Docstrings arguments cleanup (#3229)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
This commit is contained in:
Glenn Jocher
2023-06-17 16:17:07 +02:00
committed by GitHub
parent 62916b3b0a
commit bd0f7ecf6f
93 changed files with 1104 additions and 1102 deletions

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@ -3,167 +3,167 @@ description: Uncover utility functions in Ultralytics YOLO. Handle YAML, threadi
keywords: Ultralytics, YOLO, utils, SimpleClass, IterableSimpleNamespace, EmojiFilter, TryExcept, plt_settings, set_logging, emojis, yaml_save, yaml_load, yaml_print, is_colab, is_kaggle, is_jupyter, is_docker, is_online, is_pip_package, is_dir_writeable, is_pytest_running, is_github_actions_ci, is_git_dir, get_git_dir, get_git_origin_url, get_git_branch, get_default_args, get_user_config_dir, colorstr, threaded, set_sentry, get_settings, set_settings, deprecation_warn, clean_url, url2file
---
# SimpleClass
## SimpleClass
---
:::ultralytics.yolo.utils.SimpleClass
### ::: ultralytics.yolo.utils.SimpleClass
<br><br>
# IterableSimpleNamespace
## IterableSimpleNamespace
---
:::ultralytics.yolo.utils.IterableSimpleNamespace
### ::: ultralytics.yolo.utils.IterableSimpleNamespace
<br><br>
# EmojiFilter
## EmojiFilter
---
:::ultralytics.yolo.utils.EmojiFilter
### ::: ultralytics.yolo.utils.EmojiFilter
<br><br>
# TryExcept
## TryExcept
---
:::ultralytics.yolo.utils.TryExcept
### ::: ultralytics.yolo.utils.TryExcept
<br><br>
# plt_settings
## plt_settings
---
:::ultralytics.yolo.utils.plt_settings
### ::: ultralytics.yolo.utils.plt_settings
<br><br>
# set_logging
## set_logging
---
:::ultralytics.yolo.utils.set_logging
### ::: ultralytics.yolo.utils.set_logging
<br><br>
# emojis
## emojis
---
:::ultralytics.yolo.utils.emojis
### ::: ultralytics.yolo.utils.emojis
<br><br>
# yaml_save
## yaml_save
---
:::ultralytics.yolo.utils.yaml_save
### ::: ultralytics.yolo.utils.yaml_save
<br><br>
# yaml_load
## yaml_load
---
:::ultralytics.yolo.utils.yaml_load
### ::: ultralytics.yolo.utils.yaml_load
<br><br>
# yaml_print
## yaml_print
---
:::ultralytics.yolo.utils.yaml_print
### ::: ultralytics.yolo.utils.yaml_print
<br><br>
# is_colab
## is_colab
---
:::ultralytics.yolo.utils.is_colab
### ::: ultralytics.yolo.utils.is_colab
<br><br>
# is_kaggle
## is_kaggle
---
:::ultralytics.yolo.utils.is_kaggle
### ::: ultralytics.yolo.utils.is_kaggle
<br><br>
# is_jupyter
## is_jupyter
---
:::ultralytics.yolo.utils.is_jupyter
### ::: ultralytics.yolo.utils.is_jupyter
<br><br>
# is_docker
## is_docker
---
:::ultralytics.yolo.utils.is_docker
### ::: ultralytics.yolo.utils.is_docker
<br><br>
# is_online
## is_online
---
:::ultralytics.yolo.utils.is_online
### ::: ultralytics.yolo.utils.is_online
<br><br>
# is_pip_package
## is_pip_package
---
:::ultralytics.yolo.utils.is_pip_package
### ::: ultralytics.yolo.utils.is_pip_package
<br><br>
# is_dir_writeable
## is_dir_writeable
---
:::ultralytics.yolo.utils.is_dir_writeable
### ::: ultralytics.yolo.utils.is_dir_writeable
<br><br>
# is_pytest_running
## is_pytest_running
---
:::ultralytics.yolo.utils.is_pytest_running
### ::: ultralytics.yolo.utils.is_pytest_running
<br><br>
# is_github_actions_ci
## is_github_actions_ci
---
:::ultralytics.yolo.utils.is_github_actions_ci
### ::: ultralytics.yolo.utils.is_github_actions_ci
<br><br>
# is_git_dir
## is_git_dir
---
:::ultralytics.yolo.utils.is_git_dir
### ::: ultralytics.yolo.utils.is_git_dir
<br><br>
# get_git_dir
## get_git_dir
---
:::ultralytics.yolo.utils.get_git_dir
### ::: ultralytics.yolo.utils.get_git_dir
<br><br>
# get_git_origin_url
## get_git_origin_url
---
:::ultralytics.yolo.utils.get_git_origin_url
### ::: ultralytics.yolo.utils.get_git_origin_url
<br><br>
# get_git_branch
## get_git_branch
---
:::ultralytics.yolo.utils.get_git_branch
### ::: ultralytics.yolo.utils.get_git_branch
<br><br>
# get_default_args
## get_default_args
---
:::ultralytics.yolo.utils.get_default_args
### ::: ultralytics.yolo.utils.get_default_args
<br><br>
# get_user_config_dir
## get_user_config_dir
---
:::ultralytics.yolo.utils.get_user_config_dir
### ::: ultralytics.yolo.utils.get_user_config_dir
<br><br>
# colorstr
## colorstr
---
:::ultralytics.yolo.utils.colorstr
### ::: ultralytics.yolo.utils.colorstr
<br><br>
# threaded
## threaded
---
:::ultralytics.yolo.utils.threaded
### ::: ultralytics.yolo.utils.threaded
<br><br>
# set_sentry
## set_sentry
---
:::ultralytics.yolo.utils.set_sentry
### ::: ultralytics.yolo.utils.set_sentry
<br><br>
# get_settings
## get_settings
---
:::ultralytics.yolo.utils.get_settings
### ::: ultralytics.yolo.utils.get_settings
<br><br>
# set_settings
## set_settings
---
:::ultralytics.yolo.utils.set_settings
### ::: ultralytics.yolo.utils.set_settings
<br><br>
# deprecation_warn
## deprecation_warn
---
:::ultralytics.yolo.utils.deprecation_warn
### ::: ultralytics.yolo.utils.deprecation_warn
<br><br>
# clean_url
## clean_url
---
:::ultralytics.yolo.utils.clean_url
### ::: ultralytics.yolo.utils.clean_url
<br><br>
# url2file
## url2file
---
:::ultralytics.yolo.utils.url2file
### ::: ultralytics.yolo.utils.url2file
<br><br>

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@ -3,12 +3,12 @@ description: Dynamically adjusts input size to optimize GPU memory usage during
keywords: YOLOv5, batch size, training, Ultralytics Autobatch, object detection, model performance
---
# check_train_batch_size
## check_train_batch_size
---
:::ultralytics.yolo.utils.autobatch.check_train_batch_size
### ::: ultralytics.yolo.utils.autobatch.check_train_batch_size
<br><br>
# autobatch
## autobatch
---
:::ultralytics.yolo.utils.autobatch.autobatch
### ::: ultralytics.yolo.utils.autobatch.autobatch
<br><br>

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@ -3,12 +3,12 @@ description: Improve your YOLO's performance and measure its speed. Benchmark ut
keywords: Ultralytics YOLO, ProfileModels, benchmark, model inference, detection
---
# ProfileModels
## ProfileModels
---
:::ultralytics.yolo.utils.benchmarks.ProfileModels
### ::: ultralytics.yolo.utils.benchmarks.ProfileModels
<br><br>
# benchmark
## benchmark
---
:::ultralytics.yolo.utils.benchmarks.benchmark
### ::: ultralytics.yolo.utils.benchmarks.benchmark
<br><br>

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@ -3,137 +3,137 @@ description: Learn about YOLO's callback functions from on_train_start to add_in
keywords: YOLO, Ultralytics, callbacks, object detection, training, inference
---
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.base.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.base.on_pretrain_routine_start
<br><br>
# on_pretrain_routine_end
## on_pretrain_routine_end
---
:::ultralytics.yolo.utils.callbacks.base.on_pretrain_routine_end
### ::: ultralytics.yolo.utils.callbacks.base.on_pretrain_routine_end
<br><br>
# on_train_start
## on_train_start
---
:::ultralytics.yolo.utils.callbacks.base.on_train_start
### ::: ultralytics.yolo.utils.callbacks.base.on_train_start
<br><br>
# on_train_epoch_start
## on_train_epoch_start
---
:::ultralytics.yolo.utils.callbacks.base.on_train_epoch_start
### ::: ultralytics.yolo.utils.callbacks.base.on_train_epoch_start
<br><br>
# on_train_batch_start
## on_train_batch_start
---
:::ultralytics.yolo.utils.callbacks.base.on_train_batch_start
### ::: ultralytics.yolo.utils.callbacks.base.on_train_batch_start
<br><br>
# optimizer_step
## optimizer_step
---
:::ultralytics.yolo.utils.callbacks.base.optimizer_step
### ::: ultralytics.yolo.utils.callbacks.base.optimizer_step
<br><br>
# on_before_zero_grad
## on_before_zero_grad
---
:::ultralytics.yolo.utils.callbacks.base.on_before_zero_grad
### ::: ultralytics.yolo.utils.callbacks.base.on_before_zero_grad
<br><br>
# on_train_batch_end
## on_train_batch_end
---
:::ultralytics.yolo.utils.callbacks.base.on_train_batch_end
### ::: ultralytics.yolo.utils.callbacks.base.on_train_batch_end
<br><br>
# on_train_epoch_end
## on_train_epoch_end
---
:::ultralytics.yolo.utils.callbacks.base.on_train_epoch_end
### ::: ultralytics.yolo.utils.callbacks.base.on_train_epoch_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.base.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.base.on_fit_epoch_end
<br><br>
# on_model_save
## on_model_save
---
:::ultralytics.yolo.utils.callbacks.base.on_model_save
### ::: ultralytics.yolo.utils.callbacks.base.on_model_save
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.base.on_train_end
### ::: ultralytics.yolo.utils.callbacks.base.on_train_end
<br><br>
# on_params_update
## on_params_update
---
:::ultralytics.yolo.utils.callbacks.base.on_params_update
### ::: ultralytics.yolo.utils.callbacks.base.on_params_update
<br><br>
# teardown
## teardown
---
:::ultralytics.yolo.utils.callbacks.base.teardown
### ::: ultralytics.yolo.utils.callbacks.base.teardown
<br><br>
# on_val_start
## on_val_start
---
:::ultralytics.yolo.utils.callbacks.base.on_val_start
### ::: ultralytics.yolo.utils.callbacks.base.on_val_start
<br><br>
# on_val_batch_start
## on_val_batch_start
---
:::ultralytics.yolo.utils.callbacks.base.on_val_batch_start
### ::: ultralytics.yolo.utils.callbacks.base.on_val_batch_start
<br><br>
# on_val_batch_end
## on_val_batch_end
---
:::ultralytics.yolo.utils.callbacks.base.on_val_batch_end
### ::: ultralytics.yolo.utils.callbacks.base.on_val_batch_end
<br><br>
# on_val_end
## on_val_end
---
:::ultralytics.yolo.utils.callbacks.base.on_val_end
### ::: ultralytics.yolo.utils.callbacks.base.on_val_end
<br><br>
# on_predict_start
## on_predict_start
---
:::ultralytics.yolo.utils.callbacks.base.on_predict_start
### ::: ultralytics.yolo.utils.callbacks.base.on_predict_start
<br><br>
# on_predict_batch_start
## on_predict_batch_start
---
:::ultralytics.yolo.utils.callbacks.base.on_predict_batch_start
### ::: ultralytics.yolo.utils.callbacks.base.on_predict_batch_start
<br><br>
# on_predict_batch_end
## on_predict_batch_end
---
:::ultralytics.yolo.utils.callbacks.base.on_predict_batch_end
### ::: ultralytics.yolo.utils.callbacks.base.on_predict_batch_end
<br><br>
# on_predict_postprocess_end
## on_predict_postprocess_end
---
:::ultralytics.yolo.utils.callbacks.base.on_predict_postprocess_end
### ::: ultralytics.yolo.utils.callbacks.base.on_predict_postprocess_end
<br><br>
# on_predict_end
## on_predict_end
---
:::ultralytics.yolo.utils.callbacks.base.on_predict_end
### ::: ultralytics.yolo.utils.callbacks.base.on_predict_end
<br><br>
# on_export_start
## on_export_start
---
:::ultralytics.yolo.utils.callbacks.base.on_export_start
### ::: ultralytics.yolo.utils.callbacks.base.on_export_start
<br><br>
# on_export_end
## on_export_end
---
:::ultralytics.yolo.utils.callbacks.base.on_export_end
### ::: ultralytics.yolo.utils.callbacks.base.on_export_end
<br><br>
# get_default_callbacks
## get_default_callbacks
---
:::ultralytics.yolo.utils.callbacks.base.get_default_callbacks
### ::: ultralytics.yolo.utils.callbacks.base.get_default_callbacks
<br><br>
# add_integration_callbacks
## add_integration_callbacks
---
:::ultralytics.yolo.utils.callbacks.base.add_integration_callbacks
### ::: ultralytics.yolo.utils.callbacks.base.add_integration_callbacks
<br><br>

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@ -3,37 +3,37 @@ description: Improve your YOLOv5 model training with callbacks from ClearML. Lea
keywords: Ultralytics YOLO, callbacks, log plots, epoch monitoring, training end events
---
# _log_debug_samples
## _log_debug_samples
---
:::ultralytics.yolo.utils.callbacks.clearml._log_debug_samples
### ::: ultralytics.yolo.utils.callbacks.clearml._log_debug_samples
<br><br>
# _log_plot
## _log_plot
---
:::ultralytics.yolo.utils.callbacks.clearml._log_plot
### ::: ultralytics.yolo.utils.callbacks.clearml._log_plot
<br><br>
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.clearml.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.clearml.on_pretrain_routine_start
<br><br>
# on_train_epoch_end
## on_train_epoch_end
---
:::ultralytics.yolo.utils.callbacks.clearml.on_train_epoch_end
### ::: ultralytics.yolo.utils.callbacks.clearml.on_train_epoch_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.clearml.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.clearml.on_fit_epoch_end
<br><br>
# on_val_end
## on_val_end
---
:::ultralytics.yolo.utils.callbacks.clearml.on_val_end
### ::: ultralytics.yolo.utils.callbacks.clearml.on_val_end
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.clearml.on_train_end
### ::: ultralytics.yolo.utils.callbacks.clearml.on_train_end
<br><br>

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@ -3,122 +3,122 @@ description: Learn about YOLO callbacks using the Comet.ml platform, enhancing o
keywords: Ultralytics, YOLO, callbacks, Comet ML, log images, log predictions, log plots, fetch metadata, fetch annotations, create experiment data, format experiment data
---
# _get_comet_mode
## _get_comet_mode
---
:::ultralytics.yolo.utils.callbacks.comet._get_comet_mode
### ::: ultralytics.yolo.utils.callbacks.comet._get_comet_mode
<br><br>
# _get_comet_model_name
## _get_comet_model_name
---
:::ultralytics.yolo.utils.callbacks.comet._get_comet_model_name
### ::: ultralytics.yolo.utils.callbacks.comet._get_comet_model_name
<br><br>
# _get_eval_batch_logging_interval
## _get_eval_batch_logging_interval
---
:::ultralytics.yolo.utils.callbacks.comet._get_eval_batch_logging_interval
### ::: ultralytics.yolo.utils.callbacks.comet._get_eval_batch_logging_interval
<br><br>
# _get_max_image_predictions_to_log
## _get_max_image_predictions_to_log
---
:::ultralytics.yolo.utils.callbacks.comet._get_max_image_predictions_to_log
### ::: ultralytics.yolo.utils.callbacks.comet._get_max_image_predictions_to_log
<br><br>
# _scale_confidence_score
## _scale_confidence_score
---
:::ultralytics.yolo.utils.callbacks.comet._scale_confidence_score
### ::: ultralytics.yolo.utils.callbacks.comet._scale_confidence_score
<br><br>
# _should_log_confusion_matrix
## _should_log_confusion_matrix
---
:::ultralytics.yolo.utils.callbacks.comet._should_log_confusion_matrix
### ::: ultralytics.yolo.utils.callbacks.comet._should_log_confusion_matrix
<br><br>
# _should_log_image_predictions
## _should_log_image_predictions
---
:::ultralytics.yolo.utils.callbacks.comet._should_log_image_predictions
### ::: ultralytics.yolo.utils.callbacks.comet._should_log_image_predictions
<br><br>
# _get_experiment_type
## _get_experiment_type
---
:::ultralytics.yolo.utils.callbacks.comet._get_experiment_type
### ::: ultralytics.yolo.utils.callbacks.comet._get_experiment_type
<br><br>
# _create_experiment
## _create_experiment
---
:::ultralytics.yolo.utils.callbacks.comet._create_experiment
### ::: ultralytics.yolo.utils.callbacks.comet._create_experiment
<br><br>
# _fetch_trainer_metadata
## _fetch_trainer_metadata
---
:::ultralytics.yolo.utils.callbacks.comet._fetch_trainer_metadata
### ::: ultralytics.yolo.utils.callbacks.comet._fetch_trainer_metadata
<br><br>
# _scale_bounding_box_to_original_image_shape
## _scale_bounding_box_to_original_image_shape
---
:::ultralytics.yolo.utils.callbacks.comet._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
## _format_ground_truth_annotations_for_detection
---
:::ultralytics.yolo.utils.callbacks.comet._format_ground_truth_annotations_for_detection
### ::: ultralytics.yolo.utils.callbacks.comet._format_ground_truth_annotations_for_detection
<br><br>
# _format_prediction_annotations_for_detection
## _format_prediction_annotations_for_detection
---
:::ultralytics.yolo.utils.callbacks.comet._format_prediction_annotations_for_detection
### ::: ultralytics.yolo.utils.callbacks.comet._format_prediction_annotations_for_detection
<br><br>
# _fetch_annotations
## _fetch_annotations
---
:::ultralytics.yolo.utils.callbacks.comet._fetch_annotations
### ::: ultralytics.yolo.utils.callbacks.comet._fetch_annotations
<br><br>
# _create_prediction_metadata_map
## _create_prediction_metadata_map
---
:::ultralytics.yolo.utils.callbacks.comet._create_prediction_metadata_map
### ::: ultralytics.yolo.utils.callbacks.comet._create_prediction_metadata_map
<br><br>
# _log_confusion_matrix
## _log_confusion_matrix
---
:::ultralytics.yolo.utils.callbacks.comet._log_confusion_matrix
### ::: ultralytics.yolo.utils.callbacks.comet._log_confusion_matrix
<br><br>
# _log_images
## _log_images
---
:::ultralytics.yolo.utils.callbacks.comet._log_images
### ::: ultralytics.yolo.utils.callbacks.comet._log_images
<br><br>
# _log_image_predictions
## _log_image_predictions
---
:::ultralytics.yolo.utils.callbacks.comet._log_image_predictions
### ::: ultralytics.yolo.utils.callbacks.comet._log_image_predictions
<br><br>
# _log_plots
## _log_plots
---
:::ultralytics.yolo.utils.callbacks.comet._log_plots
### ::: ultralytics.yolo.utils.callbacks.comet._log_plots
<br><br>
# _log_model
## _log_model
---
:::ultralytics.yolo.utils.callbacks.comet._log_model
### ::: ultralytics.yolo.utils.callbacks.comet._log_model
<br><br>
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.comet.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.comet.on_pretrain_routine_start
<br><br>
# on_train_epoch_end
## on_train_epoch_end
---
:::ultralytics.yolo.utils.callbacks.comet.on_train_epoch_end
### ::: ultralytics.yolo.utils.callbacks.comet.on_train_epoch_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.comet.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.comet.on_fit_epoch_end
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.comet.on_train_end
### ::: ultralytics.yolo.utils.callbacks.comet.on_train_end
<br><br>

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@ -3,52 +3,52 @@ description: Explore Ultralytics YOLO Utils DVC Callbacks such as logging images
keywords: Ultralytics, YOLO, Utils, DVC, Callbacks, images, plots, confusion matrices, training progress
---
# _logger_disabled
## _logger_disabled
---
:::ultralytics.yolo.utils.callbacks.dvc._logger_disabled
### ::: ultralytics.yolo.utils.callbacks.dvc._logger_disabled
<br><br>
# _log_images
## _log_images
---
:::ultralytics.yolo.utils.callbacks.dvc._log_images
### ::: ultralytics.yolo.utils.callbacks.dvc._log_images
<br><br>
# _log_plots
## _log_plots
---
:::ultralytics.yolo.utils.callbacks.dvc._log_plots
### ::: ultralytics.yolo.utils.callbacks.dvc._log_plots
<br><br>
# _log_confusion_matrix
## _log_confusion_matrix
---
:::ultralytics.yolo.utils.callbacks.dvc._log_confusion_matrix
### ::: ultralytics.yolo.utils.callbacks.dvc._log_confusion_matrix
<br><br>
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.dvc.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.dvc.on_pretrain_routine_start
<br><br>
# on_pretrain_routine_end
## on_pretrain_routine_end
---
:::ultralytics.yolo.utils.callbacks.dvc.on_pretrain_routine_end
### ::: ultralytics.yolo.utils.callbacks.dvc.on_pretrain_routine_end
<br><br>
# on_train_start
## on_train_start
---
:::ultralytics.yolo.utils.callbacks.dvc.on_train_start
### ::: ultralytics.yolo.utils.callbacks.dvc.on_train_start
<br><br>
# on_train_epoch_start
## on_train_epoch_start
---
:::ultralytics.yolo.utils.callbacks.dvc.on_train_epoch_start
### ::: ultralytics.yolo.utils.callbacks.dvc.on_train_epoch_start
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.dvc.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.dvc.on_fit_epoch_end
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.dvc.on_train_end
### ::: ultralytics.yolo.utils.callbacks.dvc.on_train_end
<br><br>

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@ -3,42 +3,42 @@ description: Improve YOLOv5 model training with Ultralytics' on-train callbacks.
keywords: Ultralytics, YOLO, callbacks, on_pretrain_routine_end, on_fit_epoch_end, on_train_start, on_val_start, on_predict_start, on_export_start
---
# on_pretrain_routine_end
## on_pretrain_routine_end
---
:::ultralytics.yolo.utils.callbacks.hub.on_pretrain_routine_end
### ::: ultralytics.yolo.utils.callbacks.hub.on_pretrain_routine_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.hub.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.hub.on_fit_epoch_end
<br><br>
# on_model_save
## on_model_save
---
:::ultralytics.yolo.utils.callbacks.hub.on_model_save
### ::: ultralytics.yolo.utils.callbacks.hub.on_model_save
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.hub.on_train_end
### ::: ultralytics.yolo.utils.callbacks.hub.on_train_end
<br><br>
# on_train_start
## on_train_start
---
:::ultralytics.yolo.utils.callbacks.hub.on_train_start
### ::: ultralytics.yolo.utils.callbacks.hub.on_train_start
<br><br>
# on_val_start
## on_val_start
---
:::ultralytics.yolo.utils.callbacks.hub.on_val_start
### ::: ultralytics.yolo.utils.callbacks.hub.on_val_start
<br><br>
# on_predict_start
## on_predict_start
---
:::ultralytics.yolo.utils.callbacks.hub.on_predict_start
### ::: ultralytics.yolo.utils.callbacks.hub.on_predict_start
<br><br>
# on_export_start
## on_export_start
---
:::ultralytics.yolo.utils.callbacks.hub.on_export_start
### ::: ultralytics.yolo.utils.callbacks.hub.on_export_start
<br><br>

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@ -3,17 +3,17 @@ description: Track model performance and metrics with MLflow in YOLOv5. Use call
keywords: Ultralytics, YOLO, Utils, MLflow, callbacks, on_pretrain_routine_end, on_train_end, Tracking, Model Management, training
---
# on_pretrain_routine_end
## on_pretrain_routine_end
---
:::ultralytics.yolo.utils.callbacks.mlflow.on_pretrain_routine_end
### ::: ultralytics.yolo.utils.callbacks.mlflow.on_pretrain_routine_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.mlflow.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.mlflow.on_fit_epoch_end
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.mlflow.on_train_end
### ::: ultralytics.yolo.utils.callbacks.mlflow.on_train_end
<br><br>

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@ -3,42 +3,42 @@ description: Improve YOLOv5 training with Neptune, a powerful logging tool. Trac
keywords: Ultralytics, YOLO, Neptune, Callbacks, log scalars, log images, log plots, training, validation
---
# _log_scalars
## _log_scalars
---
:::ultralytics.yolo.utils.callbacks.neptune._log_scalars
### ::: ultralytics.yolo.utils.callbacks.neptune._log_scalars
<br><br>
# _log_images
## _log_images
---
:::ultralytics.yolo.utils.callbacks.neptune._log_images
### ::: ultralytics.yolo.utils.callbacks.neptune._log_images
<br><br>
# _log_plot
## _log_plot
---
:::ultralytics.yolo.utils.callbacks.neptune._log_plot
### ::: ultralytics.yolo.utils.callbacks.neptune._log_plot
<br><br>
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.neptune.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.neptune.on_pretrain_routine_start
<br><br>
# on_train_epoch_end
## on_train_epoch_end
---
:::ultralytics.yolo.utils.callbacks.neptune.on_train_epoch_end
### ::: ultralytics.yolo.utils.callbacks.neptune.on_train_epoch_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.neptune.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.neptune.on_fit_epoch_end
<br><br>
# on_val_end
## on_val_end
---
:::ultralytics.yolo.utils.callbacks.neptune.on_val_end
### ::: ultralytics.yolo.utils.callbacks.neptune.on_val_end
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.neptune.on_train_end
### ::: ultralytics.yolo.utils.callbacks.neptune.on_train_end
<br><br>

View File

@ -3,7 +3,7 @@ description: '"Improve YOLO model performance with on_fit_epoch_end callback. Le
keywords: on_fit_epoch_end, Ultralytics YOLO, callback function, training, model tuning
---
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.raytune.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.raytune.on_fit_epoch_end
<br><br>

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@ -3,22 +3,22 @@ description: Learn how to monitor the training process with Tensorboard using Ul
keywords: TensorBoard callbacks, YOLO training, ultralytics YOLO
---
# _log_scalars
## _log_scalars
---
:::ultralytics.yolo.utils.callbacks.tensorboard._log_scalars
### ::: ultralytics.yolo.utils.callbacks.tensorboard._log_scalars
<br><br>
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.tensorboard.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.tensorboard.on_pretrain_routine_start
<br><br>
# on_batch_end
## on_batch_end
---
:::ultralytics.yolo.utils.callbacks.tensorboard.on_batch_end
### ::: ultralytics.yolo.utils.callbacks.tensorboard.on_batch_end
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.tensorboard.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.tensorboard.on_fit_epoch_end
<br><br>

View File

@ -3,27 +3,27 @@ description: Learn how to use Ultralytics YOLO's built-in callbacks `on_pretrain
keywords: Ultralytics, YOLO, callbacks, weights, biases, training
---
# _log_plots
## _log_plots
---
:::ultralytics.yolo.utils.callbacks.wb._log_plots
### ::: ultralytics.yolo.utils.callbacks.wb._log_plots
<br><br>
# on_pretrain_routine_start
## on_pretrain_routine_start
---
:::ultralytics.yolo.utils.callbacks.wb.on_pretrain_routine_start
### ::: ultralytics.yolo.utils.callbacks.wb.on_pretrain_routine_start
<br><br>
# on_fit_epoch_end
## on_fit_epoch_end
---
:::ultralytics.yolo.utils.callbacks.wb.on_fit_epoch_end
### ::: ultralytics.yolo.utils.callbacks.wb.on_fit_epoch_end
<br><br>
# on_train_epoch_end
## on_train_epoch_end
---
:::ultralytics.yolo.utils.callbacks.wb.on_train_epoch_end
### ::: ultralytics.yolo.utils.callbacks.wb.on_train_epoch_end
<br><br>
# on_train_end
## on_train_end
---
:::ultralytics.yolo.utils.callbacks.wb.on_train_end
### ::: ultralytics.yolo.utils.callbacks.wb.on_train_end
<br><br>

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@ -3,87 +3,87 @@ description: 'Check functions for YOLO utils: image size, version, font, require
keywords: YOLO, Ultralytics, Utils, Checks, image sizing, version updates, font compatibility, Python requirements, file suffixes, YAML syntax, image showing, AMP
---
# is_ascii
## is_ascii
---
:::ultralytics.yolo.utils.checks.is_ascii
### ::: ultralytics.yolo.utils.checks.is_ascii
<br><br>
# check_imgsz
## check_imgsz
---
:::ultralytics.yolo.utils.checks.check_imgsz
### ::: ultralytics.yolo.utils.checks.check_imgsz
<br><br>
# check_version
## check_version
---
:::ultralytics.yolo.utils.checks.check_version
### ::: ultralytics.yolo.utils.checks.check_version
<br><br>
# check_latest_pypi_version
## check_latest_pypi_version
---
:::ultralytics.yolo.utils.checks.check_latest_pypi_version
### ::: ultralytics.yolo.utils.checks.check_latest_pypi_version
<br><br>
# check_pip_update_available
## check_pip_update_available
---
:::ultralytics.yolo.utils.checks.check_pip_update_available
### ::: ultralytics.yolo.utils.checks.check_pip_update_available
<br><br>
# check_font
## check_font
---
:::ultralytics.yolo.utils.checks.check_font
### ::: ultralytics.yolo.utils.checks.check_font
<br><br>
# check_python
## check_python
---
:::ultralytics.yolo.utils.checks.check_python
### ::: ultralytics.yolo.utils.checks.check_python
<br><br>
# check_requirements
## check_requirements
---
:::ultralytics.yolo.utils.checks.check_requirements
### ::: ultralytics.yolo.utils.checks.check_requirements
<br><br>
# check_suffix
## check_suffix
---
:::ultralytics.yolo.utils.checks.check_suffix
### ::: ultralytics.yolo.utils.checks.check_suffix
<br><br>
# check_yolov5u_filename
## check_yolov5u_filename
---
:::ultralytics.yolo.utils.checks.check_yolov5u_filename
### ::: ultralytics.yolo.utils.checks.check_yolov5u_filename
<br><br>
# check_file
## check_file
---
:::ultralytics.yolo.utils.checks.check_file
### ::: ultralytics.yolo.utils.checks.check_file
<br><br>
# check_yaml
## check_yaml
---
:::ultralytics.yolo.utils.checks.check_yaml
### ::: ultralytics.yolo.utils.checks.check_yaml
<br><br>
# check_imshow
## check_imshow
---
:::ultralytics.yolo.utils.checks.check_imshow
### ::: ultralytics.yolo.utils.checks.check_imshow
<br><br>
# check_yolo
## check_yolo
---
:::ultralytics.yolo.utils.checks.check_yolo
### ::: ultralytics.yolo.utils.checks.check_yolo
<br><br>
# check_amp
## check_amp
---
:::ultralytics.yolo.utils.checks.check_amp
### ::: ultralytics.yolo.utils.checks.check_amp
<br><br>
# git_describe
## git_describe
---
:::ultralytics.yolo.utils.checks.git_describe
### ::: ultralytics.yolo.utils.checks.git_describe
<br><br>
# print_args
## print_args
---
:::ultralytics.yolo.utils.checks.print_args
### ::: ultralytics.yolo.utils.checks.print_args
<br><br>

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@ -3,22 +3,22 @@ description: Learn how to find free network port and generate DDP (Distributed D
keywords: ultralytics, YOLO, utils, dist, distributed deep learning, DDP file, DDP cleanup
---
# find_free_network_port
## find_free_network_port
---
:::ultralytics.yolo.utils.dist.find_free_network_port
### ::: ultralytics.yolo.utils.dist.find_free_network_port
<br><br>
# generate_ddp_file
## generate_ddp_file
---
:::ultralytics.yolo.utils.dist.generate_ddp_file
### ::: ultralytics.yolo.utils.dist.generate_ddp_file
<br><br>
# generate_ddp_command
## generate_ddp_command
---
:::ultralytics.yolo.utils.dist.generate_ddp_command
### ::: ultralytics.yolo.utils.dist.generate_ddp_command
<br><br>
# ddp_cleanup
## ddp_cleanup
---
:::ultralytics.yolo.utils.dist.ddp_cleanup
### ::: ultralytics.yolo.utils.dist.ddp_cleanup
<br><br>

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@ -3,32 +3,32 @@ description: Download and unzip YOLO pretrained models. Ultralytics YOLO docs ut
keywords: Ultralytics YOLO, downloads, trained models, datasets, weights, deep learning, computer vision
---
# is_url
## is_url
---
:::ultralytics.yolo.utils.downloads.is_url
### ::: ultralytics.yolo.utils.downloads.is_url
<br><br>
# unzip_file
## unzip_file
---
:::ultralytics.yolo.utils.downloads.unzip_file
### ::: ultralytics.yolo.utils.downloads.unzip_file
<br><br>
# check_disk_space
## check_disk_space
---
:::ultralytics.yolo.utils.downloads.check_disk_space
### ::: ultralytics.yolo.utils.downloads.check_disk_space
<br><br>
# safe_download
## safe_download
---
:::ultralytics.yolo.utils.downloads.safe_download
### ::: ultralytics.yolo.utils.downloads.safe_download
<br><br>
# attempt_download_asset
## attempt_download_asset
---
:::ultralytics.yolo.utils.downloads.attempt_download_asset
### ::: ultralytics.yolo.utils.downloads.attempt_download_asset
<br><br>
# download
## download
---
:::ultralytics.yolo.utils.downloads.download
### ::: ultralytics.yolo.utils.downloads.download
<br><br>

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@ -3,7 +3,7 @@ description: Learn about HUBModelError in Ultralytics YOLO Docs. Resolve the err
keywords: HUBModelError, Ultralytics YOLO, YOLO Documentation, Object detection errors, YOLO Errors, HUBModelError Solutions
---
# HUBModelError
## HUBModelError
---
:::ultralytics.yolo.utils.errors.HUBModelError
### ::: ultralytics.yolo.utils.errors.HUBModelError
<br><br>

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@ -3,37 +3,37 @@ description: 'Learn about Ultralytics YOLO files and directory utilities: Workin
keywords: YOLO, object detection, file utils, file age, file size, working directory, make directories, Ultralytics Docs
---
# WorkingDirectory
## WorkingDirectory
---
:::ultralytics.yolo.utils.files.WorkingDirectory
### ::: ultralytics.yolo.utils.files.WorkingDirectory
<br><br>
# increment_path
## increment_path
---
:::ultralytics.yolo.utils.files.increment_path
### ::: ultralytics.yolo.utils.files.increment_path
<br><br>
# file_age
## file_age
---
:::ultralytics.yolo.utils.files.file_age
### ::: ultralytics.yolo.utils.files.file_age
<br><br>
# file_date
## file_date
---
:::ultralytics.yolo.utils.files.file_date
### ::: ultralytics.yolo.utils.files.file_date
<br><br>
# file_size
## file_size
---
:::ultralytics.yolo.utils.files.file_size
### ::: ultralytics.yolo.utils.files.file_size
<br><br>
# get_latest_run
## get_latest_run
---
:::ultralytics.yolo.utils.files.get_latest_run
### ::: ultralytics.yolo.utils.files.get_latest_run
<br><br>
# make_dirs
## make_dirs
---
:::ultralytics.yolo.utils.files.make_dirs
### ::: ultralytics.yolo.utils.files.make_dirs
<br><br>

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@ -3,17 +3,17 @@ description: Learn about Bounding Boxes (Bboxes) and _ntuple in Ultralytics YOLO
keywords: Ultralytics, YOLO, Bboxes, _ntuple, object detection, instance segmentation
---
# Bboxes
## Bboxes
---
:::ultralytics.yolo.utils.instance.Bboxes
### ::: ultralytics.yolo.utils.instance.Bboxes
<br><br>
# Instances
## Instances
---
:::ultralytics.yolo.utils.instance.Instances
### ::: ultralytics.yolo.utils.instance.Instances
<br><br>
# _ntuple
## _ntuple
---
:::ultralytics.yolo.utils.instance._ntuple
### ::: ultralytics.yolo.utils.instance._ntuple
<br><br>

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@ -3,42 +3,42 @@ description: Learn about Varifocal Loss and Keypoint Loss in Ultralytics YOLO fo
keywords: Ultralytics, YOLO, loss functions, object detection, keypoint detection, segmentation, classification
---
# VarifocalLoss
## VarifocalLoss
---
:::ultralytics.yolo.utils.loss.VarifocalLoss
### ::: ultralytics.yolo.utils.loss.VarifocalLoss
<br><br>
# FocalLoss
## FocalLoss
---
:::ultralytics.yolo.utils.loss.FocalLoss
### ::: ultralytics.yolo.utils.loss.FocalLoss
<br><br>
# BboxLoss
## BboxLoss
---
:::ultralytics.yolo.utils.loss.BboxLoss
### ::: ultralytics.yolo.utils.loss.BboxLoss
<br><br>
# KeypointLoss
## KeypointLoss
---
:::ultralytics.yolo.utils.loss.KeypointLoss
### ::: ultralytics.yolo.utils.loss.KeypointLoss
<br><br>
# v8DetectionLoss
## v8DetectionLoss
---
:::ultralytics.yolo.utils.loss.v8DetectionLoss
### ::: ultralytics.yolo.utils.loss.v8DetectionLoss
<br><br>
# v8SegmentationLoss
## v8SegmentationLoss
---
:::ultralytics.yolo.utils.loss.v8SegmentationLoss
### ::: ultralytics.yolo.utils.loss.v8SegmentationLoss
<br><br>
# v8PoseLoss
## v8PoseLoss
---
:::ultralytics.yolo.utils.loss.v8PoseLoss
### ::: ultralytics.yolo.utils.loss.v8PoseLoss
<br><br>
# v8ClassificationLoss
## v8ClassificationLoss
---
:::ultralytics.yolo.utils.loss.v8ClassificationLoss
### ::: ultralytics.yolo.utils.loss.v8ClassificationLoss
<br><br>

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@ -3,92 +3,92 @@ description: Explore Ultralytics YOLO's FocalLoss, DetMetrics, PoseMetrics, Clas
keywords: YOLOv5, metrics, losses, confusion matrix, detection metrics, pose metrics, classification metrics, intersection over area, intersection over union, keypoint intersection over union, average precision, per class average precision, Ultralytics Docs
---
# ConfusionMatrix
## ConfusionMatrix
---
:::ultralytics.yolo.utils.metrics.ConfusionMatrix
### ::: ultralytics.yolo.utils.metrics.ConfusionMatrix
<br><br>
# Metric
## Metric
---
:::ultralytics.yolo.utils.metrics.Metric
### ::: ultralytics.yolo.utils.metrics.Metric
<br><br>
# DetMetrics
## DetMetrics
---
:::ultralytics.yolo.utils.metrics.DetMetrics
### ::: ultralytics.yolo.utils.metrics.DetMetrics
<br><br>
# SegmentMetrics
## SegmentMetrics
---
:::ultralytics.yolo.utils.metrics.SegmentMetrics
### ::: ultralytics.yolo.utils.metrics.SegmentMetrics
<br><br>
# PoseMetrics
## PoseMetrics
---
:::ultralytics.yolo.utils.metrics.PoseMetrics
### ::: ultralytics.yolo.utils.metrics.PoseMetrics
<br><br>
# ClassifyMetrics
## ClassifyMetrics
---
:::ultralytics.yolo.utils.metrics.ClassifyMetrics
### ::: ultralytics.yolo.utils.metrics.ClassifyMetrics
<br><br>
# box_area
## box_area
---
:::ultralytics.yolo.utils.metrics.box_area
### ::: ultralytics.yolo.utils.metrics.box_area
<br><br>
# bbox_ioa
## bbox_ioa
---
:::ultralytics.yolo.utils.metrics.bbox_ioa
### ::: ultralytics.yolo.utils.metrics.bbox_ioa
<br><br>
# box_iou
## box_iou
---
:::ultralytics.yolo.utils.metrics.box_iou
### ::: ultralytics.yolo.utils.metrics.box_iou
<br><br>
# bbox_iou
## bbox_iou
---
:::ultralytics.yolo.utils.metrics.bbox_iou
### ::: ultralytics.yolo.utils.metrics.bbox_iou
<br><br>
# mask_iou
## mask_iou
---
:::ultralytics.yolo.utils.metrics.mask_iou
### ::: ultralytics.yolo.utils.metrics.mask_iou
<br><br>
# kpt_iou
## kpt_iou
---
:::ultralytics.yolo.utils.metrics.kpt_iou
### ::: ultralytics.yolo.utils.metrics.kpt_iou
<br><br>
# smooth_BCE
## smooth_BCE
---
:::ultralytics.yolo.utils.metrics.smooth_BCE
### ::: ultralytics.yolo.utils.metrics.smooth_BCE
<br><br>
# smooth
## smooth
---
:::ultralytics.yolo.utils.metrics.smooth
### ::: ultralytics.yolo.utils.metrics.smooth
<br><br>
# plot_pr_curve
## plot_pr_curve
---
:::ultralytics.yolo.utils.metrics.plot_pr_curve
### ::: ultralytics.yolo.utils.metrics.plot_pr_curve
<br><br>
# plot_mc_curve
## plot_mc_curve
---
:::ultralytics.yolo.utils.metrics.plot_mc_curve
### ::: ultralytics.yolo.utils.metrics.plot_mc_curve
<br><br>
# compute_ap
## compute_ap
---
:::ultralytics.yolo.utils.metrics.compute_ap
### ::: ultralytics.yolo.utils.metrics.compute_ap
<br><br>
# ap_per_class
## ap_per_class
---
:::ultralytics.yolo.utils.metrics.ap_per_class
### ::: ultralytics.yolo.utils.metrics.ap_per_class
<br><br>

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@ -3,137 +3,137 @@ description: Learn about various utility functions in Ultralytics YOLO, includin
keywords: Ultralytics, YOLO, Utils Ops, Functions, coco80_to_coco91_class, scale_boxes, non_max_suppression, clip_coords, xyxy2xywh, xywhn2xyxy, xyn2xy, xyxy2ltwh, ltwh2xyxy, resample_segments, process_mask_upsample, process_mask_native, masks2segments, clean_str
---
# Profile
## Profile
---
:::ultralytics.yolo.utils.ops.Profile
### ::: ultralytics.yolo.utils.ops.Profile
<br><br>
# coco80_to_coco91_class
## coco80_to_coco91_class
---
:::ultralytics.yolo.utils.ops.coco80_to_coco91_class
### ::: ultralytics.yolo.utils.ops.coco80_to_coco91_class
<br><br>
# segment2box
## segment2box
---
:::ultralytics.yolo.utils.ops.segment2box
### ::: ultralytics.yolo.utils.ops.segment2box
<br><br>
# scale_boxes
## scale_boxes
---
:::ultralytics.yolo.utils.ops.scale_boxes
### ::: ultralytics.yolo.utils.ops.scale_boxes
<br><br>
# make_divisible
## make_divisible
---
:::ultralytics.yolo.utils.ops.make_divisible
### ::: ultralytics.yolo.utils.ops.make_divisible
<br><br>
# non_max_suppression
## non_max_suppression
---
:::ultralytics.yolo.utils.ops.non_max_suppression
### ::: ultralytics.yolo.utils.ops.non_max_suppression
<br><br>
# clip_boxes
## clip_boxes
---
:::ultralytics.yolo.utils.ops.clip_boxes
### ::: ultralytics.yolo.utils.ops.clip_boxes
<br><br>
# clip_coords
## clip_coords
---
:::ultralytics.yolo.utils.ops.clip_coords
### ::: ultralytics.yolo.utils.ops.clip_coords
<br><br>
# scale_image
## scale_image
---
:::ultralytics.yolo.utils.ops.scale_image
### ::: ultralytics.yolo.utils.ops.scale_image
<br><br>
# xyxy2xywh
## xyxy2xywh
---
:::ultralytics.yolo.utils.ops.xyxy2xywh
### ::: ultralytics.yolo.utils.ops.xyxy2xywh
<br><br>
# xywh2xyxy
## xywh2xyxy
---
:::ultralytics.yolo.utils.ops.xywh2xyxy
### ::: ultralytics.yolo.utils.ops.xywh2xyxy
<br><br>
# xywhn2xyxy
## xywhn2xyxy
---
:::ultralytics.yolo.utils.ops.xywhn2xyxy
### ::: ultralytics.yolo.utils.ops.xywhn2xyxy
<br><br>
# xyxy2xywhn
## xyxy2xywhn
---
:::ultralytics.yolo.utils.ops.xyxy2xywhn
### ::: ultralytics.yolo.utils.ops.xyxy2xywhn
<br><br>
# xyn2xy
## xyn2xy
---
:::ultralytics.yolo.utils.ops.xyn2xy
### ::: ultralytics.yolo.utils.ops.xyn2xy
<br><br>
# xywh2ltwh
## xywh2ltwh
---
:::ultralytics.yolo.utils.ops.xywh2ltwh
### ::: ultralytics.yolo.utils.ops.xywh2ltwh
<br><br>
# xyxy2ltwh
## xyxy2ltwh
---
:::ultralytics.yolo.utils.ops.xyxy2ltwh
### ::: ultralytics.yolo.utils.ops.xyxy2ltwh
<br><br>
# ltwh2xywh
## ltwh2xywh
---
:::ultralytics.yolo.utils.ops.ltwh2xywh
### ::: ultralytics.yolo.utils.ops.ltwh2xywh
<br><br>
# ltwh2xyxy
## ltwh2xyxy
---
:::ultralytics.yolo.utils.ops.ltwh2xyxy
### ::: ultralytics.yolo.utils.ops.ltwh2xyxy
<br><br>
# segments2boxes
## segments2boxes
---
:::ultralytics.yolo.utils.ops.segments2boxes
### ::: ultralytics.yolo.utils.ops.segments2boxes
<br><br>
# resample_segments
## resample_segments
---
:::ultralytics.yolo.utils.ops.resample_segments
### ::: ultralytics.yolo.utils.ops.resample_segments
<br><br>
# crop_mask
## crop_mask
---
:::ultralytics.yolo.utils.ops.crop_mask
### ::: ultralytics.yolo.utils.ops.crop_mask
<br><br>
# process_mask_upsample
## process_mask_upsample
---
:::ultralytics.yolo.utils.ops.process_mask_upsample
### ::: ultralytics.yolo.utils.ops.process_mask_upsample
<br><br>
# process_mask
## process_mask
---
:::ultralytics.yolo.utils.ops.process_mask
### ::: ultralytics.yolo.utils.ops.process_mask
<br><br>
# process_mask_native
## process_mask_native
---
:::ultralytics.yolo.utils.ops.process_mask_native
### ::: ultralytics.yolo.utils.ops.process_mask_native
<br><br>
# scale_coords
## scale_coords
---
:::ultralytics.yolo.utils.ops.scale_coords
### ::: ultralytics.yolo.utils.ops.scale_coords
<br><br>
# masks2segments
## masks2segments
---
:::ultralytics.yolo.utils.ops.masks2segments
### ::: ultralytics.yolo.utils.ops.masks2segments
<br><br>
# clean_str
## clean_str
---
:::ultralytics.yolo.utils.ops.clean_str
### ::: ultralytics.yolo.utils.ops.clean_str
<br><br>

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@ -3,22 +3,22 @@ description: Learn how to use the Ultralytics YOLO Utils package's imread and im
keywords: imread, imshow, ultralytics, YOLO, image files, torchsave
---
# imread
## imread
---
:::ultralytics.yolo.utils.patches.imread
### ::: ultralytics.yolo.utils.patches.imread
<br><br>
# imwrite
## imwrite
---
:::ultralytics.yolo.utils.patches.imwrite
### ::: ultralytics.yolo.utils.patches.imwrite
<br><br>
# imshow
## imshow
---
:::ultralytics.yolo.utils.patches.imshow
### ::: ultralytics.yolo.utils.patches.imshow
<br><br>
# torch_save
## torch_save
---
:::ultralytics.yolo.utils.patches.torch_save
### ::: ultralytics.yolo.utils.patches.torch_save
<br><br>

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@ -3,42 +3,42 @@ description: 'Discover the power of YOLO''s plotting functions: Colors, Labels a
keywords: YOLO, object detection, plotting, visualization, annotator, save one box, plot results, feature visualization, Ultralytics
---
# Colors
## Colors
---
:::ultralytics.yolo.utils.plotting.Colors
### ::: ultralytics.yolo.utils.plotting.Colors
<br><br>
# Annotator
## Annotator
---
:::ultralytics.yolo.utils.plotting.Annotator
### ::: ultralytics.yolo.utils.plotting.Annotator
<br><br>
# plot_labels
## plot_labels
---
:::ultralytics.yolo.utils.plotting.plot_labels
### ::: ultralytics.yolo.utils.plotting.plot_labels
<br><br>
# save_one_box
## save_one_box
---
:::ultralytics.yolo.utils.plotting.save_one_box
### ::: ultralytics.yolo.utils.plotting.save_one_box
<br><br>
# plot_images
## plot_images
---
:::ultralytics.yolo.utils.plotting.plot_images
### ::: ultralytics.yolo.utils.plotting.plot_images
<br><br>
# plot_results
## plot_results
---
:::ultralytics.yolo.utils.plotting.plot_results
### ::: ultralytics.yolo.utils.plotting.plot_results
<br><br>
# output_to_target
## output_to_target
---
:::ultralytics.yolo.utils.plotting.output_to_target
### ::: ultralytics.yolo.utils.plotting.output_to_target
<br><br>
# feature_visualization
## feature_visualization
---
:::ultralytics.yolo.utils.plotting.feature_visualization
### ::: ultralytics.yolo.utils.plotting.feature_visualization
<br><br>

View File

@ -3,32 +3,32 @@ description: Improve your YOLO models with Ultralytics' TaskAlignedAssigner, sel
keywords: Ultrayltics, YOLO, select_candidates_in_gts, make_anchor, bbox2dist, object detection, tracking
---
# TaskAlignedAssigner
## TaskAlignedAssigner
---
:::ultralytics.yolo.utils.tal.TaskAlignedAssigner
### ::: ultralytics.yolo.utils.tal.TaskAlignedAssigner
<br><br>
# select_candidates_in_gts
## select_candidates_in_gts
---
:::ultralytics.yolo.utils.tal.select_candidates_in_gts
### ::: ultralytics.yolo.utils.tal.select_candidates_in_gts
<br><br>
# select_highest_overlaps
## select_highest_overlaps
---
:::ultralytics.yolo.utils.tal.select_highest_overlaps
### ::: ultralytics.yolo.utils.tal.select_highest_overlaps
<br><br>
# make_anchors
## make_anchors
---
:::ultralytics.yolo.utils.tal.make_anchors
### ::: ultralytics.yolo.utils.tal.make_anchors
<br><br>
# dist2bbox
## dist2bbox
---
:::ultralytics.yolo.utils.tal.dist2bbox
### ::: ultralytics.yolo.utils.tal.dist2bbox
<br><br>
# bbox2dist
## bbox2dist
---
:::ultralytics.yolo.utils.tal.bbox2dist
### ::: ultralytics.yolo.utils.tal.bbox2dist
<br><br>

View File

@ -3,132 +3,132 @@ description: Optimize your PyTorch models with Ultralytics YOLO's torch_utils fu
keywords: Ultralytics YOLO, Torch, Utils, Pytorch, Object Detection
---
# ModelEMA
## ModelEMA
---
:::ultralytics.yolo.utils.torch_utils.ModelEMA
### ::: ultralytics.yolo.utils.torch_utils.ModelEMA
<br><br>
# EarlyStopping
## EarlyStopping
---
:::ultralytics.yolo.utils.torch_utils.EarlyStopping
### ::: ultralytics.yolo.utils.torch_utils.EarlyStopping
<br><br>
# torch_distributed_zero_first
## torch_distributed_zero_first
---
:::ultralytics.yolo.utils.torch_utils.torch_distributed_zero_first
### ::: ultralytics.yolo.utils.torch_utils.torch_distributed_zero_first
<br><br>
# smart_inference_mode
## smart_inference_mode
---
:::ultralytics.yolo.utils.torch_utils.smart_inference_mode
### ::: ultralytics.yolo.utils.torch_utils.smart_inference_mode
<br><br>
# select_device
## select_device
---
:::ultralytics.yolo.utils.torch_utils.select_device
### ::: ultralytics.yolo.utils.torch_utils.select_device
<br><br>
# time_sync
## time_sync
---
:::ultralytics.yolo.utils.torch_utils.time_sync
### ::: ultralytics.yolo.utils.torch_utils.time_sync
<br><br>
# fuse_conv_and_bn
## fuse_conv_and_bn
---
:::ultralytics.yolo.utils.torch_utils.fuse_conv_and_bn
### ::: ultralytics.yolo.utils.torch_utils.fuse_conv_and_bn
<br><br>
# fuse_deconv_and_bn
## fuse_deconv_and_bn
---
:::ultralytics.yolo.utils.torch_utils.fuse_deconv_and_bn
### ::: ultralytics.yolo.utils.torch_utils.fuse_deconv_and_bn
<br><br>
# model_info
## model_info
---
:::ultralytics.yolo.utils.torch_utils.model_info
### ::: ultralytics.yolo.utils.torch_utils.model_info
<br><br>
# get_num_params
## get_num_params
---
:::ultralytics.yolo.utils.torch_utils.get_num_params
### ::: ultralytics.yolo.utils.torch_utils.get_num_params
<br><br>
# get_num_gradients
## get_num_gradients
---
:::ultralytics.yolo.utils.torch_utils.get_num_gradients
### ::: ultralytics.yolo.utils.torch_utils.get_num_gradients
<br><br>
# model_info_for_loggers
## model_info_for_loggers
---
:::ultralytics.yolo.utils.torch_utils.model_info_for_loggers
### ::: ultralytics.yolo.utils.torch_utils.model_info_for_loggers
<br><br>
# get_flops
## get_flops
---
:::ultralytics.yolo.utils.torch_utils.get_flops
### ::: ultralytics.yolo.utils.torch_utils.get_flops
<br><br>
# get_flops_with_torch_profiler
## get_flops_with_torch_profiler
---
:::ultralytics.yolo.utils.torch_utils.get_flops_with_torch_profiler
### ::: ultralytics.yolo.utils.torch_utils.get_flops_with_torch_profiler
<br><br>
# initialize_weights
## initialize_weights
---
:::ultralytics.yolo.utils.torch_utils.initialize_weights
### ::: ultralytics.yolo.utils.torch_utils.initialize_weights
<br><br>
# scale_img
## scale_img
---
:::ultralytics.yolo.utils.torch_utils.scale_img
### ::: ultralytics.yolo.utils.torch_utils.scale_img
<br><br>
# make_divisible
## make_divisible
---
:::ultralytics.yolo.utils.torch_utils.make_divisible
### ::: ultralytics.yolo.utils.torch_utils.make_divisible
<br><br>
# copy_attr
## copy_attr
---
:::ultralytics.yolo.utils.torch_utils.copy_attr
### ::: ultralytics.yolo.utils.torch_utils.copy_attr
<br><br>
# get_latest_opset
## get_latest_opset
---
:::ultralytics.yolo.utils.torch_utils.get_latest_opset
### ::: ultralytics.yolo.utils.torch_utils.get_latest_opset
<br><br>
# intersect_dicts
## intersect_dicts
---
:::ultralytics.yolo.utils.torch_utils.intersect_dicts
### ::: ultralytics.yolo.utils.torch_utils.intersect_dicts
<br><br>
# is_parallel
## is_parallel
---
:::ultralytics.yolo.utils.torch_utils.is_parallel
### ::: ultralytics.yolo.utils.torch_utils.is_parallel
<br><br>
# de_parallel
## de_parallel
---
:::ultralytics.yolo.utils.torch_utils.de_parallel
### ::: ultralytics.yolo.utils.torch_utils.de_parallel
<br><br>
# one_cycle
## one_cycle
---
:::ultralytics.yolo.utils.torch_utils.one_cycle
### ::: ultralytics.yolo.utils.torch_utils.one_cycle
<br><br>
# init_seeds
## init_seeds
---
:::ultralytics.yolo.utils.torch_utils.init_seeds
### ::: ultralytics.yolo.utils.torch_utils.init_seeds
<br><br>
# strip_optimizer
## strip_optimizer
---
:::ultralytics.yolo.utils.torch_utils.strip_optimizer
### ::: ultralytics.yolo.utils.torch_utils.strip_optimizer
<br><br>
# profile
## profile
---
:::ultralytics.yolo.utils.torch_utils.profile
### ::: ultralytics.yolo.utils.torch_utils.profile
<br><br>