|
|
[2025-08-16 09:19:03,699][INFO] Args: { |
|
|
"accelerator": "auto", |
|
|
"batch_size": 32, |
|
|
"callbacks": null, |
|
|
"checkpoint": null, |
|
|
"data": "data/kyucapsule", |
|
|
"devices": "auto", |
|
|
"embed_dim": null, |
|
|
"epochs": 300, |
|
|
"float32_matmul_precision": "auto", |
|
|
"loader_args": null, |
|
|
"loggers": { |
|
|
"wandb": { |
|
|
"project": "ent-endoscopy-ssl" |
|
|
} |
|
|
}, |
|
|
"method": "distillation", |
|
|
"method_args": { |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": "https://dinov3.llamameta.net/dinov3_vitb16/dinov3_vitb16_pretrain_lvd1689m-73cec8be.pth?Policy=eyJTdGF0ZW1lbnQiOlt7InVuaXF1ZV9oYXNoIjoidHIwZnd1bWJpNXQ3MDN4cHR6ZnQwYWJvIiwiUmVzb3VyY2UiOiJodHRwczpcL1wvZGlub3YzLmxsYW1hbWV0YS5uZXRcLyoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3NTU0NDQyOTJ9fX1dfQ__&Signature=My7izi9fGryWxHUZt0Ndjf%7EXL5DZqsEw7zj0srntCpnl-ef5RIXlC3GsiUhpPsk%7Ex1926VqFIZq1DopLq-qZLm8R%7E%7EMz50FnqqgmpTilHZ37qXXzfs5zKpoKtlREY4Zr7MY9mitysZM52qW-Ql59QnsPiw596ibmw9fuDo5%7EsVmD1mTJUaiY%7Eh2mwjTZIHDaBwCdyJMLcfjnd45ERNIJ3AmyNXxkZYSFjLBh%7E%7Erwo0fJStpUbbHlcgPp2y1qpKhkOb3GTPoqpPx9JGXAoRORBrnSfcG0O7vcP0I3b4gjqTNpmmtmUxkWytxM0uqw3wuanUucTg2a4oFx7XnkHrjyjQ__&Key-Pair-Id=K15QRJLYKIFSLZ&Download-Request-ID=1269751050845944" |
|
|
}, |
|
|
"model": "VisionTransformer", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 16, |
|
|
"optim": "auto", |
|
|
"optim_args": null, |
|
|
"out": "outputs/ssl_distil/vit16s", |
|
|
"overwrite": true, |
|
|
"precision": "32-true", |
|
|
"resume": null, |
|
|
"resume_interrupted": true, |
|
|
"seed": 0, |
|
|
"strategy": "auto", |
|
|
"trainer_args": null, |
|
|
"transform_args": { |
|
|
"image_size": [ |
|
|
224, |
|
|
224 |
|
|
] |
|
|
} |
|
|
} |
|
|
[2025-08-16 09:19:03,699][INFO] Using output directory '/workspace/ent-labotary/outputs/ssl_distil/vit16s'. |
|
|
[2025-08-16 09:19:03,927][WARNING] /usr/local/lib/python3.12/dist-packages/torch/cuda/__init__.py:235: UserWarning: |
|
|
NVIDIA GeForce RTX 5090 with CUDA capability sm_120 is not compatible with the current PyTorch installation. |
|
|
The current PyTorch install supports CUDA capabilities sm_50 sm_60 sm_70 sm_75 sm_80 sm_86 sm_90. |
|
|
If you want to use the NVIDIA GeForce RTX 5090 GPU with PyTorch, please check the instructions at https: |
|
|
|
|
|
warnings.warn( |
|
|
|
|
|
[2025-08-16 09:19:03,931][DEBUG] '/usr/local/lib/python3.12/dist-packages/lightly_train' is not a git repository. |
|
|
[2025-08-16 09:19:03,958][DEBUG] Platform: Linux-5.15.0-141-generic-x86_64-with-glibc2.39 |
|
|
[2025-08-16 09:19:03,959][DEBUG] Python: 3.12.3 |
|
|
[2025-08-16 09:19:03,959][DEBUG] LightlyTrain: 0.11.0 |
|
|
[2025-08-16 09:19:03,959][DEBUG] LightlyTrain Git Information: |
|
|
[2025-08-16 09:19:03,959][DEBUG] LightlyTrain is not installed from a git repository. |
|
|
[2025-08-16 09:19:03,959][DEBUG] Run directory Git Information: |
|
|
[2025-08-16 09:19:03,959][DEBUG] Branch: feat/distil |
|
|
[2025-08-16 09:19:03,959][DEBUG] Commit: e8ad686331af47036fc95dc5933f9bd7d80c04f5 |
|
|
[2025-08-16 09:19:03,959][DEBUG] Uncommitted changes: None |
|
|
[2025-08-16 09:19:03,959][DEBUG] Dependencies: |
|
|
[2025-08-16 09:19:03,959][DEBUG] - torch 2.5.1 |
|
|
[2025-08-16 09:19:03,959][DEBUG] - torchvision 0.20.1 |
|
|
[2025-08-16 09:19:03,959][DEBUG] - pytorch-lightning 2.5.3 |
|
|
[2025-08-16 09:19:03,959][DEBUG] - Pillow 11.3.0 |
|
|
[2025-08-16 09:19:03,959][DEBUG] - pillow-simd x |
|
|
[2025-08-16 09:19:03,959][DEBUG] Optional dependencies: |
|
|
[2025-08-16 09:19:03,959][DEBUG] - super-gradients x |
|
|
[2025-08-16 09:19:03,959][DEBUG] - timm 1.0.19 |
|
|
[2025-08-16 09:19:03,959][DEBUG] - ultralytics x |
|
|
[2025-08-16 09:19:03,959][DEBUG] - wandb 0.21.1 |
|
|
[2025-08-16 09:19:03,959][DEBUG] CPUs: 96 |
|
|
[2025-08-16 09:19:03,959][DEBUG] GPUs: 1 |
|
|
[2025-08-16 09:19:03,959][DEBUG] - NVIDIA GeForce RTX 5090 12.0 (33680326656) |
|
|
[2025-08-16 09:19:03,960][DEBUG] Environment variables: |
|
|
[2025-08-16 09:19:03,961][DEBUG] Getting transform args for method 'distillation'. |
|
|
[2025-08-16 09:19:03,961][DEBUG] Using additional transform arguments {'image_size': (224, 224)}. |
|
|
[2025-08-16 09:19:03,961][DEBUG] Getting transform for method 'distillation'. |
|
|
[2025-08-16 09:19:03,965][DEBUG] Creating temporary file '/root/.cache/lightly-train/data/verify-out/079928ed6f1401a589dfa80e99233e1848a2c7cabe39f88f024bd411f1a98435' to verify out path. |
|
|
[2025-08-16 09:19:03,966][DEBUG] Writing filenames to '/root/.cache/lightly-train/data/546c9687057a184d637fe18f75fa966b6562fcfc4ff5a6e442d46f9803a5b255.temp' (chunk_size=10000) |
|
|
[2025-08-16 09:19:04,912][DEBUG] Creating memory mapped sequence with 18481 'filenames'. |
|
|
[2025-08-16 09:19:04,912][DEBUG] Found dataset size 18481. |
|
|
[2025-08-16 09:19:04,913][DEBUG] Using provided epochs 300. |
|
|
[2025-08-16 09:19:04,913][WARNING] Could not find pooling layer on the model, defaulting to AdaptiveAvgPool2d |
|
|
[2025-08-16 09:19:04,913][DEBUG] Getting embedding model with embedding dimension None. |
|
|
[2025-08-16 09:19:04,913][DEBUG] Using jsonl logger with args flush_logs_every_n_steps=100 |
|
|
[2025-08-16 09:19:04,915][DEBUG] Using tensorboard logger with args name='' version='' log_graph=False default_hp_metric=True prefix='' sub_dir=None |
|
|
[2025-08-16 09:19:04,915][DEBUG] Using wandb logger with args name=None version=None offline=False anonymous=None project='ent-endoscopy-ssl' log_model=False prefix='' checkpoint_name=None |
|
|
[2025-08-16 09:19:04,916][DEBUG] Using loggers ['JSONLLogger', 'TensorBoardLogger', 'WandbLogger']. |
|
|
[2025-08-16 09:19:04,917][DEBUG] Getting accelerator for 'auto'. |
|
|
[2025-08-16 09:19:04,917][DEBUG] CUDA is available, defaulting to CUDA. |
|
|
[2025-08-16 09:19:04,917][DEBUG] Detected 1 devices. |
|
|
[2025-08-16 09:19:04,917][DEBUG] Using strategy 'auto'. |
|
|
[2025-08-16 09:19:04,917][DEBUG] Getting trainer. |
|
|
[2025-08-16 09:19:04,917][DEBUG] Using sync_batchnorm 'True'. |
|
|
[2025-08-16 09:19:04,937][INFO] GPU available: True (cuda), used: True |
|
|
[2025-08-16 09:19:04,937][INFO] TPU available: False, using: 0 TPU cores |
|
|
[2025-08-16 09:19:04,937][INFO] HPU available: False, using: 0 HPUs |
|
|
[2025-08-16 09:19:04,937][DEBUG] Detected 1 nodes and 1 devices per node. |
|
|
[2025-08-16 09:19:04,937][DEBUG] Total number of devices: 1. |
|
|
[2025-08-16 09:19:04,937][DEBUG] Detected dataset size 18481. |
|
|
[2025-08-16 09:19:04,937][DEBUG] Using batch size per device 32. |
|
|
[2025-08-16 09:19:04,938][DEBUG] Using optimizer 'OptimizerType.LARS'. |
|
|
[2025-08-16 09:19:04,938][DEBUG] Getting method args for 'DistillationV2' |
|
|
[2025-08-16 09:19:04,938][DEBUG] Getting method for 'DistillationV2' |
|
|
[2025-08-16 09:19:57,409][INFO] Resolved configuration: |
|
|
{ |
|
|
"accelerator": "CUDAAccelerator", |
|
|
"batch_size": 32, |
|
|
"callbacks": { |
|
|
"device_stats_monitor": null, |
|
|
"early_stopping": { |
|
|
"check_finite": true, |
|
|
"monitor": "train_loss", |
|
|
"patience": 1000000000000 |
|
|
}, |
|
|
"learning_rate_monitor": {}, |
|
|
"model_checkpoint": { |
|
|
"enable_version_counter": false, |
|
|
"every_n_epochs": null, |
|
|
"filename": null, |
|
|
"save_last": true, |
|
|
"save_top_k": 1 |
|
|
}, |
|
|
"model_export": { |
|
|
"every_n_epochs": 1 |
|
|
} |
|
|
}, |
|
|
"checkpoint": null, |
|
|
"data": "data/kyucapsule", |
|
|
"devices": 1, |
|
|
"embed_dim": null, |
|
|
"epochs": 300, |
|
|
"float32_matmul_precision": "highest", |
|
|
"loader_args": null, |
|
|
"loggers": { |
|
|
"jsonl": { |
|
|
"flush_logs_every_n_steps": 100 |
|
|
}, |
|
|
"mlflow": null, |
|
|
"tensorboard": { |
|
|
"default_hp_metric": true, |
|
|
"log_graph": false, |
|
|
"name": "", |
|
|
"prefix": "", |
|
|
"sub_dir": null, |
|
|
"version": "" |
|
|
}, |
|
|
"wandb": { |
|
|
"anonymous": null, |
|
|
"checkpoint_name": null, |
|
|
"log_model": false, |
|
|
"name": null, |
|
|
"offline": false, |
|
|
"prefix": "", |
|
|
"project": "ent-endoscopy-ssl", |
|
|
"version": null |
|
|
} |
|
|
}, |
|
|
"method": "distillation", |
|
|
"method_args": { |
|
|
"lr_scale_method": "sqrt", |
|
|
"n_projection_layers": 1, |
|
|
"n_teacher_blocks": 2, |
|
|
"projection_hidden_dim": 2048, |
|
|
"reference_batch_size": 1536, |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": "https://dinov3.llamameta.net/dinov3_vitb16/dinov3_vitb16_pretrain_lvd1689m-73cec8be.pth?Policy=eyJTdGF0ZW1lbnQiOlt7InVuaXF1ZV9oYXNoIjoidHIwZnd1bWJpNXQ3MDN4cHR6ZnQwYWJvIiwiUmVzb3VyY2UiOiJodHRwczpcL1wvZGlub3YzLmxsYW1hbWV0YS5uZXRcLyoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3NTU0NDQyOTJ9fX1dfQ__&Signature=My7izi9fGryWxHUZt0Ndjf%7EXL5DZqsEw7zj0srntCpnl-ef5RIXlC3GsiUhpPsk%7Ex1926VqFIZq1DopLq-qZLm8R%7E%7EMz50FnqqgmpTilHZ37qXXzfs5zKpoKtlREY4Zr7MY9mitysZM52qW-Ql59QnsPiw596ibmw9fuDo5%7EsVmD1mTJUaiY%7Eh2mwjTZIHDaBwCdyJMLcfjnd45ERNIJ3AmyNXxkZYSFjLBh%7E%7Erwo0fJStpUbbHlcgPp2y1qpKhkOb3GTPoqpPx9JGXAoRORBrnSfcG0O7vcP0I3b4gjqTNpmmtmUxkWytxM0uqw3wuanUucTg2a4oFx7XnkHrjyjQ__&Key-Pair-Id=K15QRJLYKIFSLZ&Download-Request-ID=1269751050845944", |
|
|
"teacher_weights": null |
|
|
}, |
|
|
"model": "VisionTransformer", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 16, |
|
|
"optim": "lars", |
|
|
"optim_args": { |
|
|
"dampening": 0.0, |
|
|
"eps": 1e-08, |
|
|
"lr": 9.0, |
|
|
"momentum": 0.9, |
|
|
"nesterov": false, |
|
|
"trust_coefficient": 0.001, |
|
|
"weight_decay": 1e-06 |
|
|
}, |
|
|
"out": "outputs/ssl_distil/vit16s", |
|
|
"overwrite": true, |
|
|
"precision": "32-true", |
|
|
"resume": null, |
|
|
"resume_interrupted": true, |
|
|
"seed": 0, |
|
|
"strategy": "SingleDeviceStrategy", |
|
|
"trainer_args": null, |
|
|
"transform_args": { |
|
|
"channel_drop": null, |
|
|
"color_jitter": { |
|
|
"brightness": 0.8, |
|
|
"contrast": 0.8, |
|
|
"hue": 0.2, |
|
|
"prob": 0.8, |
|
|
"saturation": 0.4, |
|
|
"strength": 0.5 |
|
|
}, |
|
|
"gaussian_blur": { |
|
|
"blur_limit": 0, |
|
|
"prob": 1.0, |
|
|
"sigmas": [ |
|
|
0.0, |
|
|
0.1 |
|
|
] |
|
|
}, |
|
|
"image_size": [ |
|
|
224, |
|
|
224 |
|
|
], |
|
|
"normalize": { |
|
|
"mean": [ |
|
|
0.485, |
|
|
0.456, |
|
|
0.406 |
|
|
], |
|
|
"std": [ |
|
|
0.229, |
|
|
0.224, |
|
|
0.225 |
|
|
] |
|
|
}, |
|
|
"random_flip": { |
|
|
"horizontal_prob": 0.5, |
|
|
"vertical_prob": 0.0 |
|
|
}, |
|
|
"random_gray_scale": 0.2, |
|
|
"random_resize": { |
|
|
"max_scale": 1.0, |
|
|
"min_scale": 0.14 |
|
|
}, |
|
|
"random_rotation": null, |
|
|
"solarize": null |
|
|
} |
|
|
} |
|
|
|
|
|
[2025-08-16 09:20:00,781][WARNING] /usr/local/lib/python3.12/dist-packages/pytorch_lightning/trainer/connectors/checkpoint_connector.py:190: .fit(ckpt_path="last") is set, but there is no last checkpoint available. No checkpoint will be loaded. HINT: Set `ModelCheckpoint(..., save_last=True)`. |
|
|
|
|
|
[2025-08-16 09:20:00,783][INFO] LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0] |
|
|
[2025-08-16 09:20:00,990][INFO] Loading `train_dataloader` to estimate number of stepping batches. |
|
|
[2025-08-16 09:31:04,493][INFO] Args: { |
|
|
"accelerator": "auto", |
|
|
"batch_size": 32, |
|
|
"callbacks": null, |
|
|
"checkpoint": null, |
|
|
"data": "data/kyucapsule", |
|
|
"devices": "auto", |
|
|
"embed_dim": null, |
|
|
"epochs": 300, |
|
|
"float32_matmul_precision": "auto", |
|
|
"loader_args": null, |
|
|
"loggers": { |
|
|
"wandb": { |
|
|
"project": "ent-endoscopy-ssl" |
|
|
} |
|
|
}, |
|
|
"method": "distillation", |
|
|
"method_args": { |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": "https://dinov3.llamameta.net/dinov3_vitb16/dinov3_vitb16_pretrain_lvd1689m-73cec8be.pth?Policy=eyJTdGF0ZW1lbnQiOlt7InVuaXF1ZV9oYXNoIjoidHIwZnd1bWJpNXQ3MDN4cHR6ZnQwYWJvIiwiUmVzb3VyY2UiOiJodHRwczpcL1wvZGlub3YzLmxsYW1hbWV0YS5uZXRcLyoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3NTU0NDQyOTJ9fX1dfQ__&Signature=My7izi9fGryWxHUZt0Ndjf%7EXL5DZqsEw7zj0srntCpnl-ef5RIXlC3GsiUhpPsk%7Ex1926VqFIZq1DopLq-qZLm8R%7E%7EMz50FnqqgmpTilHZ37qXXzfs5zKpoKtlREY4Zr7MY9mitysZM52qW-Ql59QnsPiw596ibmw9fuDo5%7EsVmD1mTJUaiY%7Eh2mwjTZIHDaBwCdyJMLcfjnd45ERNIJ3AmyNXxkZYSFjLBh%7E%7Erwo0fJStpUbbHlcgPp2y1qpKhkOb3GTPoqpPx9JGXAoRORBrnSfcG0O7vcP0I3b4gjqTNpmmtmUxkWytxM0uqw3wuanUucTg2a4oFx7XnkHrjyjQ__&Key-Pair-Id=K15QRJLYKIFSLZ&Download-Request-ID=1269751050845944" |
|
|
}, |
|
|
"model": "VisionTransformer", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 16, |
|
|
"optim": "auto", |
|
|
"optim_args": null, |
|
|
"out": "outputs/ssl_distil/vit16s", |
|
|
"overwrite": true, |
|
|
"precision": "32-true", |
|
|
"resume": null, |
|
|
"resume_interrupted": true, |
|
|
"seed": 0, |
|
|
"strategy": "auto", |
|
|
"trainer_args": null, |
|
|
"transform_args": { |
|
|
"image_size": [ |
|
|
224, |
|
|
224 |
|
|
] |
|
|
} |
|
|
} |
|
|
[2025-08-16 09:31:04,493][INFO] Using output directory '/workspace/ent-labotary/outputs/ssl_distil/vit16s'. |
|
|
[2025-08-16 09:31:04,687][DEBUG] '/usr/local/lib/python3.12/dist-packages/lightly_train' is not a git repository. |
|
|
[2025-08-16 09:31:04,701][DEBUG] Platform: Linux-5.15.0-141-generic-x86_64-with-glibc2.39 |
|
|
[2025-08-16 09:31:04,701][DEBUG] Python: 3.12.3 |
|
|
[2025-08-16 09:31:04,701][DEBUG] LightlyTrain: 0.11.0 |
|
|
[2025-08-16 09:31:04,701][DEBUG] LightlyTrain Git Information: |
|
|
[2025-08-16 09:31:04,701][DEBUG] LightlyTrain is not installed from a git repository. |
|
|
[2025-08-16 09:31:04,701][DEBUG] Run directory Git Information: |
|
|
[2025-08-16 09:31:04,701][DEBUG] Branch: feat/distil |
|
|
[2025-08-16 09:31:04,701][DEBUG] Commit: e8ad686331af47036fc95dc5933f9bd7d80c04f5 |
|
|
[2025-08-16 09:31:04,701][DEBUG] Uncommitted changes: None |
|
|
[2025-08-16 09:31:04,701][DEBUG] Dependencies: |
|
|
[2025-08-16 09:31:04,701][DEBUG] - torch 2.9.0.dev20250815+cu128 |
|
|
[2025-08-16 09:31:04,701][DEBUG] - torchvision 0.24.0.dev20250815+cu128 |
|
|
[2025-08-16 09:31:04,702][DEBUG] - pytorch-lightning 2.5.3 |
|
|
[2025-08-16 09:31:04,702][DEBUG] - Pillow 11.3.0 |
|
|
[2025-08-16 09:31:04,702][DEBUG] - pillow-simd x |
|
|
[2025-08-16 09:31:04,702][DEBUG] Optional dependencies: |
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[2025-08-16 09:31:04,702][DEBUG] - super-gradients x |
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[2025-08-16 09:31:04,702][DEBUG] - timm 1.0.19 |
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[2025-08-16 09:31:04,702][DEBUG] - ultralytics x |
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[2025-08-16 09:31:04,702][DEBUG] - wandb 0.21.1 |
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[2025-08-16 09:31:04,702][DEBUG] CPUs: 96 |
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[2025-08-16 09:31:04,702][DEBUG] GPUs: 1 |
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[2025-08-16 09:31:04,702][DEBUG] - NVIDIA GeForce RTX 5090 12.0 (33680326656) |
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[2025-08-16 09:31:04,702][DEBUG] Environment variables: |
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|
[2025-08-16 09:31:04,703][DEBUG] Getting transform args for method 'distillation'. |
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[2025-08-16 09:31:04,703][DEBUG] Using additional transform arguments {'image_size': (224, 224)}. |
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|
[2025-08-16 09:31:04,704][DEBUG] Getting transform for method 'distillation'. |
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|
[2025-08-16 09:31:04,709][WARNING] /usr/local/lib/python3.12/dist-packages/torch/__init__.py:1539: UserWarning: Please use the new API settings to control TF32 behavior, such as torch.backends.cudnn.conv.fp32_precision = 'tf32' or torch.backends.cuda.matmul.fp32_precision = 'ieee'. Old settings, e.g, torch.backends.cuda.matmul.allow_tf32 = True, torch.backends.cudnn.allow_tf32 = True, allowTF32CuDNN() and allowTF32CuBLAS() will be deprecated after Pytorch 2.9. Please see https://pytorch.org/docs/main/notes/cuda.html#tensorfloat-32-tf32-on-ampere-and-later-devices (Triggered internally at /pytorch/aten/src/ATen/Context.cpp:80.) |
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return _C._get_float32_matmul_precision() |
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|
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[2025-08-16 09:31:04,709][DEBUG] Creating temporary file '/root/.cache/lightly-train/data/verify-out/079928ed6f1401a589dfa80e99233e1848a2c7cabe39f88f024bd411f1a98435' to verify out path. |
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[2025-08-16 09:31:04,710][DEBUG] Writing filenames to '/root/.cache/lightly-train/data/546c9687057a184d637fe18f75fa966b6562fcfc4ff5a6e442d46f9803a5b255.temp' (chunk_size=10000) |
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|
[2025-08-16 09:31:05,654][DEBUG] Creating memory mapped sequence with 18481 'filenames'. |
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|
[2025-08-16 09:31:05,654][DEBUG] Found dataset size 18481. |
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[2025-08-16 09:31:05,654][DEBUG] Using provided epochs 300. |
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[2025-08-16 09:31:05,654][WARNING] Could not find pooling layer on the model, defaulting to AdaptiveAvgPool2d |
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[2025-08-16 09:31:05,655][DEBUG] Getting embedding model with embedding dimension None. |
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[2025-08-16 09:31:05,655][DEBUG] Using jsonl logger with args flush_logs_every_n_steps=100 |
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[2025-08-16 09:31:05,656][DEBUG] Using tensorboard logger with args name='' version='' log_graph=False default_hp_metric=True prefix='' sub_dir=None |
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[2025-08-16 09:31:05,657][DEBUG] Using wandb logger with args name=None version=None offline=False anonymous=None project='ent-endoscopy-ssl' log_model=False prefix='' checkpoint_name=None |
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[2025-08-16 09:31:05,658][DEBUG] Using loggers ['JSONLLogger', 'TensorBoardLogger', 'WandbLogger']. |
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|
[2025-08-16 09:31:05,658][DEBUG] Getting accelerator for 'auto'. |
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|
[2025-08-16 09:31:05,658][DEBUG] CUDA is available, defaulting to CUDA. |
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[2025-08-16 09:31:05,659][DEBUG] Detected 1 devices. |
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|
[2025-08-16 09:31:05,659][DEBUG] Using strategy 'auto'. |
|
|
[2025-08-16 09:31:05,659][DEBUG] Getting trainer. |
|
|
[2025-08-16 09:31:05,659][DEBUG] Using sync_batchnorm 'True'. |
|
|
[2025-08-16 09:31:05,677][INFO] GPU available: True (cuda), used: True |
|
|
[2025-08-16 09:31:05,678][INFO] TPU available: False, using: 0 TPU cores |
|
|
[2025-08-16 09:31:05,678][INFO] HPU available: False, using: 0 HPUs |
|
|
[2025-08-16 09:31:05,678][DEBUG] Detected 1 nodes and 1 devices per node. |
|
|
[2025-08-16 09:31:05,678][DEBUG] Total number of devices: 1. |
|
|
[2025-08-16 09:31:05,678][DEBUG] Detected dataset size 18481. |
|
|
[2025-08-16 09:31:05,678][DEBUG] Using batch size per device 32. |
|
|
[2025-08-16 09:31:05,678][DEBUG] Using optimizer 'OptimizerType.LARS'. |
|
|
[2025-08-16 09:31:05,678][DEBUG] Getting method args for 'DistillationV2' |
|
|
[2025-08-16 09:31:05,678][DEBUG] Getting method for 'DistillationV2' |
|
|
[2025-08-16 09:31:06,470][INFO] Resolved configuration: |
|
|
{ |
|
|
"accelerator": "CUDAAccelerator", |
|
|
"batch_size": 32, |
|
|
"callbacks": { |
|
|
"device_stats_monitor": null, |
|
|
"early_stopping": { |
|
|
"check_finite": true, |
|
|
"monitor": "train_loss", |
|
|
"patience": 1000000000000 |
|
|
}, |
|
|
"learning_rate_monitor": {}, |
|
|
"model_checkpoint": { |
|
|
"enable_version_counter": false, |
|
|
"every_n_epochs": null, |
|
|
"filename": null, |
|
|
"save_last": true, |
|
|
"save_top_k": 1 |
|
|
}, |
|
|
"model_export": { |
|
|
"every_n_epochs": 1 |
|
|
} |
|
|
}, |
|
|
"checkpoint": null, |
|
|
"data": "data/kyucapsule", |
|
|
"devices": 1, |
|
|
"embed_dim": null, |
|
|
"epochs": 300, |
|
|
"float32_matmul_precision": "highest", |
|
|
"loader_args": null, |
|
|
"loggers": { |
|
|
"jsonl": { |
|
|
"flush_logs_every_n_steps": 100 |
|
|
}, |
|
|
"mlflow": null, |
|
|
"tensorboard": { |
|
|
"default_hp_metric": true, |
|
|
"log_graph": false, |
|
|
"name": "", |
|
|
"prefix": "", |
|
|
"sub_dir": null, |
|
|
"version": "" |
|
|
}, |
|
|
"wandb": { |
|
|
"anonymous": null, |
|
|
"checkpoint_name": null, |
|
|
"log_model": false, |
|
|
"name": null, |
|
|
"offline": false, |
|
|
"prefix": "", |
|
|
"project": "ent-endoscopy-ssl", |
|
|
"version": null |
|
|
} |
|
|
}, |
|
|
"method": "distillation", |
|
|
"method_args": { |
|
|
"lr_scale_method": "sqrt", |
|
|
"n_projection_layers": 1, |
|
|
"n_teacher_blocks": 2, |
|
|
"projection_hidden_dim": 2048, |
|
|
"reference_batch_size": 1536, |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": "https://dinov3.llamameta.net/dinov3_vitb16/dinov3_vitb16_pretrain_lvd1689m-73cec8be.pth?Policy=eyJTdGF0ZW1lbnQiOlt7InVuaXF1ZV9oYXNoIjoidHIwZnd1bWJpNXQ3MDN4cHR6ZnQwYWJvIiwiUmVzb3VyY2UiOiJodHRwczpcL1wvZGlub3YzLmxsYW1hbWV0YS5uZXRcLyoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3NTU0NDQyOTJ9fX1dfQ__&Signature=My7izi9fGryWxHUZt0Ndjf%7EXL5DZqsEw7zj0srntCpnl-ef5RIXlC3GsiUhpPsk%7Ex1926VqFIZq1DopLq-qZLm8R%7E%7EMz50FnqqgmpTilHZ37qXXzfs5zKpoKtlREY4Zr7MY9mitysZM52qW-Ql59QnsPiw596ibmw9fuDo5%7EsVmD1mTJUaiY%7Eh2mwjTZIHDaBwCdyJMLcfjnd45ERNIJ3AmyNXxkZYSFjLBh%7E%7Erwo0fJStpUbbHlcgPp2y1qpKhkOb3GTPoqpPx9JGXAoRORBrnSfcG0O7vcP0I3b4gjqTNpmmtmUxkWytxM0uqw3wuanUucTg2a4oFx7XnkHrjyjQ__&Key-Pair-Id=K15QRJLYKIFSLZ&Download-Request-ID=1269751050845944", |
|
|
"teacher_weights": null |
|
|
}, |
|
|
"model": "VisionTransformer", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 16, |
|
|
"optim": "lars", |
|
|
"optim_args": { |
|
|
"dampening": 0.0, |
|
|
"eps": 1e-08, |
|
|
"lr": 9.0, |
|
|
"momentum": 0.9, |
|
|
"nesterov": false, |
|
|
"trust_coefficient": 0.001, |
|
|
"weight_decay": 1e-06 |
|
|
}, |
|
|
"out": "outputs/ssl_distil/vit16s", |
|
|
"overwrite": true, |
|
|
"precision": "32-true", |
|
|
"resume": null, |
|
|
"resume_interrupted": true, |
|
|
"seed": 0, |
|
|
"strategy": "SingleDeviceStrategy", |
|
|
"trainer_args": null, |
|
|
"transform_args": { |
|
|
"channel_drop": null, |
|
|
"color_jitter": { |
|
|
"brightness": 0.8, |
|
|
"contrast": 0.8, |
|
|
"hue": 0.2, |
|
|
"prob": 0.8, |
|
|
"saturation": 0.4, |
|
|
"strength": 0.5 |
|
|
}, |
|
|
"gaussian_blur": { |
|
|
"blur_limit": 0, |
|
|
"prob": 1.0, |
|
|
"sigmas": [ |
|
|
0.0, |
|
|
0.1 |
|
|
] |
|
|
}, |
|
|
"image_size": [ |
|
|
224, |
|
|
224 |
|
|
], |
|
|
"normalize": { |
|
|
"mean": [ |
|
|
0.485, |
|
|
0.456, |
|
|
0.406 |
|
|
], |
|
|
"std": [ |
|
|
0.229, |
|
|
0.224, |
|
|
0.225 |
|
|
] |
|
|
}, |
|
|
"random_flip": { |
|
|
"horizontal_prob": 0.5, |
|
|
"vertical_prob": 0.0 |
|
|
}, |
|
|
"random_gray_scale": 0.2, |
|
|
"random_resize": { |
|
|
"max_scale": 1.0, |
|
|
"min_scale": 0.14 |
|
|
}, |
|
|
"random_rotation": null, |
|
|
"solarize": null |
|
|
} |
|
|
} |
|
|
|
|
|
[2025-08-16 09:31:09,510][WARNING] /usr/local/lib/python3.12/dist-packages/pytorch_lightning/trainer/connectors/checkpoint_connector.py:190: .fit(ckpt_path="last") is set, but there is no last checkpoint available. No checkpoint will be loaded. HINT: Set `ModelCheckpoint(..., save_last=True)`. |
|
|
|
|
|
[2025-08-16 09:31:09,645][INFO] LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0] |
|
|
[2025-08-16 09:31:09,748][INFO] Loading `train_dataloader` to estimate number of stepping batches. |
|
|
[2025-08-16 09:31:10,135][INFO] |
|
|
| Name | Type | Params | Mode |
|
|
-------------------------------------------------------------------------- |
|
|
0 | teacher_embedding_model | DinoVisionTransformer | 85.7 M | eval |
|
|
1 | student_embedding_model | EmbeddingModel | 30.1 M | train |
|
|
2 | student_projection_head | DistillationV2Head | 591 K | train |
|
|
3 | criterion | DistillationV2Loss | 0 | train |
|
|
-------------------------------------------------------------------------- |
|
|
116 M Trainable params |
|
|
0 Non-trainable params |
|
|
116 M Total params |
|
|
465.345 Total estimated model params size (MB) |
|
|
284 Modules in train mode |
|
|
188 Modules in eval mode |
|
|
[2025-08-16 09:32:01,448][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:32:53,432][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:33:45,039][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:34:37,016][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:35:28,936][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:36:20,837][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:37:12,755][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:38:04,785][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:38:57,166][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:39:49,175][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:40:41,224][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:41:33,324][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:42:25,546][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:43:17,592][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:44:09,792][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:45:02,576][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:45:54,617][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:46:46,771][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:47:39,002][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:48:31,134][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:49:23,353][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:50:15,593][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:51:08,243][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:52:00,354][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-08-16 09:52:52,644][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:53:44,856][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:54:37,040][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:55:29,198][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:56:21,452][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:57:13,762][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 09:58:06,476][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:58:58,687][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 09:59:50,855][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:00:42,984][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:01:35,180][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:02:27,398][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:03:20,047][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:04:12,287][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:05:04,457][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:05:56,538][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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|
[2025-08-16 10:06:48,866][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:07:41,150][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:08:33,472][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:09:25,717][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
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[2025-08-16 10:10:18,556][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:11:10,723][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:32:05,837][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:34:43,055][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:35:35,164][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:37:19,717][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:39:04,448][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:39:56,707][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:40:49,448][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:41:41,771][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:45:10,983][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:49:32,475][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:51:16,789][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:57:22,865][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 10:59:07,789][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:31:29,786][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:36:46,136][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:39:24,126][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:40:16,708][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:41:09,349][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:42:01,997][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:43:47,771][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:44:40,492][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:45:33,194][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:46:25,840][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:47:18,344][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:48:10,891][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 11:51:41,890][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:02:14,972][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:03:07,728][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:04:52,961][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:05:45,543][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:07:31,430][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:09:16,770][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:10:09,418][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:11:02,163][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:15:25,894][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:16:18,581][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:17:11,136][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:18:03,797][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:19:49,507][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:20:42,194][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:21:34,887][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:22:27,449][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:23:20,030][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:24:12,568][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:25:05,263][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:26:51,002][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:27:43,670][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:28:36,196][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:29:28,747][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:30:21,366][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:31:13,982][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:32:07,144][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:32:59,749][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:34:45,130][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:35:37,738][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:38:15,573][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:39:08,723][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:40:01,337][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:41:46,689][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:43:31,974][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:51:26,923][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 12:58:28,569][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:02:51,928][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:14:17,232][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:16:02,985][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:18:40,955][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:19:33,561][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:20:26,266][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:21:18,877][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:22:11,908][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:23:04,551][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:23:57,081][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:24:49,745][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:25:42,291][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:26:34,971][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:27:27,611][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:28:20,704][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:29:13,285][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:30:05,971][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:30:58,633][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:31:51,351][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:32:43,793][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:33:36,409][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:34:28,963][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:35:22,088][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:36:14,803][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:37:07,439][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:38:00,094][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:38:52,776][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:39:45,504][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:40:38,089][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:41:31,307][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:42:23,943][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:43:16,610][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:44:09,331][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:45:01,924][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:45:54,579][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:46:47,182][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:47:40,279][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:48:32,887][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:49:25,635][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:50:18,351][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:51:11,164][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:52:03,878][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:52:56,678][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:53:50,004][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:53:51,254][INFO] `Trainer.fit` stopped: `max_epochs=300` reached. |
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[2025-08-16 13:53:51,788][INFO] Training completed. |
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[2025-08-16 13:53:51,788][DEBUG] Exporting model to '/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
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[2025-08-16 13:53:52,015][INFO] Example: How to use the exported model |
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---------------------------------------------------------------------------------------- |
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import timm |
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# Load the pretrained model |
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model = timm.create_model( |
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model_name='vit_small_patch16_224', |
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checkpoint_path='/workspace/ent-labotary/outputs/ssl_distil/vit16s/exported_models/exported_last.pt', |
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) |
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# Finetune or evaluate the model |
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... |
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---------------------------------------------------------------------------------------- |
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[2025-08-16 13:53:52,016][INFO] Model exported. |
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