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120
docs/en/reference/utils/callbacks/base.md
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120
docs/en/reference/utils/callbacks/base.md
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---
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description: Explore how to use the on-train, on-validation, on-pretrain, and on-predict callbacks in Ultralytics. Learn to update params, save models, and add integration callbacks.
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keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predict, Parameters update, Model saving, Integration callbacks
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---
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# Reference for `ultralytics/utils/callbacks/base.py`
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||||
!!! Note
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||||
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||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.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/base.py) 🛠️. Thank you 🙏!
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_train_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_train_epoch_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_train_batch_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.optimizer_step
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_before_zero_grad
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_train_batch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_train_epoch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_fit_epoch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_model_save
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_train_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_params_update
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<br><br>
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## ::: ultralytics.utils.callbacks.base.teardown
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_val_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_val_batch_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_val_batch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_val_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_predict_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_predict_batch_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_predict_batch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_predict_postprocess_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_predict_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_export_start
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<br><br>
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## ::: ultralytics.utils.callbacks.base.on_export_end
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<br><br>
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## ::: ultralytics.utils.callbacks.base.get_default_callbacks
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<br><br>
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## ::: ultralytics.utils.callbacks.base.add_integration_callbacks
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<br><br>
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40
docs/en/reference/utils/callbacks/clearml.md
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40
docs/en/reference/utils/callbacks/clearml.md
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---
|
||||
description: Uncover the specifics of Ultralytics ClearML callbacks, from pretrain routine start to training end. Boost your ML model performance.
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keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation end, train epoch end, training end
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/clearml.py`
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||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.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/clearml.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
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||||
## ::: ultralytics.utils.callbacks.clearml._log_debug_samples
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<br><br>
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## ::: ultralytics.utils.callbacks.clearml._log_plot
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<br><br>
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## ::: ultralytics.utils.callbacks.clearml.on_pretrain_routine_start
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<br><br>
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## ::: ultralytics.utils.callbacks.clearml.on_train_epoch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.clearml.on_fit_epoch_end
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<br><br>
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## ::: ultralytics.utils.callbacks.clearml.on_val_end
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<br><br>
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## ::: ultralytics.utils.callbacks.clearml.on_train_end
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<br><br>
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108
docs/en/reference/utils/callbacks/comet.md
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docs/en/reference/utils/callbacks/comet.md
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---
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||||
description: Explore comprehensive documentation for utilising Comet Callbacks in Ultralytics. Learn to optimise training, logging, and experiment workflows.
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||||
keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experiment Workflows
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||||
---
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||||
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||||
# Reference for `ultralytics/utils/callbacks/comet.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/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.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/comet.py) 🛠️. Thank you 🙏!
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||||
<br><br>
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## ::: ultralytics.utils.callbacks.comet._get_comet_mode
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._get_comet_model_name
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._get_eval_batch_logging_interval
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._get_max_image_predictions_to_log
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._scale_confidence_score
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._should_log_confusion_matrix
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._should_log_image_predictions
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._get_experiment_type
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._create_experiment
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._fetch_trainer_metadata
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<br><br>
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## ::: ultralytics.utils.callbacks.comet._scale_bounding_box_to_original_image_shape
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||||
<br><br>
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## ::: ultralytics.utils.callbacks.comet._format_ground_truth_annotations_for_detection
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._format_prediction_annotations_for_detection
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._fetch_annotations
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._create_prediction_metadata_map
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._log_confusion_matrix
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._log_images
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._log_image_predictions
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._log_plots
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet._log_model
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet.on_pretrain_routine_start
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet.on_train_epoch_end
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet.on_fit_epoch_end
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||||
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||||
<br><br>
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||||
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||||
## ::: ultralytics.utils.callbacks.comet.on_train_end
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||||
|
||||
<br><br>
|
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48
docs/en/reference/utils/callbacks/dvc.md
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48
docs/en/reference/utils/callbacks/dvc.md
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|
||||
---
|
||||
description: Browse through Ultralytics YOLO docs to learn about important logging and callback functions used in training and pretraining models.
|
||||
keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine learning, models
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/dvc.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
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 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc._log_images
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc._log_plots
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc._log_confusion_matrix
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc.on_train_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc.on_train_epoch_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.dvc.on_train_end
|
||||
|
||||
<br><br>
|
||||
44
docs/en/reference/utils/callbacks/hub.md
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44
docs/en/reference/utils/callbacks/hub.md
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@ -0,0 +1,44 @@
|
||||
---
|
||||
description: Explore the detailed information on key Ultralytics callbacks such as on_pretrain_routine_end, on_model_save, on_train_start, and on_predict_start.
|
||||
keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_train_start, on_predict_start, hub, training
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/hub.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.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/hub.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_model_save
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_train_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_train_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_val_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_predict_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.hub.on_export_start
|
||||
|
||||
<br><br>
|
||||
28
docs/en/reference/utils/callbacks/mlflow.md
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28
docs/en/reference/utils/callbacks/mlflow.md
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|
||||
---
|
||||
description: Understand routines at the end of pre-training and training in Ultralytics. Elevate your MLflow callbacks expertise.
|
||||
keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end, Machine Learning, Training
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/mlflow.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.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/mlflow.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.mlflow.on_train_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.mlflow.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.mlflow.on_train_end
|
||||
|
||||
<br><br>
|
||||
44
docs/en/reference/utils/callbacks/neptune.md
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44
docs/en/reference/utils/callbacks/neptune.md
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|
||||
---
|
||||
description: Explore exhaustive details about Ultralytics callbacks in Neptune, with specifics about scalar logging, routine start, and more.
|
||||
keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_plot, _log_images, on_pretrain_routine_start, on_fit_epoch_end, on_train_end
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/neptune.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.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/neptune.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune._log_scalars
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune._log_images
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune._log_plot
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune.on_pretrain_routine_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune.on_train_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune.on_val_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.neptune.on_train_end
|
||||
|
||||
<br><br>
|
||||
16
docs/en/reference/utils/callbacks/raytune.md
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16
docs/en/reference/utils/callbacks/raytune.md
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@ -0,0 +1,16 @@
|
||||
---
|
||||
description: Discover the functionality of the on_fit_epoch_end callback in the Ultralytics YOLO framework. Learn how to end an epoch in your deep learning projects.
|
||||
keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep learning, YOLO framework
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/raytune.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.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/raytune.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
36
docs/en/reference/utils/callbacks/tensorboard.md
Normal file
36
docs/en/reference/utils/callbacks/tensorboard.md
Normal file
@ -0,0 +1,36 @@
|
||||
---
|
||||
description: Explore Ultralytics YOLO Docs for a deep understanding of log_scalars, on_batch_end & other callback utilities embedded in the tensorboard module.
|
||||
keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_batch_end, tensorboard
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/tensorboard.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.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/tensorboard.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.tensorboard._log_scalars
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.tensorboard._log_tensorboard_graph
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.tensorboard.on_pretrain_routine_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.tensorboard.on_train_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.tensorboard.on_train_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.tensorboard.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
40
docs/en/reference/utils/callbacks/wb.md
Normal file
40
docs/en/reference/utils/callbacks/wb.md
Normal file
@ -0,0 +1,40 @@
|
||||
---
|
||||
description: Deep dive into Ultralytics callbacks. Learn how to use the _log_plots, on_fit_epoch_end, and on_train_end functions effectively.
|
||||
keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end
|
||||
---
|
||||
|
||||
# Reference for `ultralytics/utils/callbacks/wb.py`
|
||||
|
||||
!!! Note
|
||||
|
||||
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.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/wb.py) 🛠️. Thank you 🙏!
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb._custom_table
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb._plot_curve
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb._log_plots
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb.on_pretrain_routine_start
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb.on_fit_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb.on_train_epoch_end
|
||||
|
||||
<br><br>
|
||||
|
||||
## ::: ultralytics.utils.callbacks.wb.on_train_end
|
||||
|
||||
<br><br>
|
||||
Reference in New Issue
Block a user