v1.0

docs/en/reference/trackers/byte_tracker.md

+---
+description: Step-in to explore in-depth the functionalities of Ultralytics BYTETracker under STrack. Gain advanced feature insights to streamline your operations.
+keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker, object tracking, YOLO
+---
+
+# Reference for `ultralytics/trackers/byte_tracker.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.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/byte_tracker.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.trackers.byte_tracker.STrack
+
+<br><br>
+
+## ::: ultralytics.trackers.byte_tracker.BYTETracker
+
+<br><br>

docs/en/reference/trackers/track.md

+---
+description: Explore Ultralytics documentation on prediction function starters & register trackers. Understand our code & its applications better.
+keywords: Ultralytics, YOLO, on predict start, register tracker, prediction functions, documentation
+---
+
+# Reference for `ultralytics/trackers/track.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.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/track.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.trackers.track.on_predict_start
+
+<br><br>
+
+## ::: ultralytics.trackers.track.on_predict_postprocess_end
+
+<br><br>
+
+## ::: ultralytics.trackers.track.register_tracker
+
+<br><br>

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

+---
+description: Explore the Ultralytics GMC tool in our comprehensive documentation. Learn how it works, best practices, and implementation advice.
+keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics tracker, machine learning tools
+---
+
+# Reference for `ultralytics/trackers/utils/gmc.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.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/gmc.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.gmc.GMC
+
+<br><br>

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

+---
+description: Explore KalmanFilterXYAH, a key component of Ultralytics trackers. Understand its utilities and learn to leverage it in your own projects.
+keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
+---
+
+# 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><br>
+
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+
+<br><br>

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

+---
+description: Explore in-depth guidance for using Ultralytics trackers utils matching, including merge_matches, linear_assignment, iou_distance, embedding_distance, fuse_motion, and fuse_score.
+keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignment, iou_distance, embedding_distance, fuse_motion, fuse_score, 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><br>
+
+## ::: ultralytics.trackers.utils.matching.linear_assignment
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.matching.iou_distance
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.matching.embedding_distance
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.matching.fuse_score
+
+<br><br>

docs/en/reference/utils/__init__.md

+---
+description: Explore the Ultralytics Utils package, with handy functions like colorstr, yaml_save, set_logging & more, designed to enhance your coding experience.
+keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_logging, is_kaggle, is_docker, clean_url
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.TQDM
+
+<br><br>
+
+## ::: ultralytics.utils.SimpleClass
+
+<br><br>
+
+## ::: ultralytics.utils.IterableSimpleNamespace
+
+<br><br>
+
+## ::: ultralytics.utils.ThreadingLocked
+
+<br><br>
+
+## ::: ultralytics.utils.TryExcept
+
+<br><br>
+
+## ::: ultralytics.utils.Retry
+
+<br><br>
+
+## ::: ultralytics.utils.SettingsManager
+
+<br><br>
+
+## ::: ultralytics.utils.plt_settings
+
+<br><br>
+
+## ::: ultralytics.utils.set_logging
+
+<br><br>
+
+## ::: ultralytics.utils.emojis
+
+<br><br>
+
+## ::: ultralytics.utils.yaml_save
+
+<br><br>
+
+## ::: ultralytics.utils.yaml_load
+
+<br><br>
+
+## ::: ultralytics.utils.yaml_print
+
+<br><br>
+
+## ::: ultralytics.utils.is_ubuntu
+
+<br><br>
+
+## ::: ultralytics.utils.is_colab
+
+<br><br>
+
+## ::: ultralytics.utils.is_kaggle
+
+<br><br>
+
+## ::: ultralytics.utils.is_jupyter
+
+<br><br>
+
+## ::: ultralytics.utils.is_docker
+
+<br><br>
+
+## ::: ultralytics.utils.is_online
+
+<br><br>
+
+## ::: ultralytics.utils.is_pip_package
+
+<br><br>
+
+## ::: ultralytics.utils.is_dir_writeable
+
+<br><br>
+
+## ::: ultralytics.utils.is_pytest_running
+
+<br><br>
+
+## ::: ultralytics.utils.is_github_action_running
+
+<br><br>
+
+## ::: ultralytics.utils.is_git_dir
+
+<br><br>
+
+## ::: ultralytics.utils.get_git_dir
+
+<br><br>
+
+## ::: ultralytics.utils.get_git_origin_url
+
+<br><br>
+
+## ::: ultralytics.utils.get_git_branch
+
+<br><br>
+
+## ::: ultralytics.utils.get_default_args
+
+<br><br>
+
+## ::: ultralytics.utils.get_ubuntu_version
+
+<br><br>
+
+## ::: ultralytics.utils.get_user_config_dir
+
+<br><br>
+
+## ::: ultralytics.utils.colorstr
+
+<br><br>
+
+## ::: ultralytics.utils.remove_colorstr
+
+<br><br>
+
+## ::: ultralytics.utils.threaded
+
+<br><br>
+
+## ::: ultralytics.utils.set_sentry
+
+<br><br>
+
+## ::: ultralytics.utils.deprecation_warn
+
+<br><br>
+
+## ::: ultralytics.utils.clean_url
+
+<br><br>
+
+## ::: ultralytics.utils.url2file
+
+<br><br>

docs/en/reference/utils/autobatch.md

+---
+description: Explore Ultralytics documentation for check_train_batch_size utility in the autobatch module. Understand how it could improve your machine learning process.
+keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learning, documentation
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.autobatch.check_train_batch_size
+
+<br><br>
+
+## ::: ultralytics.utils.autobatch.autobatch
+
+<br><br>

docs/en/reference/utils/benchmarks.md

+---
+description: Discover how to profile your models using Ultralytics utilities. Enhance performance, optimize your benchmarks, and learn best practices.
+keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance optimization
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.benchmarks.ProfileModels
+
+<br><br>
+
+## ::: ultralytics.utils.benchmarks.benchmark
+
+<br><br>

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

+---
+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.
+keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predict, Parameters update, Model saving, Integration callbacks
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_epoch_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_batch_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.optimizer_step
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_before_zero_grad
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_batch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_epoch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_fit_epoch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_model_save
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_train_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_params_update
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.teardown
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_batch_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_batch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_val_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_batch_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_batch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_postprocess_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_predict_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_export_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.on_export_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.get_default_callbacks
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.base.add_integration_callbacks
+
+<br><br>

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

+---
+description: Uncover the specifics of Ultralytics ClearML callbacks, from pretrain routine start to training end. Boost your ML model performance.
+keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation end, train epoch end, training end
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.callbacks.clearml._log_debug_samples
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.clearml._log_plot
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_pretrain_routine_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_train_epoch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_fit_epoch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_val_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.clearml.on_train_end
+
+<br><br>

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

+---
+description: Explore comprehensive documentation for utilising Comet Callbacks in Ultralytics. Learn to optimise training, logging, and experiment workflows.
+keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experiment Workflows
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_comet_mode
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_comet_model_name
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_eval_batch_logging_interval
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_max_image_predictions_to_log
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._scale_confidence_score
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._should_log_confusion_matrix
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._should_log_image_predictions
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._get_experiment_type
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._create_experiment
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._fetch_trainer_metadata
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._scale_bounding_box_to_original_image_shape
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._format_ground_truth_annotations_for_detection
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._format_prediction_annotations_for_detection
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._fetch_annotations
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._create_prediction_metadata_map
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_confusion_matrix
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_images
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_image_predictions
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_plots
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet._log_model
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_pretrain_routine_start
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_train_epoch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_fit_epoch_end
+
+<br><br>
+
+## ::: ultralytics.utils.callbacks.comet.on_train_end
+
+<br><br>

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

+---
+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>

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

+---
+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>

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

+---
+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>

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

+---
+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>

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

+---
+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>

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

+---
+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>

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

+---
+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>

docs/en/reference/utils/checks.md

+---
+description: Learn about our routine checks that safeguard Ultralytics operations including ASCII, font, YOLO file, YAML, Python and torchvision checks.
+keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_python, check_torchvision, check_yaml, YOLO filename
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.checks.parse_requirements
+
+<br><br>
+
+## ::: ultralytics.utils.checks.parse_version
+
+<br><br>
+
+## ::: ultralytics.utils.checks.is_ascii
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_imgsz
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_version
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_latest_pypi_version
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_pip_update_available
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_font
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_python
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_requirements
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_torchvision
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_suffix
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_yolov5u_filename
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_model_file_from_stem
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_file
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_yaml
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_is_path_safe
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_imshow
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_yolo
+
+<br><br>
+
+## ::: ultralytics.utils.checks.collect_system_info
+
+<br><br>
+
+## ::: ultralytics.utils.checks.check_amp
+
+<br><br>
+
+## ::: ultralytics.utils.checks.git_describe
+
+<br><br>
+
+## ::: ultralytics.utils.checks.print_args
+
+<br><br>
+
+## ::: ultralytics.utils.checks.cuda_device_count
+
+<br><br>
+
+## ::: ultralytics.utils.checks.cuda_is_available
+
+<br><br>

docs/en/reference/utils/dist.md

+---
+description: Discover the role of dist.find_free_network_port & dist.generate_ddp_command in Ultralytics DDP utilities. Use our guide for efficient deployment.
+keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing, find free network port, generate DDP command
+---
+
+# 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><br>
+
+## ::: ultralytics.utils.dist.find_free_network_port
+
+<br><br>
+
+## ::: ultralytics.utils.dist.generate_ddp_file
+
+<br><br>
+
+## ::: ultralytics.utils.dist.generate_ddp_command
+
+<br><br>
+
+## ::: ultralytics.utils.dist.ddp_cleanup
+
+<br><br>