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[2025-11-23 19:43:09,008][INFO] Args: { |
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"accelerator": "auto", |
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"batch_size": 4, |
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"callbacks": null, |
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"checkpoint": null, |
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"data": "/content/unlabeled_idl_images", |
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"devices": "auto", |
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"embed_dim": null, |
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"epochs": "auto", |
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"float32_matmul_precision": "auto", |
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"loader_args": null, |
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"loggers": null, |
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"method": "distillationv1", |
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"method_args": { |
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"teacher": "dinov3/vitb16" |
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}, |
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"model": "ultralytics/yolo11m", |
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"model_args": null, |
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"num_nodes": 1, |
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"num_workers": "auto", |
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"optim": "auto", |
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"optim_args": null, |
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"out": "/content/dinov3_yolo11_distilled", |
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"overwrite": false, |
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"precision": "16-mixed", |
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"resume": null, |
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"resume_interrupted": false, |
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"seed": 0, |
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"strategy": "auto", |
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"trainer_args": { |
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"max_epochs": 10 |
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}, |
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"transform_args": null |
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} |
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[2025-11-23 19:43:09,009][INFO] Using output directory '/content/dinov3_yolo11_distilled'. |
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[2025-11-23 19:43:09,021][DEBUG] '/usr/local/lib/python3.12/dist-packages/lightly_train' is not a git repository. |
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[2025-11-23 19:43:09,028][DEBUG] Platform: Linux-6.6.105+-x86_64-with-glibc2.35 |
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[2025-11-23 19:43:09,028][DEBUG] Python: 3.12.12 |
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[2025-11-23 19:43:09,029][DEBUG] LightlyTrain: 0.12.2 |
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[2025-11-23 19:43:09,030][DEBUG] LightlyTrain Git Information: |
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[2025-11-23 19:43:09,030][DEBUG] LightlyTrain is not installed from a git repository. |
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[2025-11-23 19:43:09,031][DEBUG] Run directory Git Information: |
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[2025-11-23 19:43:09,031][DEBUG] Branch: main |
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[2025-11-23 19:43:09,032][DEBUG] Commit: eca2c7bdb08dc783d25929d28ae99539139fed13 |
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[2025-11-23 19:43:09,033][DEBUG] Uncommitted changes: M pre-train_distill_yolo11.py |
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?? yolo11s-pose.yaml |
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?? yolo11s.pt |
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[2025-11-23 19:43:09,033][DEBUG] Dependencies: |
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[2025-11-23 19:43:09,034][DEBUG] - torch 2.9.0+cu126 |
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[2025-11-23 19:43:09,035][DEBUG] - torchvision 0.24.0+cu126 |
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[2025-11-23 19:43:09,035][DEBUG] - pytorch-lightning 2.5.6 |
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[2025-11-23 19:43:09,036][DEBUG] - Pillow 11.3.0 |
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[2025-11-23 19:43:09,037][DEBUG] - pillow-simd x |
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[2025-11-23 19:43:09,037][DEBUG] Optional dependencies: |
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[2025-11-23 19:43:09,038][DEBUG] - super-gradients x |
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[2025-11-23 19:43:09,038][DEBUG] - timm 1.0.22 |
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[2025-11-23 19:43:09,039][DEBUG] - ultralytics 8.3.230 |
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[2025-11-23 19:43:09,039][DEBUG] - wandb 0.23.0 |
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[2025-11-23 19:43:09,040][DEBUG] CPUs: 12 |
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[2025-11-23 19:43:09,041][DEBUG] GPUs: 1 |
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[2025-11-23 19:43:09,041][DEBUG] - NVIDIA L4 8.9 (23795204096) |
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[2025-11-23 19:43:09,042][DEBUG] Environment variables: |
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[2025-11-23 19:43:09,045][DEBUG] Getting transform args for method 'distillationv1'. |
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[2025-11-23 19:43:09,046][DEBUG] Using additional transform arguments None. |
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[2025-11-23 19:43:09,046][DEBUG] Getting transform for method 'distillationv1'. |
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[2025-11-23 19:43:09,051][DEBUG] Creating temporary file '/root/.cache/lightly-train/data/verify-out/5387724c44f656347aaa27f80fcb2110fa35c4f5b1611a1f187104d039136bd5' to verify out path. |
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[2025-11-23 19:43:09,054][DEBUG] Writing filepaths to '/root/.cache/lightly-train/data/5387724c44f656347aaa27f80fcb2110fa35c4f5b1611a1f187104d039136bd5.8aa0f77845a30c7a4c84f23f927bfbf0aab996e6d3374b1f4865a0d855a60045.temp' (chunk_size=10000) |
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[2025-11-23 19:43:09,059][DEBUG] Creating memory mapped sequence with 1200 '['filenames']'. |
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[2025-11-23 19:43:09,060][DEBUG] Found dataset size 1200. |
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[2025-11-23 19:43:09,060][DEBUG] Using default epochs 100. |
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[2025-11-23 19:43:10,642][DEBUG] Freezing parameters with names ['.dfl'] |
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[2025-11-23 19:43:10,643][INFO] Enabling gradients for parameter 'model.model.0.conv.weight' |
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[2025-11-23 19:43:10,644][INFO] Enabling gradients for parameter 'model.model.0.bn.weight' |
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[2025-11-23 19:43:10,645][INFO] Enabling gradients for parameter 'model.model.0.bn.bias' |
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[2025-11-23 19:43:10,647][INFO] Enabling gradients for parameter 'model.model.1.conv.weight' |
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[2025-11-23 19:43:10,648][INFO] Enabling gradients for parameter 'model.model.1.bn.weight' |
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[2025-11-23 19:43:10,649][INFO] Enabling gradients for parameter 'model.model.1.bn.bias' |
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[2025-11-23 19:43:10,650][INFO] Enabling gradients for parameter 'model.model.2.cv1.conv.weight' |
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[2025-11-23 19:43:10,651][INFO] Enabling gradients for parameter 'model.model.2.cv1.bn.weight' |
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[2025-11-23 19:43:10,654][INFO] Enabling gradients for parameter 'model.model.2.cv1.bn.bias' |
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[2025-11-23 19:43:10,655][INFO] Enabling gradients for parameter 'model.model.2.cv2.conv.weight' |
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[2025-11-23 19:43:10,656][INFO] Enabling gradients for parameter 'model.model.2.cv2.bn.weight' |
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[2025-11-23 19:43:10,658][INFO] Enabling gradients for parameter 'model.model.2.cv2.bn.bias' |
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[2025-11-23 19:43:10,659][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,660][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,662][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,663][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,664][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,665][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,666][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,667][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,668][INFO] Enabling gradients for parameter 'model.model.2.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,669][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,671][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,672][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,673][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,674][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,675][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,676][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,677][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,679][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,680][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,681][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,682][INFO] Enabling gradients for parameter 'model.model.2.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,683][INFO] Enabling gradients for parameter 'model.model.3.conv.weight' |
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[2025-11-23 19:43:10,684][INFO] Enabling gradients for parameter 'model.model.3.bn.weight' |
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[2025-11-23 19:43:10,685][INFO] Enabling gradients for parameter 'model.model.3.bn.bias' |
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[2025-11-23 19:43:10,686][INFO] Enabling gradients for parameter 'model.model.4.cv1.conv.weight' |
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[2025-11-23 19:43:10,688][INFO] Enabling gradients for parameter 'model.model.4.cv1.bn.weight' |
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[2025-11-23 19:43:10,689][INFO] Enabling gradients for parameter 'model.model.4.cv1.bn.bias' |
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[2025-11-23 19:43:10,691][INFO] Enabling gradients for parameter 'model.model.4.cv2.conv.weight' |
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[2025-11-23 19:43:10,692][INFO] Enabling gradients for parameter 'model.model.4.cv2.bn.weight' |
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[2025-11-23 19:43:10,693][INFO] Enabling gradients for parameter 'model.model.4.cv2.bn.bias' |
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[2025-11-23 19:43:10,694][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,695][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,696][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,698][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,699][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,700][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,701][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,703][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,704][INFO] Enabling gradients for parameter 'model.model.4.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,705][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,706][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,708][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,709][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,710][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,711][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,713][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,714][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,715][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,717][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,718][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,719][INFO] Enabling gradients for parameter 'model.model.4.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,721][INFO] Enabling gradients for parameter 'model.model.5.conv.weight' |
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[2025-11-23 19:43:10,722][INFO] Enabling gradients for parameter 'model.model.5.bn.weight' |
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[2025-11-23 19:43:10,723][INFO] Enabling gradients for parameter 'model.model.5.bn.bias' |
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[2025-11-23 19:43:10,724][INFO] Enabling gradients for parameter 'model.model.6.cv1.conv.weight' |
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[2025-11-23 19:43:10,725][INFO] Enabling gradients for parameter 'model.model.6.cv1.bn.weight' |
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[2025-11-23 19:43:10,726][INFO] Enabling gradients for parameter 'model.model.6.cv1.bn.bias' |
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[2025-11-23 19:43:10,727][INFO] Enabling gradients for parameter 'model.model.6.cv2.conv.weight' |
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[2025-11-23 19:43:10,728][INFO] Enabling gradients for parameter 'model.model.6.cv2.bn.weight' |
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[2025-11-23 19:43:10,731][INFO] Enabling gradients for parameter 'model.model.6.cv2.bn.bias' |
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[2025-11-23 19:43:10,732][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,733][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,734][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,735][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,736][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,737][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,739][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,740][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,741][INFO] Enabling gradients for parameter 'model.model.6.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,742][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,743][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,744][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,745][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,746][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,747][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,749][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,750][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,751][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,753][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,754][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,754][INFO] Enabling gradients for parameter 'model.model.6.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,755][INFO] Enabling gradients for parameter 'model.model.7.conv.weight' |
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[2025-11-23 19:43:10,756][INFO] Enabling gradients for parameter 'model.model.7.bn.weight' |
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[2025-11-23 19:43:10,758][INFO] Enabling gradients for parameter 'model.model.7.bn.bias' |
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[2025-11-23 19:43:10,759][INFO] Enabling gradients for parameter 'model.model.8.cv1.conv.weight' |
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[2025-11-23 19:43:10,760][INFO] Enabling gradients for parameter 'model.model.8.cv1.bn.weight' |
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[2025-11-23 19:43:10,761][INFO] Enabling gradients for parameter 'model.model.8.cv1.bn.bias' |
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[2025-11-23 19:43:10,763][INFO] Enabling gradients for parameter 'model.model.8.cv2.conv.weight' |
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[2025-11-23 19:43:10,764][INFO] Enabling gradients for parameter 'model.model.8.cv2.bn.weight' |
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[2025-11-23 19:43:10,766][INFO] Enabling gradients for parameter 'model.model.8.cv2.bn.bias' |
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[2025-11-23 19:43:10,767][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,768][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,770][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,771][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,772][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,773][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,774][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,775][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,777][INFO] Enabling gradients for parameter 'model.model.8.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,778][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,779][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,781][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,782][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,783][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,784][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,785][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,786][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,788][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,789][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,790][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,792][INFO] Enabling gradients for parameter 'model.model.8.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,793][INFO] Enabling gradients for parameter 'model.model.9.cv1.conv.weight' |
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[2025-11-23 19:43:10,794][INFO] Enabling gradients for parameter 'model.model.9.cv1.bn.weight' |
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[2025-11-23 19:43:10,796][INFO] Enabling gradients for parameter 'model.model.9.cv1.bn.bias' |
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[2025-11-23 19:43:10,797][INFO] Enabling gradients for parameter 'model.model.9.cv2.conv.weight' |
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[2025-11-23 19:43:10,798][INFO] Enabling gradients for parameter 'model.model.9.cv2.bn.weight' |
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[2025-11-23 19:43:10,799][INFO] Enabling gradients for parameter 'model.model.9.cv2.bn.bias' |
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[2025-11-23 19:43:10,801][INFO] Enabling gradients for parameter 'model.model.10.cv1.conv.weight' |
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[2025-11-23 19:43:10,802][INFO] Enabling gradients for parameter 'model.model.10.cv1.bn.weight' |
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[2025-11-23 19:43:10,803][INFO] Enabling gradients for parameter 'model.model.10.cv1.bn.bias' |
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[2025-11-23 19:43:10,804][INFO] Enabling gradients for parameter 'model.model.10.cv2.conv.weight' |
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[2025-11-23 19:43:10,806][INFO] Enabling gradients for parameter 'model.model.10.cv2.bn.weight' |
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[2025-11-23 19:43:10,807][INFO] Enabling gradients for parameter 'model.model.10.cv2.bn.bias' |
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[2025-11-23 19:43:10,808][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.qkv.conv.weight' |
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[2025-11-23 19:43:10,810][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.qkv.bn.weight' |
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[2025-11-23 19:43:10,811][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.qkv.bn.bias' |
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[2025-11-23 19:43:10,812][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.proj.conv.weight' |
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[2025-11-23 19:43:10,813][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.proj.bn.weight' |
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[2025-11-23 19:43:10,814][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.proj.bn.bias' |
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[2025-11-23 19:43:10,815][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.pe.conv.weight' |
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[2025-11-23 19:43:10,816][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.pe.bn.weight' |
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[2025-11-23 19:43:10,818][INFO] Enabling gradients for parameter 'model.model.10.m.0.attn.pe.bn.bias' |
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[2025-11-23 19:43:10,819][INFO] Enabling gradients for parameter 'model.model.10.m.0.ffn.0.conv.weight' |
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[2025-11-23 19:43:10,821][INFO] Enabling gradients for parameter 'model.model.10.m.0.ffn.0.bn.weight' |
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[2025-11-23 19:43:10,822][INFO] Enabling gradients for parameter 'model.model.10.m.0.ffn.0.bn.bias' |
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[2025-11-23 19:43:10,823][INFO] Enabling gradients for parameter 'model.model.10.m.0.ffn.1.conv.weight' |
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[2025-11-23 19:43:10,824][INFO] Enabling gradients for parameter 'model.model.10.m.0.ffn.1.bn.weight' |
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[2025-11-23 19:43:10,825][INFO] Enabling gradients for parameter 'model.model.10.m.0.ffn.1.bn.bias' |
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[2025-11-23 19:43:10,826][INFO] Enabling gradients for parameter 'model.model.13.cv1.conv.weight' |
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[2025-11-23 19:43:10,827][INFO] Enabling gradients for parameter 'model.model.13.cv1.bn.weight' |
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[2025-11-23 19:43:10,828][INFO] Enabling gradients for parameter 'model.model.13.cv1.bn.bias' |
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[2025-11-23 19:43:10,830][INFO] Enabling gradients for parameter 'model.model.13.cv2.conv.weight' |
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[2025-11-23 19:43:10,831][INFO] Enabling gradients for parameter 'model.model.13.cv2.bn.weight' |
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[2025-11-23 19:43:10,832][INFO] Enabling gradients for parameter 'model.model.13.cv2.bn.bias' |
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[2025-11-23 19:43:10,833][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,834][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,835][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,837][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,838][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,839][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,840][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,842][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,843][INFO] Enabling gradients for parameter 'model.model.13.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,844][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,845][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,846][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,847][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,849][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,850][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,851][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,852][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,853][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,854][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,855][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,858][INFO] Enabling gradients for parameter 'model.model.13.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,859][INFO] Enabling gradients for parameter 'model.model.16.cv1.conv.weight' |
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[2025-11-23 19:43:10,860][INFO] Enabling gradients for parameter 'model.model.16.cv1.bn.weight' |
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[2025-11-23 19:43:10,861][INFO] Enabling gradients for parameter 'model.model.16.cv1.bn.bias' |
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[2025-11-23 19:43:10,862][INFO] Enabling gradients for parameter 'model.model.16.cv2.conv.weight' |
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[2025-11-23 19:43:10,864][INFO] Enabling gradients for parameter 'model.model.16.cv2.bn.weight' |
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[2025-11-23 19:43:10,865][INFO] Enabling gradients for parameter 'model.model.16.cv2.bn.bias' |
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[2025-11-23 19:43:10,866][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,868][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,869][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,871][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,872][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,873][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,874][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,877][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,878][INFO] Enabling gradients for parameter 'model.model.16.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,880][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,881][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,882][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,884][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,886][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,887][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,888][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,889][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,890][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,891][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,894][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,895][INFO] Enabling gradients for parameter 'model.model.16.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,896][INFO] Enabling gradients for parameter 'model.model.17.conv.weight' |
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[2025-11-23 19:43:10,897][INFO] Enabling gradients for parameter 'model.model.17.bn.weight' |
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[2025-11-23 19:43:10,899][INFO] Enabling gradients for parameter 'model.model.17.bn.bias' |
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[2025-11-23 19:43:10,900][INFO] Enabling gradients for parameter 'model.model.19.cv1.conv.weight' |
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[2025-11-23 19:43:10,901][INFO] Enabling gradients for parameter 'model.model.19.cv1.bn.weight' |
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[2025-11-23 19:43:10,903][INFO] Enabling gradients for parameter 'model.model.19.cv1.bn.bias' |
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[2025-11-23 19:43:10,904][INFO] Enabling gradients for parameter 'model.model.19.cv2.conv.weight' |
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[2025-11-23 19:43:10,905][INFO] Enabling gradients for parameter 'model.model.19.cv2.bn.weight' |
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[2025-11-23 19:43:10,908][INFO] Enabling gradients for parameter 'model.model.19.cv2.bn.bias' |
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[2025-11-23 19:43:10,909][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,910][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,911][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,912][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,914][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,915][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,916][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,918][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,919][INFO] Enabling gradients for parameter 'model.model.19.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,920][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,921][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,922][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,924][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,925][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,926][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,927][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,928][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,930][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,931][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,932][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,933][INFO] Enabling gradients for parameter 'model.model.19.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,934][INFO] Enabling gradients for parameter 'model.model.20.conv.weight' |
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[2025-11-23 19:43:10,936][INFO] Enabling gradients for parameter 'model.model.20.bn.weight' |
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[2025-11-23 19:43:10,938][INFO] Enabling gradients for parameter 'model.model.20.bn.bias' |
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[2025-11-23 19:43:10,939][INFO] Enabling gradients for parameter 'model.model.22.cv1.conv.weight' |
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[2025-11-23 19:43:10,940][INFO] Enabling gradients for parameter 'model.model.22.cv1.bn.weight' |
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[2025-11-23 19:43:10,942][INFO] Enabling gradients for parameter 'model.model.22.cv1.bn.bias' |
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[2025-11-23 19:43:10,943][INFO] Enabling gradients for parameter 'model.model.22.cv2.conv.weight' |
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[2025-11-23 19:43:10,944][INFO] Enabling gradients for parameter 'model.model.22.cv2.bn.weight' |
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[2025-11-23 19:43:10,945][INFO] Enabling gradients for parameter 'model.model.22.cv2.bn.bias' |
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[2025-11-23 19:43:10,946][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,947][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,948][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,949][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,950][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,951][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,952][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv3.conv.weight' |
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[2025-11-23 19:43:10,953][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv3.bn.weight' |
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[2025-11-23 19:43:10,954][INFO] Enabling gradients for parameter 'model.model.22.m.0.cv3.bn.bias' |
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[2025-11-23 19:43:10,955][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.0.cv1.conv.weight' |
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[2025-11-23 19:43:10,956][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.0.cv1.bn.weight' |
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[2025-11-23 19:43:10,958][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.0.cv1.bn.bias' |
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[2025-11-23 19:43:10,959][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.0.cv2.conv.weight' |
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[2025-11-23 19:43:10,960][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.0.cv2.bn.weight' |
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[2025-11-23 19:43:10,961][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.0.cv2.bn.bias' |
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[2025-11-23 19:43:10,962][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.1.cv1.conv.weight' |
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[2025-11-23 19:43:10,966][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.1.cv1.bn.weight' |
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[2025-11-23 19:43:10,967][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.1.cv1.bn.bias' |
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[2025-11-23 19:43:10,968][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.1.cv2.conv.weight' |
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[2025-11-23 19:43:10,970][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.1.cv2.bn.weight' |
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[2025-11-23 19:43:10,971][INFO] Enabling gradients for parameter 'model.model.22.m.0.m.1.cv2.bn.bias' |
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[2025-11-23 19:43:10,972][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.0.conv.weight' |
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[2025-11-23 19:43:10,973][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.0.bn.weight' |
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[2025-11-23 19:43:10,974][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.0.bn.bias' |
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[2025-11-23 19:43:10,975][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.1.conv.weight' |
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[2025-11-23 19:43:10,976][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.1.bn.weight' |
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[2025-11-23 19:43:10,977][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.1.bn.bias' |
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[2025-11-23 19:43:10,979][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.2.weight' |
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[2025-11-23 19:43:10,980][INFO] Enabling gradients for parameter 'model.model.23.cv2.0.2.bias' |
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[2025-11-23 19:43:10,981][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.0.conv.weight' |
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[2025-11-23 19:43:10,983][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.0.bn.weight' |
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[2025-11-23 19:43:10,984][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.0.bn.bias' |
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[2025-11-23 19:43:10,985][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.1.conv.weight' |
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[2025-11-23 19:43:10,987][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.1.bn.weight' |
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[2025-11-23 19:43:10,988][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.1.bn.bias' |
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[2025-11-23 19:43:10,989][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.2.weight' |
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[2025-11-23 19:43:10,990][INFO] Enabling gradients for parameter 'model.model.23.cv2.1.2.bias' |
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[2025-11-23 19:43:10,991][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.0.conv.weight' |
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[2025-11-23 19:43:10,992][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.0.bn.weight' |
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[2025-11-23 19:43:10,994][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.0.bn.bias' |
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[2025-11-23 19:43:10,995][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.1.conv.weight' |
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[2025-11-23 19:43:10,996][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.1.bn.weight' |
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[2025-11-23 19:43:10,997][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.1.bn.bias' |
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[2025-11-23 19:43:10,998][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.2.weight' |
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[2025-11-23 19:43:10,999][INFO] Enabling gradients for parameter 'model.model.23.cv2.2.2.bias' |
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[2025-11-23 19:43:11,001][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.0.0.conv.weight' |
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[2025-11-23 19:43:11,002][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.0.0.bn.weight' |
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[2025-11-23 19:43:11,003][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.0.0.bn.bias' |
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[2025-11-23 19:43:11,004][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.0.1.conv.weight' |
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[2025-11-23 19:43:11,006][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.0.1.bn.weight' |
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[2025-11-23 19:43:11,007][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.0.1.bn.bias' |
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[2025-11-23 19:43:11,008][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.1.0.conv.weight' |
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[2025-11-23 19:43:11,010][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.1.0.bn.weight' |
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[2025-11-23 19:43:11,011][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.1.0.bn.bias' |
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[2025-11-23 19:43:11,012][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.1.1.conv.weight' |
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[2025-11-23 19:43:11,013][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.1.1.bn.weight' |
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[2025-11-23 19:43:11,015][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.1.1.bn.bias' |
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[2025-11-23 19:43:11,015][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.2.weight' |
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[2025-11-23 19:43:11,016][INFO] Enabling gradients for parameter 'model.model.23.cv3.0.2.bias' |
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[2025-11-23 19:43:11,018][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.0.0.conv.weight' |
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[2025-11-23 19:43:11,019][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.0.0.bn.weight' |
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[2025-11-23 19:43:11,020][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.0.0.bn.bias' |
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[2025-11-23 19:43:11,021][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.0.1.conv.weight' |
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[2025-11-23 19:43:11,022][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.0.1.bn.weight' |
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[2025-11-23 19:43:11,023][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.0.1.bn.bias' |
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[2025-11-23 19:43:11,026][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.1.0.conv.weight' |
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[2025-11-23 19:43:11,027][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.1.0.bn.weight' |
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[2025-11-23 19:43:11,028][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.1.0.bn.bias' |
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[2025-11-23 19:43:11,029][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.1.1.conv.weight' |
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[2025-11-23 19:43:11,029][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.1.1.bn.weight' |
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[2025-11-23 19:43:11,032][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.1.1.bn.bias' |
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[2025-11-23 19:43:11,032][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.2.weight' |
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[2025-11-23 19:43:11,033][INFO] Enabling gradients for parameter 'model.model.23.cv3.1.2.bias' |
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[2025-11-23 19:43:11,034][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.0.0.conv.weight' |
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[2025-11-23 19:43:11,035][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.0.0.bn.weight' |
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[2025-11-23 19:43:11,036][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.0.0.bn.bias' |
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[2025-11-23 19:43:11,038][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.0.1.conv.weight' |
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[2025-11-23 19:43:11,039][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.0.1.bn.weight' |
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[2025-11-23 19:43:11,040][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.0.1.bn.bias' |
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[2025-11-23 19:43:11,043][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.1.0.conv.weight' |
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[2025-11-23 19:43:11,044][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.1.0.bn.weight' |
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[2025-11-23 19:43:11,045][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.1.0.bn.bias' |
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[2025-11-23 19:43:11,046][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.1.1.conv.weight' |
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[2025-11-23 19:43:11,048][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.1.1.bn.weight' |
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[2025-11-23 19:43:11,049][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.1.1.bn.bias' |
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[2025-11-23 19:43:11,050][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.2.weight' |
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[2025-11-23 19:43:11,052][INFO] Enabling gradients for parameter 'model.model.23.cv3.2.2.bias' |
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[2025-11-23 19:43:11,053][INFO] Disabling gradients for parameter 'model.model.23.dfl.conv.weight' |
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[2025-11-23 19:43:11,057][DEBUG] Getting embedding model with embedding dimension None. |
|
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[2025-11-23 19:43:11,057][DEBUG] Using jsonl logger with args flush_logs_every_n_steps=100 |
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[2025-11-23 19:43:11,058][DEBUG] Using tensorboard logger with args name='' version='' log_graph=False default_hp_metric=True prefix='' sub_dir=None |
|
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[2025-11-23 19:43:11,059][DEBUG] Using loggers ['JSONLLogger', 'TensorBoardLogger']. |
|
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[2025-11-23 19:43:11,062][DEBUG] Getting accelerator for 'auto'. |
|
|
[2025-11-23 19:43:11,063][DEBUG] CUDA is available, defaulting to CUDA. |
|
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[2025-11-23 19:43:11,064][DEBUG] Detected 1 devices. |
|
|
[2025-11-23 19:43:11,065][DEBUG] Using strategy 'auto'. |
|
|
[2025-11-23 19:43:11,066][DEBUG] Using provided precision '16-mixed'. |
|
|
[2025-11-23 19:43:11,066][DEBUG] Getting trainer. |
|
|
[2025-11-23 19:43:11,067][DEBUG] Using sync_batchnorm 'True'. |
|
|
[2025-11-23 19:43:11,067][DEBUG] Using additional trainer arguments {'max_epochs': 10}. |
|
|
[2025-11-23 19:43:11,069][INFO] Using 16bit Automatic Mixed Precision (AMP) |
|
|
[2025-11-23 19:43:11,111][INFO] GPU available: True (cuda), used: True |
|
|
[2025-11-23 19:43:11,113][INFO] TPU available: False, using: 0 TPU cores |
|
|
[2025-11-23 19:43:11,114][DEBUG] Detected 1 nodes and 1 devices per node. |
|
|
[2025-11-23 19:43:11,115][DEBUG] Total number of devices: 1. |
|
|
[2025-11-23 19:43:11,116][DEBUG] Detected dataset size 1200. |
|
|
[2025-11-23 19:43:11,116][DEBUG] Using batch size per device 4. |
|
|
[2025-11-23 19:43:11,117][DEBUG] Using optimizer 'OptimizerType.LARS'. |
|
|
[2025-11-23 19:43:11,118][DEBUG] Getting method args for 'Distillation' |
|
|
[2025-11-23 19:43:11,118][DEBUG] Getting method for 'Distillation' |
|
|
[2025-11-23 19:43:11,837][INFO] Resolved configuration: |
|
|
{ |
|
|
"accelerator": "CUDAAccelerator", |
|
|
"batch_size": 4, |
|
|
"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": "/content/dinov3_yolo11_distilled/checkpoints", |
|
|
"enable_version_counter": false, |
|
|
"every_n_epochs": null, |
|
|
"every_n_train_steps": null, |
|
|
"filename": null, |
|
|
"mode": "min", |
|
|
"monitor": null, |
|
|
"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": "/content/unlabeled_idl_images", |
|
|
"devices": 1, |
|
|
"embed_dim": null, |
|
|
"epochs": 100, |
|
|
"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": null |
|
|
}, |
|
|
"method": "distillationv1", |
|
|
"method_args": { |
|
|
"lr_scale_method": "sqrt", |
|
|
"queue_size": 512, |
|
|
"reference_batch_size": 1536, |
|
|
"teacher": "dinov3/vitb16", |
|
|
"teacher_url": null, |
|
|
"teacher_weights": null, |
|
|
"temperature": 0.07 |
|
|
}, |
|
|
"model": "ultralytics/yolo11m", |
|
|
"model_args": null, |
|
|
"num_nodes": 1, |
|
|
"num_workers": 8, |
|
|
"optim": "lars", |
|
|
"optim_args": { |
|
|
"dampening": 0.0, |
|
|
"eps": 1e-08, |
|
|
"lr": 1.8, |
|
|
"momentum": 0.9, |
|
|
"nesterov": false, |
|
|
"trust_coefficient": 0.001, |
|
|
"weight_decay": 1e-06 |
|
|
}, |
|
|
"out": "/content/dinov3_yolo11_distilled", |
|
|
"overwrite": false, |
|
|
"precision": "16-mixed", |
|
|
"resume": null, |
|
|
"resume_interrupted": false, |
|
|
"seed": 0, |
|
|
"strategy": "SingleDeviceStrategy", |
|
|
"trainer_args": { |
|
|
"max_epochs": 10 |
|
|
}, |
|
|
"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 |
|
|
} |
|
|
} |
|
|
|
|
|
[2025-11-23 19:43:11,857][INFO] LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0] |
|
|
[2025-11-23 19:43:11,968][INFO] Loading `train_dataloader` to estimate number of stepping batches. |
|
|
[2025-11-23 19:43:12,515][WARNING] /usr/local/lib/python3.12/dist-packages/pytorch_lightning/utilities/model_summary/model_summary.py:231: Precision 16-mixed is not supported by the model summary. Estimated model size in MB will not be accurate. Using 32 bits instead. |
|
|
|
|
|
[2025-11-23 19:43:12,533][INFO] |
|
|
| Name | Type | Params | Mode |
|
|
-------------------------------------------------------------------------- |
|
|
0 | teacher_embedding_model | DinoVisionTransformer | 85.7 M | eval |
|
|
1 | student_embedding_model | EmbeddingModel | 10.4 M | train |
|
|
2 | flatten | Flatten | 0 | train |
|
|
3 | student_projection_head | Linear | 393 K | train |
|
|
4 | criterion | DistillationLoss | 0 | train |
|
|
-------------------------------------------------------------------------- |
|
|
10.7 M Trainable params |
|
|
85.7 M Non-trainable params |
|
|
96.4 M Total params |
|
|
385.663 Total estimated model params size (MB) |
|
|
195 Modules in train mode |
|
|
212 Modules in eval mode |
|
|
[2025-11-23 19:43:12,540][WARNING] /usr/local/lib/python3.12/dist-packages/pytorch_lightning/loops/fit_loop.py:527: Found 212 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. |
|
|
|
|
|
[2025-11-23 19:43:38,966][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:44:08,441][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:44:39,519][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:45:09,775][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:45:40,349][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:46:10,399][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:46:41,368][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:47:11,742][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:47:41,808][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:48:12,054][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:48:15,355][INFO] `Trainer.fit` stopped: `max_epochs=10` reached. |
|
|
[2025-11-23 19:48:15,945][INFO] Training completed. |
|
|
[2025-11-23 19:48:15,947][DEBUG] Exporting model to '/content/dinov3_yolo11_distilled/exported_models/exported_last.pt' in format 'ModelFormat.PACKAGE_DEFAULT'. |
|
|
[2025-11-23 19:48:16,213][INFO] Example: How to use the exported model |
|
|
---------------------------------------------------------------------------------------- |
|
|
from ultralytics import YOLO |
|
|
|
|
|
|
|
|
model = YOLO('/content/dinov3_yolo11_distilled/exported_models/exported_last.pt') |
|
|
|
|
|
|
|
|
... |
|
|
---------------------------------------------------------------------------------------- |
|
|
|
|
|
[2025-11-23 19:48:16,217][INFO] Model exported. |
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|
