v1.0

docs/en/reference/trackers/utils/kalman_filter.md

+---
+description: Explore Kalman filter implementations like KalmanFilterXYAH and KalmanFilterXYWH for tracking bounding boxes in image space using Ultralytics.
+keywords: Kalman Filter, Object Tracking, Python, Ultralytics, YOLO, Bounding Boxes, Image Processing
+---
+
+# Reference for `ultralytics/trackers/utils/kalman_filter.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.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/trackers/utils/kalman_filter.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
+
+<br><br><hr><br>
+
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+
+<br><br>

docs/en/reference/trackers/utils/matching.md

+---
+description: Explore the utility functions for matching in trackers used by Ultralytics, including linear assignment, IoU distance, embedding distance, and more.
+keywords: Ultralytics, matching utils, linear assignment, IoU distance, embedding distance, fuse score, tracking, Python, documentation
+---
+
+# Reference for `ultralytics/trackers/utils/matching.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.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/trackers/utils/matching.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.trackers.utils.matching.linear_assignment
+
+<br><br><hr><br>
+
+## ::: ultralytics.trackers.utils.matching.iou_distance
+
+<br><br><hr><br>
+
+## ::: ultralytics.trackers.utils.matching.embedding_distance
+
+<br><br><hr><br>
+
+## ::: ultralytics.trackers.utils.matching.fuse_score
+
+<br><br>

docs/en/reference/utils/__init__.md

+---
+description: Explore the comprehensive reference for ultralytics.utils in the Ultralytics library. Enhance your ML workflow with these utility functions.
+keywords: Ultralytics, utils, TQDM, Python, ML, Machine Learning utilities, YOLO, threading, logging, yaml, settings
+---
+
+# Reference for `ultralytics/utils/__init__.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.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/__init__.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.TQDM
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.SimpleClass
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.IterableSimpleNamespace
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.ThreadingLocked
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.TryExcept
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.Retry
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.JSONDict
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.SettingsManager
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.plt_settings
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.set_logging
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.emojis
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.yaml_save
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.yaml_load
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.yaml_print
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.read_device_model
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_ubuntu
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_colab
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_kaggle
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_jupyter
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_docker
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_raspberrypi
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_jetson
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_online
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_pip_package
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_dir_writeable
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_pytest_running
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_github_action_running
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.get_git_dir
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.is_git_dir
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.get_git_origin_url
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.get_git_branch
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.get_default_args
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.get_ubuntu_version
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.get_user_config_dir
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.colorstr
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.remove_colorstr
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.threaded
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.set_sentry
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.deprecation_warn
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.clean_url
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.url2file
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.vscode_msg
+
+<br><br>

docs/en/reference/utils/autobatch.md

+---
+description: Discover how to automatically estimate the best YOLO batch size for optimal CUDA memory usage in PyTorch using Ultralytics' autobatch utility.
+keywords: YOLO batch size, CUDA memory, PyTorch autobatch, Ultralytics, machine learning, optimal batch size, training batch size, YOLO model
+---
+
+# Reference for `ultralytics/utils/autobatch.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.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/autobatch.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.autobatch.check_train_batch_size
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.autobatch.autobatch
+
+<br><br>

docs/en/reference/utils/benchmarks.md

+---
+description: Explore YOLO model benchmarking for speed and accuracy with formats like PyTorch, ONNX, TensorRT, and more. Detailed profiling & usage guides.
+keywords: YOLO, model benchmarking, ONNX, TensorRT, PyTorch, TensorFlow, CoreML, profiling, Ultralytics, model performance
+---
+
+# Reference for `ultralytics/utils/benchmarks.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.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/benchmarks.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.benchmarks.RF100Benchmark
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.benchmarks.ProfileModels
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.benchmarks.benchmark
+
+<br><br>

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

+---
+description: Discover the essential base callbacks in Ultralytics for training, validation, prediction, and exporting models efficiently.
+keywords: Ultralytics, base callbacks, training, validation, prediction, model export, ML, machine learning, deep learning
+---
+
+# Reference for `ultralytics/utils/callbacks/base.py`
+
+!!! note
+
+    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 🙏!
+
+<br>
+
+## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_epoch_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_batch_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.optimizer_step
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_before_zero_grad
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_batch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_model_save
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_params_update
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.teardown
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_batch_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_batch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_batch_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_batch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_postprocess_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_export_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.on_export_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.get_default_callbacks
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.base.add_integration_callbacks
+
+<br><br>

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

+---
+description: Learn how to integrate ClearML with Ultralytics YOLO using detailed callbacks for pretraining, training, validation, and final logging.
+keywords: Ultralytics, YOLO, ClearML, integration, callbacks, pretraining, training, validation, logging, AI, machine learning
+---
+
+# Reference for `ultralytics/utils/callbacks/clearml.py`
+
+!!! 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>
+
+## ::: ultralytics.utils.callbacks.clearml._log_debug_samples
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.clearml._log_plot
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_val_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_train_end
+
+<br><br>

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

+---
+description: Explore the integration of Comet callbacks in Ultralytics YOLO, enabling advanced logging and monitoring for your machine learning experiments.
+keywords: Ultralytics, YOLO, Comet, callbacks, logging, machine learning, monitoring, integration
+---
+
+# Reference for `ultralytics/utils/callbacks/comet.py`
+
+!!! note
+
+    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 🙏!
+
+<br>
+
+## ::: ultralytics.utils.callbacks.comet._get_comet_mode
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_comet_model_name
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_eval_batch_logging_interval
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_max_image_predictions_to_log
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._scale_confidence_score
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._should_log_confusion_matrix
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._should_log_image_predictions
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_experiment_type
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._create_experiment
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._fetch_trainer_metadata
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._scale_bounding_box_to_original_image_shape
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._format_ground_truth_annotations_for_detection
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._format_prediction_annotations_for_detection
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._fetch_annotations
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._create_prediction_metadata_map
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_confusion_matrix
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_images
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_image_predictions
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_plots
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_model
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_train_end
+
+<br><br>

docs/en/reference/utils/callbacks/dvc.md

+---
+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
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.dvc._log_images
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc._log_plots
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc._log_confusion_matrix
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc.on_train_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc.on_train_epoch_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.dvc.on_train_end
+
+<br><br>

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

+---
+description: Explore detailed guides on Ultralytics callbacks, including pretrain, model save, train start/end, and more. Enhance your ML training workflows with ease.
+keywords: Ultralytics, callbacks, pretrain, model save, train start, train end, validation, predict, export, training, machine learning
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_model_save
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_train_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_train_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_val_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_predict_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.hub.on_export_start
+
+<br><br>

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

+---
+description: Learn how to set up and customize MLflow logging for Ultralytics YOLO. Log metrics, parameters, and model artifacts easily.
+keywords: MLflow, Ultralytics YOLO, logging, metrics, parameters, model artifacts, setup, tracking, customization
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.mlflow.sanitize_dict
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.mlflow.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.mlflow.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.mlflow.on_train_end
+
+<br><br>

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

+---
+description: Learn how to use NeptuneAI with Ultralytics for advanced logging and tracking of experiments. Detailed setup and callback functions included.
+keywords: Ultralytics, NeptuneAI, YOLO, experiment logging, machine learning, AI, callbacks, training, validation
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.neptune._log_scalars
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune._log_images
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune._log_plot
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune.on_val_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.neptune.on_train_end
+
+<br><br>

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

+---
+description: Learn how to integrate Ray Tune with Ultralytics YOLO for efficient hyperparameter tuning and performance tracking.
+keywords: Ultralytics, Ray Tune, hyperparameter tuning, YOLO, machine learning, deep learning, callbacks, integration, training metrics
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
+
+<br><br>

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

+---
+description: Learn how to integrate and use TensorBoard with Ultralytics for effective model training visualization.
+keywords: Ultralytics, TensorBoard, callbacks, machine learning, training visualization, logging
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.tensorboard._log_scalars
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.tensorboard._log_tensorboard_graph
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.tensorboard.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.tensorboard.on_train_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.tensorboard.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.tensorboard.on_fit_epoch_end
+
+<br><br>

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

+---
+description: Learn how Ultralytics YOLO integrates with WandB using custom callbacks for logging metrics and visualizations.
+keywords: Ultralytics, YOLO, WandB, callbacks, logging, metrics, visualizations, AI, machine learning
+---
+
+# 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>
+
+## ::: ultralytics.utils.callbacks.wb._custom_table
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.wb._plot_curve
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.wb._log_plots
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.wb.on_pretrain_routine_start
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.wb.on_fit_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.wb.on_train_epoch_end
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.callbacks.wb.on_train_end
+
+<br><br>

docs/en/reference/utils/checks.md

+---
+description: Explore utility functions for Ultralytics YOLO such as checking versions, image sizes, and requirements.
+keywords: Ultralytics, YOLO, utility functions, version checks, requirements, image size
+---
+
+# Reference for `ultralytics/utils/checks.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.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/checks.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.checks.parse_requirements
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.parse_version
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.is_ascii
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_imgsz
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_version
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_latest_pypi_version
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_pip_update_available
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_font
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_python
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_requirements
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_torchvision
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_suffix
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_yolov5u_filename
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_model_file_from_stem
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_file
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_yaml
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_is_path_safe
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_imshow
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_yolo
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.collect_system_info
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.check_amp
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.git_describe
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.print_args
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.cuda_device_count
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.checks.cuda_is_available
+
+<br><br>

docs/en/reference/utils/dist.md

+---
+description: Explore Ultralytics' utilities for distributed training including DDP file generation, command setup, and cleanup. Improve multi-node training efficiency.
+keywords: Ultralytics, distributed training, DDP, multi-node training, network port, DDP file generation, DDP command, training utilities
+---
+
+# Reference for `ultralytics/utils/dist.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.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/dist.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.dist.find_free_network_port
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.dist.generate_ddp_file
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.dist.generate_ddp_command
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.dist.ddp_cleanup
+
+<br><br>

docs/en/reference/utils/downloads.md

+---
+description: Explore and utilize the Ultralytics download utilities to handle URLs, zip/unzip files, and manage GitHub assets effectively.
+keywords: Ultralytics, download utilities, URL validation, zip directory, unzip file, check disk space, Google Drive, GitHub assets, YOLO, machine learning
+---
+
+# Reference for `ultralytics/utils/downloads.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.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/downloads.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.downloads.is_url
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.delete_dsstore
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.zip_directory
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.unzip_file
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.check_disk_space
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.get_google_drive_file_info
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.safe_download
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.get_github_assets
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.attempt_download_asset
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.downloads.download
+
+<br><br>

docs/en/reference/utils/errors.md

+---
+description: Explore error handling for Ultralytics YOLO. Learn about custom exceptions like HUBModelError to manage model fetching issues effectively.
+keywords: Ultralytics, YOLO, error handling, HUBModelError, model fetching, custom exceptions, Python
+---
+
+# Reference for `ultralytics/utils/errors.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.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/errors.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.errors.HUBModelError
+
+<br><br>

docs/en/reference/utils/files.md

+---
+description: Explore the utility functions and context managers in Ultralytics like WorkingDirectory, increment_path, file_size, and more. Enhance your file handling in Python.
+keywords: Ultralytics, file utilities, Python, WorkingDirectory, increment_path, file_size, file_age, contexts, file handling, file management
+---
+
+# Reference for `ultralytics/utils/files.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.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/files.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.utils.files.WorkingDirectory
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.spaces_in_path
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.increment_path
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.file_age
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.file_date
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.file_size
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.get_latest_run
+
+<br><br><hr><br>
+
+## ::: ultralytics.utils.files.update_models
+
+<br><br>