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| description: Learn to integrate DVCLive with Ultralytics for enhanced logging during training. Step-by-step methods for setting up and optimizing DVC callbacks. |
| keywords: Ultralytics, DVC, DVCLive, machine learning, logging, training, callbacks, integration |
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| # Reference for `ultralytics/utils/callbacks/dvc.py` |
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| !!! Note |
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| This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/dvc.py) 🛠️. Thank you 🙏! |
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| <br> |
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| ## ::: ultralytics.utils.callbacks.dvc._log_images |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc._log_plots |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc._log_confusion_matrix |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_start |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_end |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc.on_train_start |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc.on_train_epoch_start |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc.on_fit_epoch_end |
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| <br><br><hr><br> |
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| ## ::: ultralytics.utils.callbacks.dvc.on_train_end |
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| <br><br> |
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