: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 10: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 10: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 10: 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[AEpoch 10: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 10: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 10: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 11: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 11: 1%| | 1/196 [00:04<15:32, 0.21it/s, v_num=5hej]Epoch 11: 1%| | 1/196 [00:04<15:32, 0.21it/s, v_num=5hej]Epoch 11: 1%| | 2/196 [00:05<08:55, 0.36it/s, v_num=5hej]Epoch 11: 1%| | 2/196 [00:05<08:55, 0.36it/s, v_num=5hej]Epoch 11: 2%|▏ | 3/196 [00:06<06:42, 0.48it/s, v_num=5hej]Epoch 11: 2%|▏ | 3/196 [00:06<06:42, 0.48it/s, v_num=5hej]Epoch 11: 2%|▏ | 4/196 [00:06<05:35, 0.57it/s, v_num=5hej]Epoch 11: 2%|▏ | 4/196 [00:06<05:35, 0.57it/s, v_num=5hej]Epoch 11: 3%|▎ | 5/196 [00:09<06:09, 0.52it/s, v_num=5hej]Epoch 11: 3%|▎ | 5/196 [00:09<06:09, 0.52it/s, v_num=5hej]Epoch 11: 3%|▎ | 6/196 [00:10<05:29, 0.58it/s, v_num=5hej]Epoch 11: 3%|▎ | 6/196 [00:10<05:29, 0.58it/s, v_num=5hej]Epoch 11: 4%|▎ | 7/196 [00:11<05:00, 0.63it/s, v_num=5hej]Epoch 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v_num=5hej]Epoch 11: 12%|█▏ | 24/196 [00:31<03:48, 0.75it/s, v_num=5hej]Epoch 11: 13%|█▎ | 25/196 [00:34<03:56, 0.72it/s, v_num=5hej]Epoch 11: 13%|█▎ | 25/196 [00:34<03:56, 0.72it/s, v_num=5hej]Epoch 11: 13%|█▎ | 26/196 [00:35<03:51, 0.74it/s, v_num=5hej]Epoch 11: 13%|█▎ | 26/196 [00:35<03:51, 0.74it/s, v_num=5hej]Epoch 11: 14%|█▍ | 27/196 [00:36<03:45, 0.75it/s, v_num=5hej]Epoch 11: 14%|█▍ | 27/196 [00:36<03:45, 0.75it/s, v_num=5hej]Epoch 11: 14%|█▍ | 28/196 [00:36<03:40, 0.76it/s, v_num=5hej]Epoch 11: 14%|█▍ | 28/196 [00:36<03:40, 0.76it/s, v_num=5hej]Epoch 11: 15%|█▍ | 29/196 [00:39<03:48, 0.73it/s, v_num=5hej]Epoch 11: 15%|█▍ | 29/196 [00:39<03:48, 0.73it/s, v_num=5hej]Epoch 11: 15%|█▌ | 30/196 [00:40<03:43, 0.74it/s, v_num=5hej]Epoch 11: 15%|█▌ | 30/196 [00:40<03:43, 0.74it/s, v_num=5hej]Epoch 11: 16%|█▌ | 31/196 [00:41<03:39, 0.75it/s, v_num=5hej]Epoch 11: 16%|█▌ | 31/196 [00:41<03:39, 0.75it/s, v_num=5hej]Epoch 11: 16%|█▋ | 32/196 [00:41<03:34, 0.76it/s, v_num=5hej]Epoch 11: 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:02, 5.91it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.17it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.82it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.69it/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, 1.10it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.21it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:06<00:05, 1.32it/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, 1.04it/s][A
Validation DataLoader 0: 80%|████████ | 12/15 [00:10<00:02, 1.10it/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, 1.03it/s][A
[AEpoch 11: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 11: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 11: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 12: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 12: 1%| | 1/196 [00:04<15:30, 0.21it/s, v_num=5hej]Epoch 12: 1%| | 1/196 [00:04<15:31, 0.21it/s, v_num=5hej]Epoch 12: 1%| | 2/196 [00:05<08:54, 0.36it/s, v_num=5hej]Epoch 12: 1%| | 2/196 [00:05<08:54, 0.36it/s, v_num=5hej]Epoch 12: 2%|▏ | 3/196 [00:06<06:41, 0.48it/s, v_num=5hej]Epoch 12: 2%|▏ | 3/196 [00:06<06:41, 0.48it/s, v_num=5hej]Epoch 12: 2%|▏ | 4/196 [00:06<05:34, 0.57it/s, v_num=5hej]Epoch 12: 2%|▏ | 4/196 [00:06<05:34, 0.57it/s, v_num=5hej]Epoch 12: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=5hej]Epoch 12: 3%|▎ | 5/196 [00:09<06:10, 0.51it/s, v_num=5hej]Epoch 12: 3%|▎ | 6/196 [00:10<05:30, 0.57it/s, v_num=5hej]Epoch 12: 3%|▎ | 6/196 [00:10<05:30, 0.57it/s, v_num=5hej]Epoch 12: 4%|▎ | 7/196 [00:11<05:01, 0.63it/s, v_num=5hej]Epoch 12: 4%|▎ | 7/196 [00:11<05:01, 0.63it/s, v_num=5hej]Epoch 12: 4%|▍ | 8/196 [00:11<04:39, 0.67it/s, v_num=5hej]Epoch 12: 4%|▍ | 8/196 [00:11<04:39, 0.67it/s, v_num=5hej]Epoch 12: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=5hej]Epoch 12: 5%|▍ | 9/196 [00:14<05:05, 0.61it/s, v_num=5hej]Epoch 12: 5%|▌ | 10/196 [00:15<04:47, 0.65it/s, v_num=5hej]Epoch 12: 5%|▌ | 10/196 [00:15<04:47, 0.65it/s, v_num=5hej]Epoch 12: 6%|▌ | 11/196 [00:16<04:32, 0.68it/s, v_num=5hej]Epoch 12: 6%|▌ | 11/196 [00:16<04:32, 0.68it/s, v_num=5hej]Epoch 12: 6%|▌ | 12/196 [00:16<04:19, 0.71it/s, v_num=5hej]Epoch 12: 6%|▌ | 12/196 [00:16<04:19, 0.71it/s, v_num=5hej]Epoch 12: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=5hej]Epoch 12: 7%|▋ | 13/196 [00:19<04:36, 0.66it/s, v_num=5hej]Epoch 12: 7%|▋ | 14/196 [00:20<04:24, 0.69it/s, v_num=5hej]Epoch 12: 7%|▋ | 14/196 [00:20<04:24, 0.69it/s, v_num=5hej]Epoch 12: 8%|▊ | 15/196 [00:21<04:14, 0.71it/s, v_num=5hej]Epoch 12: 8%|▊ | 15/196 [00:21<04:14, 0.71it/s, v_num=5hej]Epoch 12: 8%|▊ | 16/196 [00:21<04:05, 0.73it/s, v_num=5hej]Epoch 12: 8%|▊ | 16/196 [00:21<04:05, 0.73it/s, v_num=5hej]Epoch 12: 9%|▊ | 17/196 [00:24<04:19, 0.69it/s, v_num=5hej]Epoch 12: 9%|▊ | 17/196 [00:24<04:19, 0.69it/s, v_num=5hej]Epoch 12: 9%|▉ | 18/196 [00:25<04:11, 0.71it/s, v_num=5hej]Epoch 12: 9%|▉ | 18/196 [00:25<04:11, 0.71it/s, v_num=5hej]Epoch 12: 10%|▉ | 19/196 [00:26<04:03, 0.73it/s, v_num=5hej]Epoch 12: 10%|▉ | 19/196 [00:26<04:03, 0.73it/s, v_num=5hej]Epoch 12: 10%|█ | 20/196 [00:26<03:56, 0.74it/s, v_num=5hej]Epoch 12: 10%|█ | 20/196 [00:26<03:56, 0.74it/s, v_num=5hej]Epoch 12: 11%|█ | 21/196 [00:29<04:06, 0.71it/s, v_num=5hej]Epoch 12: 11%|█ | 21/196 [00:29<04:06, 0.71it/s, v_num=5hej]Epoch 12: 11%|█ | 22/196 [00:30<03:59, 0.73it/s, v_num=5hej]Epoch 12: 11%|█ | 22/196 [00:30<03:59, 0.73it/s, v_num=5hej]Epoch 12: 12%|█▏ | 23/196 [00:31<03:53, 0.74it/s, v_num=5hej]Epoch 12: 12%|█▏ | 23/196 [00:31<03:53, 0.74it/s, v_num=5hej]Epoch 12: 12%|█▏ | 24/196 [00:31<03:48, 0.75it/s, v_num=5hej]Epoch 12: 12%|█▏ | 24/196 [00:31<03:48, 0.75it/s, v_num=5hej]Epoch 12: 13%|█▎ | 25/196 [00:34<03:56, 0.72it/s, v_num=5hej]Epoch 12: 13%|█▎ | 25/196 [00:34<03:56, 0.72it/s, v_num=5hej]Epoch 12: 13%|█▎ | 26/196 [00:35<03:50, 0.74it/s, v_num=5hej]Epoch 12: 13%|█▎ | 26/196 [00:35<03:50, 0.74it/s, v_num=5hej]Epoch 12: 14%|█▍ | 27/196 [00:36<03:45, 0.75it/s, v_num=5hej]Epoch 12: 14%|█▍ | 27/196 [00:36<03:45, 0.75it/s, v_num=5hej]Epoch 12: 14%|█▍ | 28/196 [00:36<03:40, 0.76it/s, v_num=5hej]Epoch 12: 14%|█▍ | 28/196 [00:36<03:40, 0.76it/s, v_num=5hej]Epoch 12: 15%|█▍ | 29/196 [00:39<03:47, 0.73it/s, v_num=5hej]Epoch 12: 15%|█▍ | 29/196 [00:39<03:47, 0.73it/s, v_num=5hej]Epoch 12: 15%|█▌ | 30/196 [00:40<03:43, 0.74it/s, v_num=5hej]Epoch 12: 15%|█▌ | 30/196 [00:40<03:43, 0.74it/s, v_num=5hej]Epoch 12: 16%|█▌ | 31/196 [00:41<03:38, 0.76it/s, v_num=5hej]Epoch 12: 16%|█▌ | 31/196 [00:41<03:38, 0.76it/s, v_num=5hej]Epoch 12: 16%|█▋ | 32/196 [00:41<03:34, 0.77it/s, v_num=5hej]Epoch 12: 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[AEpoch 12: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 12: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 12: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 13: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 13: 1%| | 1/196 [00:04<15:41, 0.21it/s, v_num=5hej]Epoch 13: 1%| | 1/196 [00:04<15:41, 0.21it/s, v_num=5hej]Epoch 13: 1%| | 2/196 [00:05<08:58, 0.36it/s, v_num=5hej]Epoch 13: 1%| | 2/196 [00:05<08:58, 0.36it/s, v_num=5hej]Epoch 13: 2%|▏ | 3/196 [00:06<06:44, 0.48it/s, v_num=5hej]Epoch 13: 2%|▏ | 3/196 [00:06<06:44, 0.48it/s, v_num=5hej]Epoch 13: 2%|▏ | 4/196 [00:07<05:37, 0.57it/s, v_num=5hej]Epoch 13: 2%|▏ | 4/196 [00:07<05:37, 0.57it/s, v_num=5hej]Epoch 13: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 13: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 13: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 13: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 13: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 0%| | 0/15 [00:00<?, ?it/s][A
Validation DataLoader 0: 7%|▋ | 1/15 [00:00<00:02, 5.89it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.26it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.88it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.73it/s][A
Validation DataLoader 0: 33%|███▎ | 5/15 [00:05<00:10, 0.99it/s][A
Validation DataLoader 0: 40%|████ | 6/15 [00:05<00:08, 1.12it/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, 1.34it/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, 0.98it/s][A
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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 13: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 13: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 13: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 14: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 14: 1%| | 1/196 [00:04<15:27, 0.21it/s, v_num=5hej]Epoch 14: 1%| | 1/196 [00:04<15:27, 0.21it/s, v_num=5hej]Epoch 14: 1%| | 2/196 [00:05<08:53, 0.36it/s, v_num=5hej]Epoch 14: 1%| | 2/196 [00:05<08:53, 0.36it/s, v_num=5hej]Epoch 14: 2%|▏ | 3/196 [00:06<06:40, 0.48it/s, v_num=5hej]Epoch 14: 2%|▏ | 3/196 [00:06<06:40, 0.48it/s, v_num=5hej]Epoch 14: 2%|▏ | 4/196 [00:06<05:33, 0.58it/s, v_num=5hej]Epoch 14: 2%|▏ | 4/196 [00:06<05:33, 0.58it/s, v_num=5hej]Epoch 14: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 14: 3%|▎ | 5/196 [00:09<06:14, 0.51it/s, v_num=5hej]Epoch 14: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 14: 3%|▎ | 6/196 [00:10<05:33, 0.57it/s, v_num=5hej]Epoch 14: 4%|▎ | 7/196 [00:11<05:04, 0.62it/s, v_num=5hej]Epoch 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.04it/s][A
[AEpoch 14: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 14: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 14: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 15: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 15: 1%| | 1/196 [00:04<15:45, 0.21it/s, v_num=5hej]Epoch 15: 1%| | 1/196 [00:04<15:45, 0.21it/s, v_num=5hej]Epoch 15: 1%| | 2/196 [00:05<09:00, 0.36it/s, v_num=5hej]Epoch 15: 1%| | 2/196 [00:05<09:00, 0.36it/s, v_num=5hej]Epoch 15: 2%|▏ | 3/196 [00:06<06:45, 0.48it/s, v_num=5hej]Epoch 15: 2%|▏ | 3/196 [00:06<06:45, 0.48it/s, v_num=5hej]Epoch 15: 2%|▏ | 4/196 [00:07<05:37, 0.57it/s, v_num=5hej]Epoch 15: 2%|▏ | 4/196 [00:07<05:37, 0.57it/s, v_num=5hej]Epoch 15: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=5hej]Epoch 15: 3%|▎ | 5/196 [00:09<06:13, 0.51it/s, v_num=5hej]Epoch 15: 3%|▎ | 6/196 [00:10<05:32, 0.57it/s, v_num=5hej]Epoch 15: 3%|▎ | 6/196 [00:10<05:32, 0.57it/s, v_num=5hej]Epoch 15: 4%|▎ | 7/196 [00:11<05:03, 0.62it/s, v_num=5hej]Epoch 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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.03it/s][A
[AEpoch 15: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 15: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 15: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 16: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 16: 1%| | 1/196 [00:04<15:30, 0.21it/s, v_num=5hej]Epoch 16: 1%| | 1/196 [00:04<15:31, 0.21it/s, v_num=5hej]Epoch 16: 1%| | 2/196 [00:05<08:54, 0.36it/s, v_num=5hej]Epoch 16: 1%| | 2/196 [00:05<08:54, 0.36it/s, v_num=5hej]Epoch 16: 2%|▏ | 3/196 [00:06<06:41, 0.48it/s, v_num=5hej]Epoch 16: 2%|▏ | 3/196 [00:06<06:41, 0.48it/s, v_num=5hej]Epoch 16: 2%|▏ | 4/196 [00:06<05:34, 0.57it/s, v_num=5hej]Epoch 16: 2%|▏ | 4/196 [00:06<05:34, 0.57it/s, v_num=5hej]Epoch 16: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=5hej]Epoch 16: 3%|▎ | 5/196 [00:09<06:10, 0.52it/s, v_num=5hej]Epoch 16: 3%|▎ | 6/196 [00:10<05:30, 0.58it/s, v_num=5hej]Epoch 16: 3%|▎ | 6/196 [00:10<05:30, 0.57it/s, v_num=5hej]Epoch 16: 4%|▎ | 7/196 [00:11<05:01, 0.63it/s, v_num=5hej]Epoch 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16: 8%|▊ | 16/196 [00:21<04:05, 0.73it/s, v_num=5hej]Epoch 16: 8%|▊ | 16/196 [00:21<04:05, 0.73it/s, v_num=5hej]Epoch 16: 9%|▊ | 17/196 [00:24<04:19, 0.69it/s, v_num=5hej]Epoch 16: 9%|▊ | 17/196 [00:24<04:19, 0.69it/s, v_num=5hej]Epoch 16: 9%|▉ | 18/196 [00:25<04:10, 0.71it/s, v_num=5hej]Epoch 16: 9%|▉ | 18/196 [00:25<04:10, 0.71it/s, v_num=5hej]Epoch 16: 10%|▉ | 19/196 [00:26<04:02, 0.73it/s, v_num=5hej]Epoch 16: 10%|▉ | 19/196 [00:26<04:02, 0.73it/s, v_num=5hej]Epoch 16: 10%|█ | 20/196 [00:26<03:55, 0.75it/s, v_num=5hej]Epoch 16: 10%|█ | 20/196 [00:26<03:55, 0.75it/s, v_num=5hej]Epoch 16: 11%|█ | 21/196 [00:29<04:06, 0.71it/s, v_num=5hej]Epoch 16: 11%|█ | 21/196 [00:29<04:06, 0.71it/s, v_num=5hej]Epoch 16: 11%|█ | 22/196 [00:30<03:59, 0.73it/s, v_num=5hej]Epoch 16: 11%|█ | 22/196 [00:30<03:59, 0.73it/s, v_num=5hej]Epoch 16: 12%|█▏ | 23/196 [00:31<03:53, 0.74it/s, v_num=5hej]Epoch 16: 12%|█▏ | 23/196 [00:31<03:53, 0.74it/s, v_num=5hej]Epoch 16: 12%|█▏ | 24/196 [00:31<03:47, 0.76it/s, v_num=5hej]Epoch 16: 12%|█▏ | 24/196 [00:31<03:47, 0.76it/s, v_num=5hej]Epoch 16: 13%|█▎ | 25/196 [00:34<03:56, 0.72it/s, v_num=5hej]Epoch 16: 13%|█▎ | 25/196 [00:34<03:56, 0.72it/s, v_num=5hej]Epoch 16: 13%|█▎ | 26/196 [00:35<03:50, 0.74it/s, v_num=5hej]Epoch 16: 13%|█▎ | 26/196 [00:35<03:50, 0.74it/s, v_num=5hej]Epoch 16: 14%|█▍ | 27/196 [00:35<03:45, 0.75it/s, v_num=5hej]Epoch 16: 14%|█▍ | 27/196 [00:35<03:45, 0.75it/s, v_num=5hej]Epoch 16: 14%|█▍ | 28/196 [00:36<03:40, 0.76it/s, v_num=5hej]Epoch 16: 14%|█▍ | 28/196 [00:36<03:40, 0.76it/s, v_num=5hej]Epoch 16: 15%|█▍ | 29/196 [00:39<03:47, 0.74it/s, v_num=5hej]Epoch 16: 15%|█▍ | 29/196 [00:39<03:47, 0.74it/s, v_num=5hej]Epoch 16: 15%|█▌ | 30/196 [00:40<03:42, 0.75it/s, v_num=5hej]Epoch 16: 15%|█▌ | 30/196 [00:40<03:42, 0.75it/s, v_num=5hej]Epoch 16: 16%|█▌ | 31/196 [00:40<03:37, 0.76it/s, v_num=5hej]Epoch 16: 16%|█▌ | 31/196 [00:40<03:37, 0.76it/s, v_num=5hej]Epoch 16: 16%|█▋ | 32/196 [00:41<03:33, 0.77it/s, v_num=5hej]Epoch 16: 16%|█▋ | 32/196 [00:41<03:33, 0.77it/s, v_num=5hej]Epoch 16: 17%|█▋ | 33/196 [00:44<03:39, 0.74it/s, v_num=5hej]Epoch 16: 17%|█▋ | 33/196 [00:44<03:39, 0.74it/s, v_num=5hej]Epoch 16: 17%|█▋ | 34/196 [00:45<03:35, 0.75it/s, v_num=5hej]Epoch 16: 17%|█▋ | 34/196 [00:45<03:35, 0.75it/s, v_num=5hej]Epoch 16: 18%|█▊ | 35/196 [00:45<03:31, 0.76it/s, v_num=5hej]Epoch 16: 18%|█▊ | 35/196 [00:45<03:31, 0.76it/s, v_num=5hej]Epoch 16: 18%|█▊ | 36/196 [00:46<03:27, 0.77it/s, v_num=5hej]Epoch 16: 18%|█▊ | 36/196 [00:46<03:27, 0.77it/s, v_num=5hej]Epoch 16: 19%|█▉ | 37/196 [00:49<03:32, 0.75it/s, v_num=5hej]Epoch 16: 19%|█▉ | 37/196 [00:49<03:32, 0.75it/s, v_num=5hej]Epoch 16: 19%|█▉ | 38/196 [00:50<03:28, 0.76it/s, v_num=5hej]Epoch 16: 19%|█▉ | 38/196 [00:50<03:28, 0.76it/s, v_num=5hej]Epoch 16: 20%|█▉ | 39/196 [00:50<03:25, 0.77it/s, v_num=5hej]Epoch 16: 20%|█▉ | 39/196 [00:50<03:25, 0.77it/s, v_num=5hej]Epoch 16: 20%|██ | 40/196 [00:51<03:21, 0.77it/s, v_num=5hej]Epoch 16: 20%|██ | 40/196 [00:51<03:21, 0.77it/s, v_num=5hej]Epoch 16: 21%|██ | 41/196 [00:54<03:26, 0.75it/s, v_num=5hej]Epoch 16: 21%|██ | 41/196 [00:54<03:26, 0.75it/s, v_num=5hej]Epoch 16: 21%|██▏ | 42/196 [00:55<03:23, 0.76it/s, v_num=5hej]Epoch 16: 21%|██▏ | 42/196 [00:55<03:23, 0.76it/s, v_num=5hej]Epoch 16: 22%|██▏ | 43/196 [00:56<03:19, 0.77it/s, v_num=5hej]Epoch 16: 22%|██▏ | 43/196 [00:56<03:19, 0.77it/s, v_num=5hej]Epoch 16: 22%|██▏ | 44/196 [00:56<03:16, 0.77it/s, v_num=5hej]Epoch 16: 22%|██▏ | 44/196 [00:56<03:16, 0.77it/s, v_num=5hej]Epoch 16: 23%|██▎ | 45/196 [00:59<03:19, 0.76it/s, v_num=5hej]Epoch 16: 23%|██▎ | 45/196 [00:59<03:19, 0.76it/s, v_num=5hej]Epoch 16: 23%|██▎ | 46/196 [01:00<03:16, 0.76it/s, v_num=5hej]Epoch 16: 23%|██▎ | 46/196 [01:00<03:16, 0.76it/s, v_num=5hej]Epoch 16: 24%|██▍ | 47/196 [01:01<03:13, 0.77it/s, v_num=5hej]Epoch 16: 24%|██▍ | 47/196 [01:01<03:13, 0.77it/s, v_num=5hej]Epoch 16: 24%|██▍ | 48/196 [01:01<03:10, 0.78it/s, v_num=5hej]Epoch 16: 24%|██▍ | 48/196 [01:01<03:10, 0.78it/s, v_num=5hej]Epoch 16: 25%|██▌ | 49/196 [01:04<03:13, 0.76it/s, v_num=5hej]Epoch 16: 25%|██▌ | 49/196 [01:04<03:13, 0.76it/s, v_num=5hej]Epoch 16: 26%|██▌ | 50/196 [01:05<03:10, 0.77it/s, v_num=5hej]Epoch 16: 26%|██▌ | 50/196 [01:05<03:10, 0.77it/s, v_num=5hej]Epoch 16: 26%|██▌ | 51/196 [01:05<03:07, 0.77it/s, v_num=5hej]Epoch 16: 26%|██▌ | 51/196 [01:05<03:07, 0.77it/s, v_num=5hej]Epoch 16: 27%|██▋ | 52/196 [01:06<03:04, 0.78it/s, v_num=5hej]Epoch 16: 27%|██▋ | 52/196 [01:06<03:04, 0.78it/s, v_num=5hej]Epoch 16: 27%|██▋ | 53/196 [01:09<03:07, 0.76it/s, v_num=5hej]Epoch 16: 27%|██▋ | 53/196 [01:09<03:07, 0.76it/s, v_num=5hej]Epoch 16: 28%|██▊ | 54/196 [01:10<03:04, 0.77it/s, v_num=5hej]Epoch 16: 28%|██▊ | 54/196 [01:10<03:04, 0.77it/s, v_num=5hej]Epoch 16: 28%|██▊ | 55/196 [01:11<03:02, 0.77it/s, v_num=5hej]Epoch 16: 28%|██▊ | 55/196 [01:11<03:02, 0.77it/s, v_num=5hej]Epoch 16: 29%|██▊ | 56/196 [01:11<02:59, 0.78it/s, v_num=5hej]Epoch 16: 29%|██▊ | 56/196 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v_num=5hej]Epoch 16: 94%|█████████▍| 185/196 [03:54<00:13, 0.79it/s, v_num=5hej]Epoch 16: 94%|█████████▍| 185/196 [03:54<00:13, 0.79it/s, v_num=5hej]Epoch 16: 95%|█████████▍| 186/196 [03:54<00:12, 0.79it/s, v_num=5hej]Epoch 16: 95%|█████████▍| 186/196 [03:54<00:12, 0.79it/s, v_num=5hej]Epoch 16: 95%|█████████▌| 187/196 [03:55<00:11, 0.79it/s, v_num=5hej]Epoch 16: 95%|█████████▌| 187/196 [03:55<00:11, 0.79it/s, v_num=5hej]Epoch 16: 96%|█████████▌| 188/196 [03:56<00:10, 0.80it/s, v_num=5hej]Epoch 16: 96%|█████████▌| 188/196 [03:56<00:10, 0.80it/s, v_num=5hej]Epoch 16: 96%|█████████▋| 189/196 [03:59<00:08, 0.79it/s, v_num=5hej]Epoch 16: 96%|█████████▋| 189/196 [03:59<00:08, 0.79it/s, v_num=5hej]Epoch 16: 97%|█████████▋| 190/196 [03:59<00:07, 0.79it/s, v_num=5hej]Epoch 16: 97%|█████████▋| 190/196 [03:59<00:07, 0.79it/s, v_num=5hej]Epoch 16: 97%|█████████▋| 191/196 [04:00<00:06, 0.79it/s, v_num=5hej]Epoch 16: 97%|█████████▋| 191/196 [04:00<00:06, 0.79it/s, v_num=5hej]Epoch 16: 98%|█████████▊| 192/196 [04:01<00:05, 0.80it/s, v_num=5hej]Epoch 16: 98%|█████████▊| 192/196 [04:01<00:05, 0.80it/s, v_num=5hej]Epoch 16: 98%|█████████▊| 193/196 [04:03<00:03, 0.79it/s, v_num=5hej]Epoch 16: 98%|█████████▊| 193/196 [04:03<00:03, 0.79it/s, v_num=5hej]Epoch 16: 99%|█████████▉| 194/196 [04:04<00:02, 0.79it/s, v_num=5hej]Epoch 16: 99%|█████████▉| 194/196 [04:04<00:02, 0.79it/s, v_num=5hej]Epoch 16: 99%|█████████▉| 195/196 [04:04<00:01, 0.80it/s, v_num=5hej]Epoch 16: 99%|█████████▉| 195/196 [04:04<00:01, 0.80it/s, v_num=5hej]Epoch 16: 100%|██████████| 196/196 [04:05<00:00, 0.80it/s, v_num=5hej]Epoch 16: 100%|██████████| 196/196 [04:05<00:00, 0.80it/s, v_num=5hej]
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<00:02, 5.86it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.16it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.84it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.69it/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, 1.11it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.23it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:05<00:05, 1.33it/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, 0.98it/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, 1.11it/s][A
Validation DataLoader 0: 87%|████████▋ | 13/15 [00:14<00:02, 0.90it/s][A
Validation DataLoader 0: 93%|█████████▎| 14/15 [00:14<00:01, 0.95it/s][A
Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.02it/s][A
[AEpoch 16: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 16: 100%|██████████| 196/196 [04:24<00:00, 0.74it/s, v_num=5hej]Epoch 16: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 17: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 17: 1%| | 1/196 [00:04<15:49, 0.21it/s, v_num=5hej]Epoch 17: 1%| | 1/196 [00:04<15:49, 0.21it/s, v_num=5hej]Epoch 17: 1%| | 2/196 [00:05<09:02, 0.36it/s, v_num=5hej]Epoch 17: 1%| | 2/196 [00:05<09:02, 0.36it/s, v_num=5hej]Epoch 17: 2%|▏ | 3/196 [00:06<06:46, 0.47it/s, v_num=5hej]Epoch 17: 2%|▏ | 3/196 [00:06<06:46, 0.47it/s, v_num=5hej]Epoch 17: 2%|▏ | 4/196 [00:07<05:38, 0.57it/s, v_num=5hej]Epoch 17: 2%|▏ | 4/196 [00:07<05:38, 0.57it/s, v_num=5hej]Epoch 17: 3%|▎ | 5/196 [00:09<06:15, 0.51it/s, v_num=5hej]Epoch 17: 3%|▎ | 5/196 [00:09<06:15, 0.51it/s, v_num=5hej]Epoch 17: 3%|▎ | 6/196 [00:10<05:34, 0.57it/s, v_num=5hej]Epoch 17: 3%|▎ | 6/196 [00:10<05:34, 0.57it/s, v_num=5hej]Epoch 17: 4%|▎ | 7/196 [00:11<05:05, 0.62it/s, v_num=5hej]Epoch 17: 4%|▎ | 7/196 [00:11<05:05, 0.62it/s, v_num=5hej]Epoch 17: 4%|▍ | 8/196 [00:12<04:42, 0.66it/s, v_num=5hej]Epoch 17: 4%|▍ | 8/196 [00:12<04:42, 0.66it/s, v_num=5hej]Epoch 17: 5%|▍ | 9/196 [00:14<05:07, 0.61it/s, v_num=5hej]Epoch 17: 5%|▍ | 9/196 [00:14<05:07, 0.61it/s, v_num=5hej]Epoch 17: 5%|▌ | 10/196 [00:15<04:48, 0.64it/s, v_num=5hej]Epoch 17: 5%|▌ | 10/196 [00:15<04:49, 0.64it/s, v_num=5hej]Epoch 17: 6%|▌ | 11/196 [00:16<04:33, 0.68it/s, v_num=5hej]Epoch 17: 6%|▌ | 11/196 [00:16<04:33, 0.68it/s, v_num=5hej]Epoch 17: 6%|▌ | 12/196 [00:17<04:20, 0.71it/s, v_num=5hej]Epoch 17: 6%|▌ | 12/196 [00:17<04:20, 0.71it/s, v_num=5hej]Epoch 17: 7%|▋ | 13/196 [00:19<04:39, 0.66it/s, v_num=5hej]Epoch 17: 7%|▋ | 13/196 [00:19<04:39, 0.66it/s, v_num=5hej]Epoch 17: 7%|▋ | 14/196 [00:20<04:27, 0.68it/s, v_num=5hej]Epoch 17: 7%|▋ | 14/196 [00:20<04:27, 0.68it/s, v_num=5hej]Epoch 17: 8%|▊ | 15/196 [00:21<04:16, 0.70it/s, v_num=5hej]Epoch 17: 8%|▊ | 15/196 [00:21<04:16, 0.70it/s, v_num=5hej]Epoch 17: 8%|▊ | 16/196 [00:22<04:07, 0.73it/s, v_num=5hej]Epoch 17: 8%|▊ | 16/196 [00:22<04:07, 0.73it/s, v_num=5hej]Epoch 17: 9%|▊ | 17/196 [00:24<04:21, 0.68it/s, v_num=5hej]Epoch 17: 9%|▊ | 17/196 [00:24<04:21, 0.68it/s, v_num=5hej]Epoch 17: 9%|▉ | 18/196 [00:25<04:12, 0.70it/s, v_num=5hej]Epoch 17: 9%|▉ | 18/196 [00:25<04:12, 0.70it/s, v_num=5hej]Epoch 17: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 17: 10%|▉ | 19/196 [00:26<04:05, 0.72it/s, v_num=5hej]Epoch 17: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 17: 10%|█ | 20/196 [00:27<03:58, 0.74it/s, v_num=5hej]Epoch 17: 11%|█ | 21/196 [00:29<04:09, 0.70it/s, v_num=5hej]Epoch 17: 11%|█ | 21/196 [00:29<04:09, 0.70it/s, v_num=5hej]Epoch 17: 11%|█ | 22/196 [00:30<04:02, 0.72it/s, v_num=5hej]Epoch 17: 11%|█ | 22/196 [00:30<04:02, 0.72it/s, v_num=5hej]Epoch 17: 12%|█▏ | 23/196 [00:31<03:56, 0.73it/s, v_num=5hej]Epoch 17: 12%|█▏ | 23/196 [00:31<03:56, 0.73it/s, v_num=5hej]Epoch 17: 12%|█▏ | 24/196 [00:32<03:50, 0.75it/s, v_num=5hej]Epoch 17: 12%|█▏ | 24/196 [00:32<03:50, 0.75it/s, v_num=5hej]Epoch 17: 13%|█▎ | 25/196 [00:34<03:58, 0.72it/s, v_num=5hej]Epoch 17: 13%|█▎ | 25/196 [00:34<03:58, 0.72it/s, v_num=5hej]Epoch 17: 13%|█▎ | 26/196 [00:35<03:52, 0.73it/s, v_num=5hej]Epoch 17: 13%|█▎ | 26/196 [00:35<03:52, 0.73it/s, v_num=5hej]Epoch 17: 14%|█▍ | 27/196 [00:36<03:47, 0.74it/s, v_num=5hej]Epoch 17: 14%|█▍ | 27/196 [00:36<03:47, 0.74it/s, v_num=5hej]Epoch 17: 14%|█▍ | 28/196 [00:37<03:42, 0.75it/s, v_num=5hej]Epoch 17: 14%|█▍ | 28/196 [00:37<03:42, 0.75it/s, v_num=5hej]Epoch 17: 15%|█▍ | 29/196 [00:39<03:50, 0.73it/s, v_num=5hej]Epoch 17: 15%|█▍ | 29/196 [00:39<03:50, 0.73it/s, v_num=5hej]Epoch 17: 15%|█▌ | 30/196 [00:40<03:45, 0.74it/s, v_num=5hej]Epoch 17: 15%|█▌ | 30/196 [00:40<03:45, 0.74it/s, v_num=5hej]Epoch 17: 16%|█▌ | 31/196 [00:41<03:40, 0.75it/s, v_num=5hej]Epoch 17: 16%|█▌ | 31/196 [00:41<03:40, 0.75it/s, v_num=5hej]Epoch 17: 16%|█▋ | 32/196 [00:42<03:35, 0.76it/s, v_num=5hej]Epoch 17: 16%|█▋ | 32/196 [00:42<03:36, 0.76it/s, v_num=5hej]Epoch 17: 17%|█▋ | 33/196 [00:44<03:42, 0.73it/s, v_num=5hej]Epoch 17: 17%|█▋ | 33/196 [00:44<03:42, 0.73it/s, v_num=5hej]Epoch 17: 17%|█▋ | 34/196 [00:45<03:37, 0.74it/s, v_num=5hej]Epoch 17: 17%|█▋ | 34/196 [00:45<03:37, 0.74it/s, v_num=5hej]Epoch 17: 18%|█▊ | 35/196 [00:46<03:33, 0.75it/s, v_num=5hej]Epoch 17: 18%|█▊ | 35/196 [00:46<03:33, 0.75it/s, v_num=5hej]Epoch 17: 18%|█▊ | 36/196 [00:47<03:29, 0.76it/s, v_num=5hej]Epoch 17: 18%|█▊ | 36/196 [00:47<03:29, 0.76it/s, v_num=5hej]Epoch 17: 19%|█▉ | 37/196 [00:50<03:35, 0.74it/s, v_num=5hej]Epoch 17: 19%|█▉ | 37/196 [00:50<03:35, 0.74it/s, v_num=5hej]Epoch 17: 19%|█▉ | 38/196 [00:50<03:31, 0.75it/s, v_num=5hej]Epoch 17: 19%|█▉ | 38/196 [00:50<03:31, 0.75it/s, v_num=5hej]Epoch 17: 20%|█▉ | 39/196 [00:51<03:28, 0.75it/s, v_num=5hej]Epoch 17: 20%|█▉ | 39/196 [00:51<03:28, 0.75it/s, v_num=5hej]Epoch 17: 20%|██ | 40/196 [00:52<03:24, 0.76it/s, v_num=5hej]Epoch 17: 20%|██ | 40/196 [00:52<03:24, 0.76it/s, v_num=5hej]Epoch 17: 21%|██ | 41/196 [00:55<03:29, 0.74it/s, v_num=5hej]Epoch 17: 21%|██ | 41/196 [00:55<03:29, 0.74it/s, v_num=5hej]Epoch 17: 21%|██▏ | 42/196 [00:56<03:26, 0.75it/s, v_num=5hej]Epoch 17: 21%|██▏ | 42/196 [00:56<03:26, 0.75it/s, v_num=5hej]Epoch 17: 22%|██▏ | 43/196 [00:56<03:22, 0.76it/s, v_num=5hej]Epoch 17: 22%|██▏ | 43/196 [00:56<03:22, 0.76it/s, v_num=5hej]Epoch 17: 22%|██▏ | 44/196 [00:57<03:19, 0.76it/s, v_num=5hej]Epoch 17: 22%|██▏ | 44/196 [00:57<03:19, 0.76it/s, v_num=5hej]Epoch 17: 23%|██▎ | 45/196 [01:00<03:23, 0.74it/s, v_num=5hej]Epoch 17: 23%|██▎ | 45/196 [01:00<03:23, 0.74it/s, v_num=5hej]Epoch 17: 23%|██▎ | 46/196 [01:01<03:19, 0.75it/s, v_num=5hej]Epoch 17: 23%|██▎ | 46/196 [01:01<03:19, 0.75it/s, v_num=5hej]Epoch 17: 24%|██▍ | 47/196 [01:02<03:16, 0.76it/s, v_num=5hej]Epoch 17: 24%|██▍ | 47/196 [01:02<03:16, 0.76it/s, v_num=5hej]Epoch 17: 24%|██▍ | 48/196 [01:02<03:13, 0.76it/s, v_num=5hej]Epoch 17: 24%|██▍ | 48/196 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Validation: | | 0/? [00:00<?, ?it/s][A
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Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.18it/s][A
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Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.68it/s][A
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Validation DataLoader 0: 100%|██████████| 15/15 [00:14<00:00, 1.03it/s][A
[AEpoch 17: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 17: 100%|██████████| 196/196 [04:25<00:00, 0.74it/s, v_num=5hej]Epoch 17: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 18: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 18: 1%| | 1/196 [00:04<15:55, 0.20it/s, v_num=5hej]Epoch 18: 1%| | 1/196 [00:04<15:56, 0.20it/s, v_num=5hej]Epoch 18: 1%| | 2/196 [00:05<09:05, 0.36it/s, v_num=5hej]Epoch 18: 1%| | 2/196 [00:05<09:06, 0.36it/s, v_num=5hej]Epoch 18: 2%|▏ | 3/196 [00:06<06:49, 0.47it/s, v_num=5hej]Epoch 18: 2%|▏ | 3/196 [00:06<06:50, 0.47it/s, v_num=5hej]Epoch 18: 2%|▏ | 4/196 [00:07<05:41, 0.56it/s, v_num=5hej]Epoch 18: 2%|▏ | 4/196 [00:07<05:41, 0.56it/s, v_num=5hej]Epoch 18: 3%|▎ | 5/196 [00:09<06:18, 0.50it/s, v_num=5hej]Epoch 18: 3%|▎ | 5/196 [00:09<06:18, 0.50it/s, v_num=5hej]Epoch 18: 3%|▎ | 6/196 [00:10<05:36, 0.56it/s, v_num=5hej]Epoch 18: 3%|▎ | 6/196 [00:10<05:36, 0.56it/s, v_num=5hej]Epoch 18: 4%|▎ | 7/196 [00:11<05:07, 0.62it/s, v_num=5hej]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<00:02, 5.63it/s][A
Validation DataLoader 0: 13%|█▎ | 2/15 [00:00<00:03, 4.19it/s][A
Validation DataLoader 0: 20%|██ | 3/15 [00:00<00:03, 3.83it/s][A
Validation DataLoader 0: 27%|██▋ | 4/15 [00:01<00:02, 3.67it/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, 1.11it/s][A
Validation DataLoader 0: 47%|████▋ | 7/15 [00:05<00:06, 1.22it/s][A
Validation DataLoader 0: 53%|█████▎ | 8/15 [00:06<00:05, 1.33it/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, 0.97it/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, 1.10it/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 18: 100%|██████████| 196/196 [04:27<00:00, 0.73it/s, v_num=5hej]Epoch 18: 100%|██████████| 196/196 [04:27<00:00, 0.73it/s, v_num=5hej]Epoch 18: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej] Epoch 19: 0%| | 0/196 [00:00<?, ?it/s, v_num=5hej]Epoch 19: 1%| | 1/196 [00:04<15:25, 0.21it/s, v_num=5hej]Epoch 19: 1%| | 1/196 [00:04<15:25, 0.21it/s, v_num=5hej]Epoch 19: 1%| | 2/196 [00:05<08:51, 0.36it/s, v_num=5hej]Epoch 19: 1%| | 2/196 [00:05<08:52, 0.36it/s, v_num=5hej]Epoch 19: 2%|▏ | 3/196 [00:06<06:39, 0.48it/s, v_num=5hej]Epoch 19: 2%|▏ | 3/196 [00:06<06:39, 0.48it/s, v_num=5hej]Epoch 19: 2%|▏ | 4/196 [00:06<05:33, 0.58it/s, v_num=5hej]Epoch 19: 2%|▏ | 4/196 [00:06<05:33, 0.58it/s, v_num=5hej]Epoch 19: 3%|▎ | 5/196 [00:09<06:18, 0.50it/s, v_num=5hej]Epoch 19: 3%|▎ | 5/196 [00:09<06:18, 0.50it/s, v_num=5hej]Epoch 19: 3%|▎ | 6/196 [00:10<05:37, 0.56it/s, v_num=5hej]Epoch 19: 3%|▎ | 6/196 [00:10<05:37, 0.56it/s, v_num=5hej]Epoch 19: 4%|▎ | 7/196 [00:11<05:07, 0.61it/s, v_num=5hej]Epoch 19: 4%|▎ | 7/196 [00:11<05:07, 0.61it/s, v_num=5hej]Epoch 19: 4%|▍ | 8/196 [00:12<04:44, 0.66it/s, v_num=5hej]Epoch 19: 4%|▍ | 8/196 [00:12<04:44, 0.66it/s, v_num=5hej]Epoch 19: 5%|▍ | 9/196 [00:14<05:11, 0.60it/s, v_num=5hej]Epoch 19: 5%|▍ | 9/196 [00:14<05:11, 0.60it/s, v_num=5hej]Epoch 19: 5%|▌ | 10/196 [00:15<04:52, 0.64it/s, v_num=5hej]Epoch 19: 5%|▌ | 10/196 [00:15<04:52, 0.64it/s, v_num=5hej]Epoch 19: 6%|▌ | 11/196 [00:16<04:36, 0.67it/s, v_num=5hej]Epoch 19: 6%|▌ | 11/196 [00:16<04:36, 0.67it/s, v_num=5hej]Epoch 19: 6%|▌ | 12/196 [00:17<04:23, 0.70it/s, v_num=5hej]Epoch 19: 6%|▌ | 12/196 [00:17<04:23, 0.70it/s, v_num=5hej]Epoch 19: 7%|▋ | 13/196 [00:20<04:41, 0.65it/s, v_num=5hej]Epoch 19: 7%|▋ | 13/196 [00:20<04:41, 0.65it/s, v_num=5hej]Epoch 19: 7%|▋ | 14/196 [00:20<04:30, 0.67it/s, v_num=5hej]Epoch 19: 7%|▋ | 14/196 [00:20<04:30, 0.67it/s, v_num=5hej]Epoch 19: 8%|▊ | 15/196 [00:21<04:19, 0.70it/s, v_num=5hej]Epoch 19: 8%|▊ | 15/196 [00:21<04:19, 0.70it/s, v_num=5hej]Epoch 19: 8%|▊ | 16/196 [00:22<04:10, 0.72it/s, v_num=5hej]Epoch 19: 8%|▊ | 16/196 [00:22<04:10, 0.72it/s, v_num=5hej]Epoch 19: 9%|▊ | 17/196 [00:25<04:23, 0.68it/s, v_num=5hej]Epoch 19: 9%|▊ | 17/196 [00:25<04:23, 0.68it/s, v_num=5hej]Epoch 19: 9%|▉ | 18/196 [00:25<04:14, 0.70it/s, v_num=5hej]Epoch 19: 9%|▉ | 18/196 [00:25<04:14, 0.70it/s, v_num=5hej]Epoch 19: 10%|▉ | 19/196 [00:26<04:06, 0.72it/s, v_num=5hej]Epoch 19: 10%|▉ | 19/196 [00:26<04:06, 0.72it/s, v_num=5hej]Epoch 19: 10%|█ | 20/196 [00:27<03:59, 0.73it/s, v_num=5hej]Epoch 19: 10%|█ | 20/196 [00:27<03:59, 0.73it/s, v_num=5hej]Epoch 19: 11%|█ | 21/196 [00:30<04:10, 0.70it/s, v_num=5hej]Epoch 19: 11%|█ | 21/196 [00:30<04:10, 0.70it/s, v_num=5hej]Epoch 19: 11%|█ | 22/196 [00:30<04:03, 0.71it/s, v_num=5hej]Epoch 19: 11%|█ | 22/196 [00:30<04:03, 0.71it/s, v_num=5hej]Epoch 19: 12%|█▏ | 23/196 [00:31<03:57, 0.73it/s, v_num=5hej]Epoch 19: 12%|█▏ | 23/196 [00:31<03:57, 0.73it/s, v_num=5hej]Epoch 19: 12%|█▏ | 24/196 [00:32<03:51, 0.74it/s, v_num=5hej]Epoch 19: 12%|█▏ | 24/196 [00:32<03:51, 0.74it/s, v_num=5hej]Epoch 19: 13%|█▎ | 25/196 [00:35<04:00, 0.71it/s, v_num=5hej]Epoch 19: 13%|█▎ | 25/196 [00:35<04:00, 0.71it/s, v_num=5hej]Epoch 19: 13%|█▎ | 26/196 [00:35<03:54, 0.72it/s, v_num=5hej]Epoch 19: 13%|█▎ | 26/196 [00:35<03:54, 0.72it/s, v_num=5hej]Epoch 19: 14%|█▍ | 27/196 [00:36<03:49, 0.74it/s, v_num=5hej]Epoch 19: 14%|█▍ | 27/196 [00:36<03:49, 0.74it/s, v_num=5hej]Epoch 19: 14%|█▍ | 28/196 [00:37<03:44, 0.75it/s, v_num=5hej]Epoch 19: 14%|█▍ | 28/196 [00:37<03:44, 0.75it/s, v_num=5hej]Epoch 19: 15%|█▍ | 29/196 [00:40<03:51, 0.72it/s, v_num=5hej]Epoch 19: 15%|█▍ | 29/196 [00:40<03:51, 0.72it/s, v_num=5hej]Epoch 19: 15%|█▌ | 30/196 [00:40<03:46, 0.73it/s, v_num=5hej]Epoch 19: 15%|█▌ | 30/196 [00:40<03:46, 0.73it/s, v_num=5hej]Epoch 19: 16%|█▌ | 31/196 [00:41<03:41, 0.74it/s, v_num=5hej]Epoch 19: 16%|█▌ | 31/196 [00:41<03:41, 0.74it/s, v_num=5hej]Epoch 19: 16%|█▋ | 32/196 [00:42<03:37, 0.75it/s, v_num=5hej]Epoch 19: 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[00:52<03:24, 0.76it/s, v_num=5hej]Epoch 19: 21%|██ | 41/196 [00:55<03:28, 0.74it/s, v_num=5hej]Epoch 19: 21%|██ | 41/196 [00:55<03:28, 0.74it/s, v_num=5hej]Epoch 19: 21%|██▏ | 42/196 [00:55<03:25, 0.75it/s, v_num=5hej]Epoch 19: 21%|██▏ | 42/196 [00:55<03:25, 0.75it/s, v_num=5hej]Epoch 19: 22%|██▏ | 43/196 [00:56<03:21, 0.76it/s, v_num=5hej]Epoch 19: 22%|██▏ | 43/196 [00:56<03:21, 0.76it/s, v_num=5hej]Epoch 19: 22%|██▏ | 44/196 [00:57<03:18, 0.77it/s, v_num=5hej]Epoch 19: 22%|██▏ | 44/196 [00:57<03:18, 0.77it/s, v_num=5hej]Epoch 19: 23%|██▎ | 45/196 [01:00<03:22, 0.75it/s, v_num=5hej]Epoch 19: 23%|██▎ | 45/196 [01:00<03:22, 0.75it/s, v_num=5hej]Epoch 19: 23%|██▎ | 46/196 [01:01<03:19, 0.75it/s, v_num=5hej]Epoch 19: 23%|██▎ | 46/196 [01:01<03:19, 0.75it/s, v_num=5hej]Epoch 19: 24%|██▍ | 47/196 [01:01<03:16, 0.76it/s, v_num=5hej]Epoch 19: 24%|██▍ | 47/196 [01:01<03:16, 0.76it/s, v_num=5hej]Epoch 19: 24%|██▍ | 48/196 [01:02<03:13, 0.77it/s, v_num=5hej]Epoch 19: 24%|██▍ | 48/196 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[AEpoch 19: 100%|██████████| 196/196 [04:27<00:00, 0.73it/s, v_num=5hej]Epoch 19: 100%|██████████| 196/196 [04:27<00:00, 0.73it/s, v_num=5hej]`Trainer.fit` stopped: `max_epochs=20` reached.
Epoch 19: 100%|██████████| 196/196 [04:28<00:00, 0.73it/s, v_num=5hej]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 0.007 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 0.97972
wandb: accuracy_step 0.97266
wandb: epoch 19
wandb: train_loss 0.0608
wandb: trainer/global_step 3919
wandb: val_accuracy 0.67967
wandb: val_loss 1.54921
wandb:
wandb: 🚀 View run Run_CRC-NoNorm-SL-ColorAugmentation-LARS-cross_entropy-scratch- at: https://wandb.ai/master_david/DataAugmentationsPCAM/runs/g6xj5hej
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_141543-g6xj5hej/logs
Exception in thread ChkStopThr:
Traceback (most recent call last):
File "/usr/local/lib/python3.12/threading.py", line 1073, in _bootstrap_inner
self.run()
Exception in thread IntMsgThr:
File "/usr/local/lib/python3.12/threading.py", line 1010, in run
Traceback (most recent call last):
self._target(*self._args, **self._kwargs)
File "/usr/local/lib/python3.12/threading.py", line 1073, in _bootstrap_inner
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/wandb_run.py", line 286, in check_stop_status
self.run()
File "/usr/local/lib/python3.12/threading.py", line 1010, in run
self._loop_check_status(
self._target(*self._args, **self._kwargs)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/wandb_run.py", line 224, in _loop_check_status
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/wandb_run.py", line 300, in check_internal_messages
local_handle = request()
self._loop_check_status(
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/wandb_run.py", line 224, in _loop_check_status
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface.py", line 784, in deliver_stop_status
local_handle = request()
^^^^^^^^^
return self._deliver_stop_status(status)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface.py", line 800, in deliver_internal_messages
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface_shared.py", line 484, in _deliver_stop_status
return self._deliver_internal_messages(internal_message)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
return self._deliver_record(record)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface_shared.py", line 506, in _deliver_internal_messages
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
return self._deliver_record(record)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface_shared.py", line 449, in _deliver_record
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
handle = mailbox._deliver_record(record, interface=self)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface_shared.py", line 449, in _deliver_record
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/mailbox.py", line 455, in _deliver_record
handle = mailbox._deliver_record(record, interface=self)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
interface._publish(record)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/mailbox.py", line 455, in _deliver_record
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface_sock.py", line 51, in _publish
interface._publish(record)
self._sock_client.send_record_publish(record)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/interface/interface_sock.py", line 51, in _publish
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 221, in send_record_publish
self._sock_client.send_record_publish(record)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 221, in send_record_publish
self.send_server_request(server_req)
self.send_server_request(server_req)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 155, in send_server_request
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 155, in send_server_request
self._send_message(msg)
self._send_message(msg)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 152, in _send_message
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 152, in _send_message
self._sendall_with_error_handle(header + data)
self._sendall_with_error_handle(header + data)
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 130, in _sendall_with_error_handle
File "/usr/local/lib/python3.12/site-packages/wandb/sdk/lib/sock_client.py", line 130, in _sendall_with_error_handle
sent = self._sock.send(data)
sent = self._sock.send(data)
^^^^^^^^^^^^^^^^^^^^^
^^^^^^^^^^^^^^^^^^^^^
BrokenPipeError: [Errno 32] Broken pipe
BrokenPipeError: [Errno 32] Broken pipe