退购1.1定位算法

docs/reference/yolo/utils/callbacks/base.md

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+---
+description: Learn about YOLO's callback functions from on_train_start to add_integration_callbacks. See how these callbacks modify and save models.
+---
+
+# on_pretrain_routine_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_pretrain_routine_start
+<br><br>
+
+# on_pretrain_routine_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_pretrain_routine_end
+<br><br>
+
+# on_train_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_train_start
+<br><br>
+
+# on_train_epoch_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_train_epoch_start
+<br><br>
+
+# on_train_batch_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_train_batch_start
+<br><br>
+
+# optimizer_step
+---
+:::ultralytics.yolo.utils.callbacks.base.optimizer_step
+<br><br>
+
+# on_before_zero_grad
+---
+:::ultralytics.yolo.utils.callbacks.base.on_before_zero_grad
+<br><br>
+
+# on_train_batch_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_train_batch_end
+<br><br>
+
+# on_train_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_train_epoch_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_fit_epoch_end
+<br><br>
+
+# on_model_save
+---
+:::ultralytics.yolo.utils.callbacks.base.on_model_save
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_train_end
+<br><br>
+
+# on_params_update
+---
+:::ultralytics.yolo.utils.callbacks.base.on_params_update
+<br><br>
+
+# teardown
+---
+:::ultralytics.yolo.utils.callbacks.base.teardown
+<br><br>
+
+# on_val_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_val_start
+<br><br>
+
+# on_val_batch_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_val_batch_start
+<br><br>
+
+# on_val_batch_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_val_batch_end
+<br><br>
+
+# on_val_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_val_end
+<br><br>
+
+# on_predict_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_predict_start
+<br><br>
+
+# on_predict_batch_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_predict_batch_start
+<br><br>
+
+# on_predict_batch_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_predict_batch_end
+<br><br>
+
+# on_predict_postprocess_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_predict_postprocess_end
+<br><br>
+
+# on_predict_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_predict_end
+<br><br>
+
+# on_export_start
+---
+:::ultralytics.yolo.utils.callbacks.base.on_export_start
+<br><br>
+
+# on_export_end
+---
+:::ultralytics.yolo.utils.callbacks.base.on_export_end
+<br><br>
+
+# get_default_callbacks
+---
+:::ultralytics.yolo.utils.callbacks.base.get_default_callbacks
+<br><br>
+
+# add_integration_callbacks
+---
+:::ultralytics.yolo.utils.callbacks.base.add_integration_callbacks
+<br><br>

docs/reference/yolo/utils/callbacks/clearml.md

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+---
+description: Improve your YOLOv5 model training with callbacks from ClearML. Learn about log debug samples, pre-training routines, validation and more.
+---
+
+# _log_debug_samples
+---
+:::ultralytics.yolo.utils.callbacks.clearml._log_debug_samples
+<br><br>
+
+# _log_plot
+---
+:::ultralytics.yolo.utils.callbacks.clearml._log_plot
+<br><br>
+
+# on_pretrain_routine_start
+---
+:::ultralytics.yolo.utils.callbacks.clearml.on_pretrain_routine_start
+<br><br>
+
+# on_train_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.clearml.on_train_epoch_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.clearml.on_fit_epoch_end
+<br><br>
+
+# on_val_end
+---
+:::ultralytics.yolo.utils.callbacks.clearml.on_val_end
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.clearml.on_train_end
+<br><br>

docs/reference/yolo/utils/callbacks/comet.md

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+---
+description: Learn about YOLO callbacks using the Comet.ml platform, enhancing object detection training and testing with custom logging and visualizations.
+---
+
+# _get_comet_mode
+---
+:::ultralytics.yolo.utils.callbacks.comet._get_comet_mode
+<br><br>
+
+# _get_comet_model_name
+---
+:::ultralytics.yolo.utils.callbacks.comet._get_comet_model_name
+<br><br>
+
+# _get_eval_batch_logging_interval
+---
+:::ultralytics.yolo.utils.callbacks.comet._get_eval_batch_logging_interval
+<br><br>
+
+# _get_max_image_predictions_to_log
+---
+:::ultralytics.yolo.utils.callbacks.comet._get_max_image_predictions_to_log
+<br><br>
+
+# _scale_confidence_score
+---
+:::ultralytics.yolo.utils.callbacks.comet._scale_confidence_score
+<br><br>
+
+# _should_log_confusion_matrix
+---
+:::ultralytics.yolo.utils.callbacks.comet._should_log_confusion_matrix
+<br><br>
+
+# _should_log_image_predictions
+---
+:::ultralytics.yolo.utils.callbacks.comet._should_log_image_predictions
+<br><br>
+
+# _get_experiment_type
+---
+:::ultralytics.yolo.utils.callbacks.comet._get_experiment_type
+<br><br>
+
+# _create_experiment
+---
+:::ultralytics.yolo.utils.callbacks.comet._create_experiment
+<br><br>
+
+# _fetch_trainer_metadata
+---
+:::ultralytics.yolo.utils.callbacks.comet._fetch_trainer_metadata
+<br><br>
+
+# _scale_bounding_box_to_original_image_shape
+---
+:::ultralytics.yolo.utils.callbacks.comet._scale_bounding_box_to_original_image_shape
+<br><br>
+
+# _format_ground_truth_annotations_for_detection
+---
+:::ultralytics.yolo.utils.callbacks.comet._format_ground_truth_annotations_for_detection
+<br><br>
+
+# _format_prediction_annotations_for_detection
+---
+:::ultralytics.yolo.utils.callbacks.comet._format_prediction_annotations_for_detection
+<br><br>
+
+# _fetch_annotations
+---
+:::ultralytics.yolo.utils.callbacks.comet._fetch_annotations
+<br><br>
+
+# _create_prediction_metadata_map
+---
+:::ultralytics.yolo.utils.callbacks.comet._create_prediction_metadata_map
+<br><br>
+
+# _log_confusion_matrix
+---
+:::ultralytics.yolo.utils.callbacks.comet._log_confusion_matrix
+<br><br>
+
+# _log_images
+---
+:::ultralytics.yolo.utils.callbacks.comet._log_images
+<br><br>
+
+# _log_image_predictions
+---
+:::ultralytics.yolo.utils.callbacks.comet._log_image_predictions
+<br><br>
+
+# _log_plots
+---
+:::ultralytics.yolo.utils.callbacks.comet._log_plots
+<br><br>
+
+# _log_model
+---
+:::ultralytics.yolo.utils.callbacks.comet._log_model
+<br><br>
+
+# on_pretrain_routine_start
+---
+:::ultralytics.yolo.utils.callbacks.comet.on_pretrain_routine_start
+<br><br>
+
+# on_train_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.comet.on_train_epoch_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.comet.on_fit_epoch_end
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.comet.on_train_end
+<br><br>

docs/reference/yolo/utils/callbacks/hub.md

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+---
+description: Improve YOLOv5 model training with Ultralytics' on-train callbacks. Boost performance on-pretrain-routine-end, model-save, train/predict start.
+---
+
+# on_pretrain_routine_end
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_pretrain_routine_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_fit_epoch_end
+<br><br>
+
+# on_model_save
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_model_save
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_train_end
+<br><br>
+
+# on_train_start
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_train_start
+<br><br>
+
+# on_val_start
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_val_start
+<br><br>
+
+# on_predict_start
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_predict_start
+<br><br>
+
+# on_export_start
+---
+:::ultralytics.yolo.utils.callbacks.hub.on_export_start
+<br><br>

docs/reference/yolo/utils/callbacks/mlflow.md

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+---
+description: Track model performance and metrics with MLflow in YOLOv5. Use callbacks like on_pretrain_routine_end or on_train_end to log information.
+---
+
+# on_pretrain_routine_end
+---
+:::ultralytics.yolo.utils.callbacks.mlflow.on_pretrain_routine_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.mlflow.on_fit_epoch_end
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.mlflow.on_train_end
+<br><br>

docs/reference/yolo/utils/callbacks/neptune.md

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+---
+description: Improve YOLOv5 training with Neptune, a powerful logging tool. Track metrics like images, plots, and epochs for better model performance.
+---
+
+# _log_scalars
+---
+:::ultralytics.yolo.utils.callbacks.neptune._log_scalars
+<br><br>
+
+# _log_images
+---
+:::ultralytics.yolo.utils.callbacks.neptune._log_images
+<br><br>
+
+# _log_plot
+---
+:::ultralytics.yolo.utils.callbacks.neptune._log_plot
+<br><br>
+
+# on_pretrain_routine_start
+---
+:::ultralytics.yolo.utils.callbacks.neptune.on_pretrain_routine_start
+<br><br>
+
+# on_train_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.neptune.on_train_epoch_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.neptune.on_fit_epoch_end
+<br><br>
+
+# on_val_end
+---
+:::ultralytics.yolo.utils.callbacks.neptune.on_val_end
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.neptune.on_train_end
+<br><br>

docs/reference/yolo/utils/callbacks/raytune.md

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+---
+description: '"Improve YOLO model performance with on_fit_epoch_end callback. Learn to integrate with Ray Tune for hyperparameter tuning. Ultralytics YOLO docs."'
+---
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.raytune.on_fit_epoch_end
+<br><br>

docs/reference/yolo/utils/callbacks/tensorboard.md

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+---
+description: Learn how to monitor the training process with Tensorboard using Ultralytics YOLO's "_log_scalars" and "on_batch_end" methods.
+---
+
+# _log_scalars
+---
+:::ultralytics.yolo.utils.callbacks.tensorboard._log_scalars
+<br><br>
+
+# on_pretrain_routine_start
+---
+:::ultralytics.yolo.utils.callbacks.tensorboard.on_pretrain_routine_start
+<br><br>
+
+# on_batch_end
+---
+:::ultralytics.yolo.utils.callbacks.tensorboard.on_batch_end
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.tensorboard.on_fit_epoch_end
+<br><br>

docs/reference/yolo/utils/callbacks/wb.md

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+---
+description: Learn how to use Ultralytics YOLO's built-in callbacks `on_pretrain_routine_start` and `on_train_epoch_end` for improved training performance.
+---
+
+# on_pretrain_routine_start
+---
+:::ultralytics.yolo.utils.callbacks.wb.on_pretrain_routine_start
+<br><br>
+
+# on_fit_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.wb.on_fit_epoch_end
+<br><br>
+
+# on_train_epoch_end
+---
+:::ultralytics.yolo.utils.callbacks.wb.on_train_epoch_end
+<br><br>
+
+# on_train_end
+---
+:::ultralytics.yolo.utils.callbacks.wb.on_train_end
+<br><br>