|
|
[2025-10-21 21:51:19,889][INFO] Args: { |
|
|
"accelerator": "gpu", |
|
|
"batch_size": 16, |
|
|
"callbacks": { |
|
|
"learning_rate_monitor": {}, |
|
|
"model_checkpoint": { |
|
|
"dirpath": "out/distill_vit_lightly/checkpoints", |
|
|
"filename": "best-model-{epoch}-{validation_loss:.4f}", |
|
|
"mode": "min", |
|
|
"monitor": "val_loss", |
|
|
"save_top_k": 1 |
|
|
} |
|
|
}, |
|
|
"checkpoint": null, |
|
|
"data": [ |
|
|
"/kaggle/input/dsp-pre-final/processed_taco_coco/train2017", |
|
|
"/kaggle/input/dsp-pre-final/processed_taco_coco/val2017" |
|
|
], |
|
|
"devices": 2, |
|
|
"embed_dim": null, |
|
|
"epochs": 50, |
|
|
"float32_matmul_precision": "auto", |
|
|
"loader_args": null, |
|
|
"loggers": { |
|
|
"wandb": { |
|
|
"name": "run_ddp_2025-10-21_21-51_lr0.0001_bs8", |
|
|
"project": "Distill-RTDETR-Distill-VIT" |
|
|
} |
|
|
}, |
|
|
"method": "distillationv1", |
|
|
"method_args": { |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": "https://dinov3.llamameta.net/dinov3_vitb16/dinov3_vitb16_pretrain_lvd1689m-73cec8be.pth?Policy=eyJTdGF0ZW1lbnQiOlt7InVuaXF1ZV9oYXNoIjoiZXlkcGk1cTRjN3Fla3VmYWgzdzBsNzU2IiwiUmVzb3VyY2UiOiJodHRwczpcL1wvZGlub3YzLmxsYW1hbWV0YS5uZXRcLyoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3NjExOTUyOTN9fX1dfQ__&Signature=F3Nke5NE0guqjGNTgSLvIG-6kwaz4E-NqruE9IUPIfRQ-l6wvmNCdcZc%7E1ZlD2OeRD0I95IMzvGIsllVrC900w57yi0NBp6Lf0hp5tOztTt%7EafEkP1Grh3EnW8nsd0bE--rQj2jCTDQR5fnorLd6ZBKYJKWkJDq58Kcen65gv5EHnfITyGGBnXCLbvf1i%7EzrfttueEIkOydXFnIIOl%7Etr33p2pGxO-uEIhWzmS%7E57sB43gA1UQAB6Miv1dhLr3HVAU5W-EL6IxTQbgtAJUnNFLFaVIXvwZsCaNrRBvVyS%7ECwG5depOU2w6NDGgS8FjxqdbLl%7EhPznLsBe2Vv73iYhQ__&Key-Pair-Id=K15QRJLYKIFSLZ&Download-Request-ID=787063460892617" |
|
|
}, |
|
|
"model": "RTDETRModelWrapper", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 2, |
|
|
"optim": "adamw", |
|
|
"optim_args": { |
|
|
"lr": 0.0001, |
|
|
"weight_decay": 1e-05 |
|
|
}, |
|
|
"out": "out/distill_vit_lightly", |
|
|
"overwrite": false, |
|
|
"precision": "auto", |
|
|
"resume": null, |
|
|
"resume_interrupted": false, |
|
|
"seed": 0, |
|
|
"strategy": "ddp_find_unused_parameters_true", |
|
|
"trainer_args": null, |
|
|
"transform_args": null |
|
|
} |
|
|
[2025-10-21 21:51:19,890][INFO] Using output directory '/kaggle/working/out/distill_vit_lightly'. |
|
|
[2025-10-21 21:51:20,016][DEBUG] '/usr/local/lib/python3.11/dist-packages/lightly_train' is not a git repository. |
|
|
[2025-10-21 21:51:20,019][DEBUG] '/kaggle/working' is not a git repository. |
|
|
[2025-10-21 21:51:20,019][DEBUG] Platform: Linux-6.6.56+-x86_64-with-glibc2.35 |
|
|
[2025-10-21 21:51:20,019][DEBUG] Python: 3.11.13 |
|
|
[2025-10-21 21:51:20,019][DEBUG] LightlyTrain: 0.11.4 |
|
|
[2025-10-21 21:51:20,019][DEBUG] LightlyTrain Git Information: |
|
|
[2025-10-21 21:51:20,019][DEBUG] LightlyTrain is not installed from a git repository. |
|
|
[2025-10-21 21:51:20,019][DEBUG] Run directory Git Information: |
|
|
[2025-10-21 21:51:20,019][DEBUG] The code is not running from a git repository. |
|
|
[2025-10-21 21:51:20,019][DEBUG] Dependencies: |
|
|
[2025-10-21 21:51:20,020][DEBUG] - torch 2.5.1 |
|
|
[2025-10-21 21:51:20,020][DEBUG] - torchvision 0.20.1 |
|
|
[2025-10-21 21:51:20,020][DEBUG] - pytorch-lightning 2.5.5 |
|
|
[2025-10-21 21:51:20,020][DEBUG] - Pillow 12.0.0 |
|
|
[2025-10-21 21:51:20,020][DEBUG] - pillow-simd x |
|
|
[2025-10-21 21:51:20,020][DEBUG] Optional dependencies: |
|
|
[2025-10-21 21:51:20,020][DEBUG] - super-gradients x |
|
|
[2025-10-21 21:51:20,020][DEBUG] - timm 1.0.19 |
|
|
[2025-10-21 21:51:20,020][DEBUG] - ultralytics x |
|
|
[2025-10-21 21:51:20,020][DEBUG] - wandb 0.21.0 |
|
|
[2025-10-21 21:51:20,020][DEBUG] CPUs: 4 |
|
|
[2025-10-21 21:51:20,020][DEBUG] GPUs: 2 |
|
|
[2025-10-21 21:51:20,020][DEBUG] - Tesla T4 7.5 (15828320256) |
|
|
[2025-10-21 21:51:20,020][DEBUG] - Tesla T4 7.5 (15828320256) |
|
|
[2025-10-21 21:51:20,020][DEBUG] Environment variables: |
|
|
[2025-10-21 21:51:20,022][DEBUG] Getting transform args for method 'distillationv1'. |
|
|
[2025-10-21 21:51:20,022][DEBUG] Using additional transform arguments None. |
|
|
[2025-10-21 21:51:20,022][DEBUG] Getting transform for method 'distillationv1'. |
|
|
[2025-10-21 21:51:20,029][DEBUG] Creating temporary file '/root/.cache/lightly-train/data/verify-out/19ee72d6fbf2b88f109220ade3122f120b30dad7c4cec4520f0e2c19e0a2160c' to verify out path. |
|
|
[2025-10-21 21:51:20,030][DEBUG] Writing filepaths to '/root/.cache/lightly-train/data/19ee72d6fbf2b88f109220ade3122f120b30dad7c4cec4520f0e2c19e0a2160c.5c76640f4a2ddcd25e3bf06cbcb6fa73461414820e583f3add69395f71b0da0a.temp' (chunk_size=10000) |
|
|
[2025-10-21 21:51:21,360][DEBUG] Creating memory mapped sequence with 1498 '['filenames']'. |
|
|
[2025-10-21 21:51:21,361][DEBUG] Found dataset size 1498. |
|
|
[2025-10-21 21:51:21,361][DEBUG] Using provided epochs 50. |
|
|
[2025-10-21 21:51:21,361][DEBUG] Getting embedding model with embedding dimension None. |
|
|
[2025-10-21 21:51:21,361][DEBUG] Using jsonl logger with args flush_logs_every_n_steps=100 |
|
|
[2025-10-21 21:51:21,387][DEBUG] Using tensorboard logger with args name='' version='' log_graph=False default_hp_metric=True prefix='' sub_dir=None |
|
|
[2025-10-21 21:51:21,388][DEBUG] Using wandb logger with args name='run_ddp_2025-10-21_21-51_lr0.0001_bs8' version=None offline=False anonymous=None project='Distill-RTDETR-Distill-VIT' log_model=False prefix='' checkpoint_name=None |
|
|
[2025-10-21 21:51:21,389][DEBUG] Using loggers ['JSONLLogger', 'TensorBoardLogger', 'WandbLogger']. |
|
|
[2025-10-21 21:51:21,391][DEBUG] Getting accelerator for 'gpu'. |
|
|
[2025-10-21 21:51:21,391][DEBUG] Using provided strategy 'ddp_find_unused_parameters_true'. |
|
|
[2025-10-21 21:51:21,518][DEBUG] Using precision 'bf16-mixed'. |
|
|
[2025-10-21 21:51:21,518][DEBUG] Getting trainer. |
|
|
[2025-10-21 21:51:21,519][DEBUG] Using sync_batchnorm 'True'. |
|
|
[2025-10-21 21:51:21,520][INFO] Using bfloat16 Automatic Mixed Precision (AMP) |
|
|
[2025-10-21 21:51:21,572][INFO] GPU available: True (cuda), used: True |
|
|
[2025-10-21 21:51:21,573][INFO] TPU available: False, using: 0 TPU cores |
|
|
[2025-10-21 21:51:21,573][INFO] HPU available: False, using: 0 HPUs |
|
|
[2025-10-21 21:51:21,573][DEBUG] Detected 1 nodes and 2 devices per node. |
|
|
[2025-10-21 21:51:21,573][DEBUG] Total number of devices: 2. |
|
|
[2025-10-21 21:51:21,573][DEBUG] Detected dataset size 1498. |
|
|
[2025-10-21 21:51:21,574][DEBUG] Using batch size per device 8. |
|
|
[2025-10-21 21:51:21,574][DEBUG] Using optimizer 'OptimizerType.ADAMW'. |
|
|
[2025-10-21 21:51:21,574][DEBUG] Getting method args for 'Distillation' |
|
|
[2025-10-21 21:51:21,574][DEBUG] Getting method for 'Distillation' |
|
|
[2025-10-21 21:51:25,780][INFO] Resolved configuration: |
|
|
{ |
|
|
"accelerator": "CUDAAccelerator", |
|
|
"batch_size": 16, |
|
|
"callbacks": { |
|
|
"device_stats_monitor": null, |
|
|
"early_stopping": { |
|
|
"check_finite": true, |
|
|
"monitor": "train_loss", |
|
|
"patience": 1000000000000 |
|
|
}, |
|
|
"learning_rate_monitor": {}, |
|
|
"model_checkpoint": { |
|
|
"auto_insert_metric_name": true, |
|
|
"dirpath": "out/distill_vit_lightly/checkpoints", |
|
|
"enable_version_counter": false, |
|
|
"every_n_epochs": null, |
|
|
"every_n_train_steps": null, |
|
|
"filename": "best-model-{epoch}-{validation_loss:.4f}", |
|
|
"mode": "min", |
|
|
"monitor": "val_loss", |
|
|
"save_last": true, |
|
|
"save_on_train_epoch_end": null, |
|
|
"save_top_k": 1, |
|
|
"save_weights_only": false, |
|
|
"train_time_interval": null, |
|
|
"verbose": false |
|
|
}, |
|
|
"model_export": { |
|
|
"every_n_epochs": 1 |
|
|
} |
|
|
}, |
|
|
"checkpoint": null, |
|
|
"data": [ |
|
|
"/kaggle/input/dsp-pre-final/processed_taco_coco/train2017", |
|
|
"/kaggle/input/dsp-pre-final/processed_taco_coco/val2017" |
|
|
], |
|
|
"devices": 2, |
|
|
"embed_dim": null, |
|
|
"epochs": 50, |
|
|
"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": "run_ddp_2025-10-21_21-51_lr0.0001_bs8", |
|
|
"offline": false, |
|
|
"prefix": "", |
|
|
"project": "Distill-RTDETR-Distill-VIT", |
|
|
"version": null |
|
|
} |
|
|
}, |
|
|
"method": "distillationv1", |
|
|
"method_args": { |
|
|
"lr_scale_method": "sqrt", |
|
|
"queue_size": 512, |
|
|
"reference_batch_size": 1536, |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": "https://dinov3.llamameta.net/dinov3_vitb16/dinov3_vitb16_pretrain_lvd1689m-73cec8be.pth?Policy=eyJTdGF0ZW1lbnQiOlt7InVuaXF1ZV9oYXNoIjoiZXlkcGk1cTRjN3Fla3VmYWgzdzBsNzU2IiwiUmVzb3VyY2UiOiJodHRwczpcL1wvZGlub3YzLmxsYW1hbWV0YS5uZXRcLyoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3NjExOTUyOTN9fX1dfQ__&Signature=F3Nke5NE0guqjGNTgSLvIG-6kwaz4E-NqruE9IUPIfRQ-l6wvmNCdcZc%7E1ZlD2OeRD0I95IMzvGIsllVrC900w57yi0NBp6Lf0hp5tOztTt%7EafEkP1Grh3EnW8nsd0bE--rQj2jCTDQR5fnorLd6ZBKYJKWkJDq58Kcen65gv5EHnfITyGGBnXCLbvf1i%7EzrfttueEIkOydXFnIIOl%7Etr33p2pGxO-uEIhWzmS%7E57sB43gA1UQAB6Miv1dhLr3HVAU5W-EL6IxTQbgtAJUnNFLFaVIXvwZsCaNrRBvVyS%7ECwG5depOU2w6NDGgS8FjxqdbLl%7EhPznLsBe2Vv73iYhQ__&Key-Pair-Id=K15QRJLYKIFSLZ&Download-Request-ID=787063460892617", |
|
|
"teacher_weights": null, |
|
|
"temperature": 0.07 |
|
|
}, |
|
|
"model": "RTDETRModelWrapper", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 2, |
|
|
"optim": "adamw", |
|
|
"optim_args": { |
|
|
"betas": [ |
|
|
0.9, |
|
|
0.999 |
|
|
], |
|
|
"eps": 1e-08, |
|
|
"lr": 0.0001, |
|
|
"weight_decay": 1e-05 |
|
|
}, |
|
|
"out": "out/distill_vit_lightly", |
|
|
"overwrite": false, |
|
|
"precision": "bf16-mixed", |
|
|
"resume": null, |
|
|
"resume_interrupted": false, |
|
|
"seed": 0, |
|
|
"strategy": "DDPStrategy", |
|
|
"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 |
|
|
] |
|
|
}, |
|
|
"num_channels": 3, |
|
|
"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 |
|
|
} |
|
|
} |
|
|
|
|
|
[2025-10-21 21:51:27,716][INFO] ---------------------------------------------------------------------------------------------------- |
|
|
distributed_backend=nccl |
|
|
All distributed processes registered. Starting with 2 processes |
|
|
---------------------------------------------------------------------------------------------------- |
|
|
|
|
|
[2025-10-21 21:51:27,733][INFO] LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1] |
|
|
[2025-10-21 21:51:27,900][INFO] Loading `train_dataloader` to estimate number of stepping batches. |
|
|
[2025-10-21 21:51:28,075][WARNING] /usr/local/lib/python3.11/dist-packages/pytorch_lightning/utilities/model_summary/model_summary.py:231: Precision bf16-mixed is not supported by the model summary. Estimated model size in MB will not be accurate. Using 32 bits instead. |
|
|
|
|
|
[2025-10-21 21:51:28,092][INFO] |
|
|
| Name | Type | Params | Mode |
|
|
-------------------------------------------------------------------------- |
|
|
0 | teacher_embedding_model | DinoVisionTransformer | 85.7 M | eval |
|
|
1 | student_embedding_model | EmbeddingModel | 23.5 M | train |
|
|
2 | flatten | Flatten | 0 | train |
|
|
3 | student_projection_head | Linear | 1.6 M | train |
|
|
4 | criterion | DistillationLoss | 0 | train |
|
|
-------------------------------------------------------------------------- |
|
|
110 M Trainable params |
|
|
28.5 K Non-trainable params |
|
|
110 M Total params |
|
|
442.869 Total estimated model params size (MB) |
|
|
8 Modules in train mode |
|
|
481 Modules in eval mode |
|
|
[2025-10-21 21:51:28,102][WARNING] /usr/local/lib/python3.11/dist-packages/pytorch_lightning/loops/fit_loop.py:527: Found 481 module(s) in eval mode at the start of training. This may lead to unexpected behavior during training. If this is intentional, you can ignore this warning. |
|
|
|
|
|
[2025-10-21 21:52:12,533][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:52:12,882][WARNING] /usr/local/lib/python3.11/dist-packages/pytorch_lightning/callbacks/model_checkpoint.py:467: `ModelCheckpoint(monitor='val_loss')` could not find the monitored key in the returned metrics: ['train_loss', 'profiling/batch_time', 'profiling/data_time', 'lr-AdamW/params', 'lr-AdamW/params_no_weight_decay', 'epoch', 'step']. HINT: Did you call `log('val_loss', value)` in the `LightningModule`? |
|
|
|
|
|
[2025-10-21 21:52:59,457][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:53:46,303][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:54:34,023][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:55:21,018][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:56:08,154][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:56:55,194][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:57:42,256][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:58:29,413][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 21:59:16,521][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:00:03,825][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:00:51,987][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:01:39,467][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:02:26,853][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:03:13,960][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:04:01,041][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:04:48,085][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:05:35,092][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:06:23,833][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:07:11,042][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:07:58,279][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:08:45,339][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:09:32,676][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:10:19,997][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:11:07,186][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:11:54,383][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:12:42,423][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:13:29,533][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:14:16,443][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:15:03,427][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:15:50,329][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:16:37,150][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:17:24,431][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:18:12,003][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:19:00,569][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:19:48,146][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:20:35,960][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:21:23,759][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:22:11,453][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:22:59,060][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:23:46,990][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:24:34,964][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:25:23,885][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:26:11,735][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:26:59,592][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:27:47,598][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:28:35,523][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:29:23,525][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:30:11,786][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:31:00,765][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:31:04,103][INFO] `Trainer.fit` stopped: `max_epochs=50` reached. |
|
|
[2025-10-21 22:31:04,928][INFO] Training completed. |
|
|
[2025-10-21 22:31:04,931][DEBUG] Exporting model to '/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-10-21 22:31:05,419][INFO] Example: How to use the exported model |
|
|
---------------------------------------------------------------------------------------- |
|
|
import RTDETR |
|
|
import torch |
|
|
|
|
|
|
|
|
model = RTDETR(...) |
|
|
model.load_state_dict(torch.load('/kaggle/working/out/distill_vit_lightly/exported_models/exported_last.pt', weights_only=True)) |
|
|
|
|
|
|
|
|
... |
|
|
---------------------------------------------------------------------------------------- |
|
|
|
|
|
[2025-10-21 22:31:05,420][INFO] Model exported. |
|
|
|
