Update docs predict, buttons, reference (#6585)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

docs/en/reference/cfg/__init__.md

@@ -9,50 +9,52 @@ keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__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/cfg/__init__.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.cfg.cfg2dict
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 ## ::: ultralytics.cfg.get_cfg
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 ## ::: ultralytics.cfg.check_dict_alignment
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 ## ::: ultralytics.cfg.merge_equals_args
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 ## ::: ultralytics.cfg.handle_yolo_hub
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 ## ::: ultralytics.cfg.handle_yolo_settings
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 ## ::: ultralytics.cfg.parse_key_value_pair
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 ## ::: ultralytics.cfg.smart_value
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 ## ::: ultralytics.cfg.entrypoint
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 ## ::: ultralytics.cfg.copy_default_cfg
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docs/en/reference/data/annotator.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Pro
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.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/data/annotator.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.data.annotator.auto_annotate
+<br><br>
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+## ::: ultralytics.data.annotator.auto_annotate
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docs/en/reference/data/augment.md

@@ -9,78 +9,80 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.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/data/augment.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.data.augment.BaseTransform
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 ## ::: ultralytics.data.augment.Compose
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 ## ::: ultralytics.data.augment.BaseMixTransform
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 ## ::: ultralytics.data.augment.Mosaic
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 ## ::: ultralytics.data.augment.MixUp
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 ## ::: ultralytics.data.augment.RandomPerspective
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 ## ::: ultralytics.data.augment.RandomHSV
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 ## ::: ultralytics.data.augment.RandomFlip
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 ## ::: ultralytics.data.augment.LetterBox
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 ## ::: ultralytics.data.augment.CopyPaste
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 ## ::: ultralytics.data.augment.Albumentations
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 ## ::: ultralytics.data.augment.Format
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 ## ::: ultralytics.data.augment.ClassifyLetterBox
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 ## ::: ultralytics.data.augment.CenterCrop
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 ## ::: ultralytics.data.augment.ToTensor
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 ## ::: ultralytics.data.augment.v8_transforms
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 ## ::: ultralytics.data.augment.classify_transforms
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docs/en/reference/data/base.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/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/data/base.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.data.base.BaseDataset
+<br><br>
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+## ::: ultralytics.data.base.BaseDataset
+
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docs/en/reference/data/build.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.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/data/build.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.data.build.InfiniteDataLoader
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 ## ::: ultralytics.data.build._RepeatSampler
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docs/en/reference/data/converter.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.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/data/converter.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.data.converter.coco91_to_coco80_class
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 ## ::: ultralytics.data.converter.coco80_to_coco91_class
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 ## ::: ultralytics.data.converter.convert_coco
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 ## ::: ultralytics.data.converter.convert_dota_to_yolo_obb
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 ## ::: ultralytics.data.converter.min_index
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 ## ::: ultralytics.data.converter.merge_multi_segment
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docs/en/reference/data/dataset.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data m
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.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/data/dataset.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.data.dataset.YOLODataset
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 ## ::: ultralytics.data.dataset.ClassificationDataset
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 ## ::: ultralytics.data.dataset.SemanticDataset
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 ## ::: ultralytics.data.dataset.load_dataset_cache_file
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 ## ::: ultralytics.data.dataset.save_dataset_cache_file
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docs/en/reference/data/loaders.md

@@ -9,34 +9,36 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.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/data/loaders.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.data.loaders.SourceTypes
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 ## ::: ultralytics.data.loaders.LoadStreams
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docs/en/reference/data/utils.md

@@ -9,58 +9,60 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.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/data/utils.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.data.utils.HUBDatasetStats
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 ## ::: ultralytics.data.utils.img2label_paths
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docs/en/reference/engine/exporter.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, Exporter, IOSDetectModel, Export Formats, Try export
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.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/engine/exporter.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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docs/en/reference/engine/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.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/engine/model.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.engine.model.Model
+<br><br>
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+## ::: ultralytics.engine.model.Model
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docs/en/reference/engine/predictor.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.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/engine/predictor.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.engine.predictor.BasePredictor
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+## ::: ultralytics.engine.predictor.BasePredictor
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docs/en/reference/engine/results.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.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/engine/results.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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docs/en/reference/engine/trainer.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.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/engine/trainer.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.engine.trainer.BaseTrainer
+<br><br>
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+## ::: ultralytics.engine.trainer.BaseTrainer
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docs/en/reference/engine/tuner.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Tuner, YOLO, hyperparameter tuning, optimization, object
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.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/engine/tuner.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.engine.tuner.Tuner
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+## ::: ultralytics.engine.tuner.Tuner
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docs/en/reference/engine/validator.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.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/engine/validator.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.engine.validator.BaseValidator
+<br><br>
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+## ::: ultralytics.engine.validator.BaseValidator
+
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docs/en/reference/hub/__init__.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, hub functions, model export, dataset check, reset model,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__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/hub/__init__.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.hub.get_export
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docs/en/reference/hub/auth.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.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/hub/auth.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.hub.auth.Auth
+<br><br>
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+## ::: ultralytics.hub.auth.Auth
+
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docs/en/reference/hub/session.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.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/hub/session.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.hub.session.HUBTrainingSession
+<br><br>
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+## ::: ultralytics.hub.session.HUBTrainingSession
+
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docs/en/reference/hub/utils.md

@@ -9,18 +9,20 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.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/hub/utils.py) 🛠️. Thank you 🙏!
 
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+<br><br>
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 ## ::: ultralytics.hub.utils.Events
+
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 ## ::: ultralytics.hub.utils.request_with_credentials
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 ## ::: ultralytics.hub.utils.smart_request
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docs/en/reference/models/fastsam/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.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/models/fastsam/model.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.models.fastsam.model.FastSAM
+<br><br>
+
+## ::: ultralytics.models.fastsam.model.FastSAM
+
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docs/en/reference/models/fastsam/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.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/models/fastsam/predict.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.models.fastsam.predict.FastSAMPredictor
+<br><br>
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+## ::: ultralytics.models.fastsam.predict.FastSAMPredictor
+
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docs/en/reference/models/fastsam/prompt.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.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/models/fastsam/prompt.py) 🛠️. Thank you 🙏!
 
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-## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt
+<br><br>
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+## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt
+
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docs/en/reference/models/fastsam/utils.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.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/models/fastsam/utils.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
 <br><br>
 
----
-## ::: ultralytics.models.fastsam.utils.bbox_iou
+## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
+
+<br><br>
+
+## ::: ultralytics.models.fastsam.utils.bbox_iou
+
 <br><br>

docs/en/reference/models/fastsam/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.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/models/fastsam/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.val.FastSAMValidator
+<br><br>
+
+## ::: ultralytics.models.fastsam.val.FastSAMValidator
+
 <br><br>

docs/en/reference/models/nas/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.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/models/nas/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.nas.model.NAS
+<br><br>
+
+## ::: ultralytics.models.nas.model.NAS
+
 <br><br>

docs/en/reference/models/nas/predict.md

@@ -9,6 +9,8 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.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/models/nas/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.nas.predict.NASPredictor
+<br><br>
+
+## ::: ultralytics.models.nas.predict.NASPredictor
+
 <br><br>

docs/en/reference/models/nas/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.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/models/nas/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.nas.val.NASValidator
+<br><br>
+
+## ::: ultralytics.models.nas.val.NASValidator
+
 <br><br>

docs/en/reference/models/rtdetr/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.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/models/rtdetr/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.model.RTDETR
+<br><br>
+
+## ::: ultralytics.models.rtdetr.model.RTDETR
+
 <br><br>

docs/en/reference/models/rtdetr/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.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/models/rtdetr/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
+<br><br>
+
+## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
+
 <br><br>

docs/en/reference/models/rtdetr/train.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.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/models/rtdetr/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.train.RTDETRTrainer
+<br><br>
+
+## ::: ultralytics.models.rtdetr.train.RTDETRTrainer
+
 <br><br>

docs/en/reference/models/rtdetr/val.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.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/models/rtdetr/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.val.RTDETRDataset
 <br><br>
 
----
-## ::: ultralytics.models.rtdetr.val.RTDETRValidator
+## ::: ultralytics.models.rtdetr.val.RTDETRDataset
+
+<br><br>
+
+## ::: ultralytics.models.rtdetr.val.RTDETRValidator
+
 <br><br>

docs/en/reference/models/sam/amg.md

@@ -9,46 +9,48 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.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/models/sam/amg.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.amg.is_box_near_crop_edge
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.batch_iterator
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.calculate_stability_score
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.build_point_grid
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.build_all_layer_point_grids
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.generate_crop_boxes
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.uncrop_boxes_xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.uncrop_points
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.uncrop_masks
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.remove_small_regions
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.batched_mask_to_box
+
 <br><br>

docs/en/reference/models/sam/build.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.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/models/sam/build.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.build.build_sam_vit_h
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_sam_vit_l
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_sam_vit_b
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_mobile_sam
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build._build_sam
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_sam
+
 <br><br>

docs/en/reference/models/sam/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.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/models/sam/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.model.SAM
+<br><br>
+
+## ::: ultralytics.models.sam.model.SAM
+
 <br><br>

docs/en/reference/models/sam/modules/decoders.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.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/models/sam/modules/decoders.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
 <br><br>
 
----
-## ::: ultralytics.models.sam.modules.decoders.MLP
+## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.decoders.MLP
+
 <br><br>

docs/en/reference/models/sam/modules/encoders.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.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/models/sam/modules/encoders.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.PromptEncoder
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.Block
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.Attention
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.PatchEmbed
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.window_partition
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.window_unpartition
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.get_rel_pos
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos
+
 <br><br>

docs/en/reference/models/sam/modules/sam.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.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/models/sam/modules/sam.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.modules.sam.Sam
+<br><br>
+
+## ::: ultralytics.models.sam.modules.sam.Sam
+
 <br><br>

docs/en/reference/models/sam/modules/tiny_encoder.md

@@ -9,46 +9,48 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.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/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.MBConv
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Mlp
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Attention
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT
+
 <br><br>

docs/en/reference/models/sam/modules/transformer.md

@@ -9,14 +9,16 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.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/models/sam/modules/transformer.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.transformer.TwoWayAttentionBlock
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.transformer.Attention
+
 <br><br>

docs/en/reference/models/sam/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.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/models/sam/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.predict.Predictor
+<br><br>
+
+## ::: ultralytics.models.sam.predict.Predictor
+
 <br><br>

docs/en/reference/models/utils/loss.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.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/models/utils/loss.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.utils.loss.DETRLoss
 <br><br>
 
----
-## ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+## ::: ultralytics.models.utils.loss.DETRLoss
+
+<br><br>
+
+## ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+
 <br><br>

docs/en/reference/models/utils/ops.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.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/models/utils/ops.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.utils.ops.HungarianMatcher
 <br><br>
 
----
-## ::: ultralytics.models.utils.ops.get_cdn_group
+## ::: ultralytics.models.utils.ops.HungarianMatcher
+
+<br><br>
+
+## ::: ultralytics.models.utils.ops.get_cdn_group
+
 <br><br>

docs/en/reference/models/yolo/classify/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.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/models/yolo/classify/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+
 <br><br>

docs/en/reference/models/yolo/classify/train.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.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/models/yolo/classify/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+
 <br><br>

docs/en/reference/models/yolo/classify/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.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/models/yolo/classify/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+
 <br><br>

docs/en/reference/models/yolo/detect/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.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/models/yolo/detect/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+
 <br><br>

docs/en/reference/models/yolo/detect/train.md

@@ -9,6 +9,8 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.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/models/yolo/detect/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+
 <br><br>

docs/en/reference/models/yolo/detect/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.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/models/yolo/detect/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+
 <br><br>

docs/en/reference/models/yolo/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.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/models/yolo/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.model.YOLO
+<br><br>
+
+## ::: ultralytics.models.yolo.model.YOLO
+
 <br><br>

docs/en/reference/models/yolo/pose/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.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/models/yolo/pose/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+
 <br><br>

docs/en/reference/models/yolo/pose/train.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.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/models/yolo/pose/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+
 <br><br>

docs/en/reference/models/yolo/pose/val.md

@@ -9,6 +9,8 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.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/models/yolo/pose/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.pose.val.PoseValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.val.PoseValidator
+
 <br><br>

docs/en/reference/models/yolo/segment/predict.md

@@ -9,6 +9,8 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.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/models/yolo/segment/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+
 <br><br>

docs/en/reference/models/yolo/segment/train.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.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/models/yolo/segment/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+
 <br><br>

docs/en/reference/models/yolo/segment/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.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/models/yolo/segment/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+
 <br><br>

docs/en/reference/nn/autobackend.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.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/nn/autobackend.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.nn.autobackend.AutoBackend
 <br><br>
 
----
-## ::: ultralytics.nn.autobackend.check_class_names
+## ::: ultralytics.nn.autobackend.AutoBackend
+
+<br><br>
+
+## ::: ultralytics.nn.autobackend.check_class_names
+
 <br><br>

docs/en/reference/nn/modules/block.md

@@ -9,70 +9,72 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.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/nn/modules/block.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.block.DFL
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.Proto
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.HGStem
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.HGBlock
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.SPP
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.SPPF
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C1
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C2
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C2f
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3x
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.RepC3
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3TR
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3Ghost
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.GhostBottleneck
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.Bottleneck
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.BottleneckCSP
+
 <br><br>

docs/en/reference/nn/modules/conv.md

@@ -9,58 +9,60 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.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/nn/modules/conv.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.conv.Conv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.Conv2
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.LightConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.DWConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.DWConvTranspose2d
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.ConvTranspose
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.Focus
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.GhostConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.RepConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.ChannelAttention
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.SpatialAttention
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.CBAM
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.Concat
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.autopad
+
 <br><br>

docs/en/reference/nn/modules/head.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.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/nn/modules/head.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.head.Detect
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.Segment
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.Pose
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.Classify
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.RTDETRDecoder
+
 <br><br>

docs/en/reference/nn/modules/transformer.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.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/nn/modules/transformer.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.AIFI
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.TransformerLayer
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.TransformerBlock
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.MLPBlock
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.MLP
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.LayerNorm2d
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.MSDeformAttn
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder
+
 <br><br>

docs/en/reference/nn/modules/utils.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.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/nn/modules/utils.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.utils._get_clones
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.bias_init_with_prob
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.linear_init_
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.inverse_sigmoid
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.multi_scale_deformable_attn_pytorch
+
 <br><br>

docs/en/reference/nn/tasks.md

@@ -9,62 +9,64 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.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/nn/tasks.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.tasks.BaseModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.DetectionModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.SegmentationModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.PoseModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.ClassificationModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.RTDETRDetectionModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.Ensemble
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.temporary_modules
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.torch_safe_load
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.attempt_load_weights
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.attempt_load_one_weight
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.parse_model
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.yaml_model_load
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.guess_model_scale
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.guess_model_task
+
 <br><br>

docs/en/reference/trackers/basetrack.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.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/basetrack.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.basetrack.TrackState
 <br><br>
 
----
-## ::: ultralytics.trackers.basetrack.BaseTrack
+## ::: ultralytics.trackers.basetrack.TrackState
+
+<br><br>
+
+## ::: ultralytics.trackers.basetrack.BaseTrack
+
 <br><br>

docs/en/reference/trackers/bot_sort.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.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/bot_sort.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.bot_sort.BOTrack
 <br><br>
 
----
-## ::: ultralytics.trackers.bot_sort.BOTSORT
+## ::: ultralytics.trackers.bot_sort.BOTrack
+
+<br><br>
+
+## ::: ultralytics.trackers.bot_sort.BOTSORT
+
 <br><br>

docs/en/reference/trackers/byte_tracker.md

@@ -9,10 +9,12 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker,
 
     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 🙏!
 
----
-## ::: ultralytics.trackers.byte_tracker.STrack
 <br><br>
 
----
-## ::: ultralytics.trackers.byte_tracker.BYTETracker
+## ::: ultralytics.trackers.byte_tracker.STrack
+
+<br><br>
+
+## ::: ultralytics.trackers.byte_tracker.BYTETracker
+
 <br><br>

docs/en/reference/trackers/track.md

@@ -9,14 +9,16 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func
 
     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

@@ -9,6 +9,8 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track
 
     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 🙏!
 
----
-## ::: ultralytics.trackers.utils.gmc.GMC
+<br><br>
+
+## ::: ultralytics.trackers.utils.gmc.GMC
+
 <br><br>

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

@@ -9,10 +9,12 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
 
     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 🙏!
 
----
-## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
 <br><br>
 
----
-## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+
 <br><br>

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

@@ -9,18 +9,20 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen
 
     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

@@ -9,146 +9,148 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo
 
     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
+
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----
 ## ::: ultralytics.utils.TryExcept
+
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----
 ## ::: ultralytics.utils.SettingsManager
+
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----
 ## ::: ultralytics.utils.plt_settings
+
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----
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+
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----
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+
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----
 ## ::: ultralytics.utils.yaml_save
+
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----
 ## ::: ultralytics.utils.yaml_load
+
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----
 ## ::: ultralytics.utils.yaml_print
+
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----
 ## ::: ultralytics.utils.is_ubuntu
+
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----
 ## ::: ultralytics.utils.is_colab
+
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----
 ## ::: ultralytics.utils.is_kaggle
+
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 ## ::: ultralytics.utils.is_jupyter
+
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----
 ## ::: ultralytics.utils.is_docker
+
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----
 ## ::: ultralytics.utils.is_online
+
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----
 ## ::: ultralytics.utils.is_pip_package
+
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----
 ## ::: ultralytics.utils.is_dir_writeable
+
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----
 ## ::: ultralytics.utils.is_pytest_running
+
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----
 ## ::: ultralytics.utils.is_github_action_running
+
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----
 ## ::: ultralytics.utils.is_git_dir
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_git_dir
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_git_origin_url
+
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----
 ## ::: 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
+
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----
 ## ::: ultralytics.utils.colorstr
+
 <br><br>
 
----
 ## ::: ultralytics.utils.remove_colorstr
+
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----
 ## ::: ultralytics.utils.threaded
+
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----
 ## ::: ultralytics.utils.set_sentry
+
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----
 ## ::: ultralytics.utils.deprecation_warn
+
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----
 ## ::: ultralytics.utils.clean_url
+
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----
 ## ::: ultralytics.utils.url2file
+
 <br><br>

docs/en/reference/utils/autobatch.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn
 
     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 🙏!
 
----
-## ::: ultralytics.utils.autobatch.check_train_batch_size
 <br><br>
 
----
-## ::: ultralytics.utils.autobatch.autobatch
+## ::: ultralytics.utils.autobatch.check_train_batch_size
+
+<br><br>
+
+## ::: ultralytics.utils.autobatch.autobatch
+
 <br><br>

docs/en/reference/utils/benchmarks.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o
 
     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 🙏!
 
----
-## ::: ultralytics.utils.benchmarks.ProfileModels
 <br><br>
 
----
-## ::: ultralytics.utils.benchmarks.benchmark
+## ::: ultralytics.utils.benchmarks.ProfileModels
+
+<br><br>
+
+## ::: ultralytics.utils.benchmarks.benchmark
+
 <br><br>

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

@@ -9,110 +9,112 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi
 
     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

@@ -9,30 +9,32 @@ keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation en
 
     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
+
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----
 ## ::: ultralytics.utils.callbacks.clearml.on_train_end
+
 <br><br>

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

@@ -9,98 +9,100 @@ keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experime
 
     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

@@ -9,38 +9,40 @@ keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine l
 
     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

@@ -9,34 +9,36 @@ keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_tra
 
     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

@@ -9,14 +9,16 @@ keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end,
 
     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_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.mlflow.on_train_end
+
 <br><br>

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

@@ -9,34 +9,36 @@ keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_p
 
     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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep le
 
     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 🙏!
 
----
-## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
+<br><br>
+
+## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
+
 <br><br>

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

@@ -9,26 +9,28 @@ keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_
 
     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_batch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.tensorboard.on_fit_epoch_end
+
 <br><br>

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

@@ -9,30 +9,32 @@ keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end
 
     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

@@ -9,102 +9,104 @@ keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_p
 
     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

@@ -9,18 +9,20 @@ keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing,
 
     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>

docs/en/reference/utils/downloads.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g
 
     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><br>
+
 ## ::: ultralytics.utils.downloads.is_url
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.delete_dsstore
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.zip_directory
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.unzip_file
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.check_disk_space
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.get_google_drive_file_info
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.safe_download
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.get_github_assets
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.attempt_download_asset
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.download
+
 <br><br>

docs/en/reference/utils/errors.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, HUBModelError, Machine Learning, Error troubleshooting, U
 
     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 🙏!
 
----
-## ::: ultralytics.utils.errors.HUBModelError
+<br><br>
+
+## ::: ultralytics.utils.errors.HUBModelError
+
 <br><br>

docs/en/reference/utils/files.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, utility functions, file operations, working directory, fi
 
     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><br>
+
 ## ::: ultralytics.utils.files.WorkingDirectory
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.spaces_in_path
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.increment_path
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.file_age
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.file_date
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.file_size
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.get_latest_run
+
 <br><br>

docs/en/reference/utils/instance.md

@@ -9,14 +9,16 @@ keywords: Ultralytics, Bboxes, _ntuple, utility, ultralytics utils.instance
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.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/instance.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.instance.Bboxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.instance.Instances
+
 <br><br>
 
----
 ## ::: ultralytics.utils.instance._ntuple
+
 <br><br>

docs/en/reference/utils/loss.md

@@ -9,34 +9,36 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.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/loss.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.loss.VarifocalLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.FocalLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.BboxLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.KeypointLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8DetectionLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8SegmentationLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8PoseLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8ClassificationLoss
+
 <br><br>

docs/en/reference/utils/metrics.md

@@ -9,70 +9,72 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.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/metrics.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.metrics.ConfusionMatrix
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.Metric
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.DetMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.SegmentMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.PoseMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.ClassifyMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.bbox_ioa
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.box_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.bbox_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.mask_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.kpt_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.smooth_BCE
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.smooth
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.plot_pr_curve
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.plot_mc_curve
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.compute_ap
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.ap_per_class
+
 <br><br>

docs/en/reference/utils/ops.md

@@ -9,118 +9,120 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.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/ops.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.ops.Profile
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.segment2box
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_boxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.make_divisible
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.non_max_suppression
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.clip_boxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.clip_coords
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_image
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxy2xywh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywh2xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywhn2xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxy2xywhn
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywh2ltwh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxy2ltwh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.ltwh2xywh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxyxyxy2xywhr
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywhr2xyxyxyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.ltwh2xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.segments2boxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.resample_segments
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.crop_mask
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.process_mask_upsample
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.process_mask
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.process_mask_native
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_masks
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_coords
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.masks2segments
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.convert_torch2numpy_batch
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.clean_str
+
 <br><br>

docs/en/reference/utils/patches.md

@@ -9,18 +9,20 @@ keywords: Ultralytics, Utils, Patches, imread, imshow, torch_save, image process
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.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/patches.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.patches.imread
+
 <br><br>
 
----
 ## ::: ultralytics.utils.patches.imwrite
+
 <br><br>
 
----
 ## ::: ultralytics.utils.patches.imshow
+
 <br><br>
 
----
 ## ::: ultralytics.utils.patches.torch_save
+
 <br><br>

docs/en/reference/utils/plotting.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.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/plotting.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.plotting.Colors
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.Annotator
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_labels
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.save_one_box
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_images
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_results
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plt_color_scatter
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_tune_results
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.output_to_target
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.feature_visualization
+
 <br><br>

docs/en/reference/utils/tal.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.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/tal.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.tal.TaskAlignedAssigner
+
 <br><br>
 
----
 ## ::: ultralytics.utils.tal.select_candidates_in_gts
+
 <br><br>
 
----
 ## ::: ultralytics.utils.tal.select_highest_overlaps
+
 <br><br>
 
----
 ## ::: ultralytics.utils.tal.make_anchors
+
 <br><br>
 
----
 ## ::: ultralytics.utils.tal.dist2bbox
+
 <br><br>
 
----
 ## ::: ultralytics.utils.tal.bbox2dist
+
 <br><br>

docs/en/reference/utils/torch_utils.md

@@ -9,110 +9,112 @@ keywords: Ultralytics, Torch Utils, Model EMA, Early Stopping, Smart Inference,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.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/torch_utils.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.torch_utils.ModelEMA
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.EarlyStopping
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.torch_distributed_zero_first
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.smart_inference_mode
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.get_cpu_info
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.select_device
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.time_sync
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.fuse_conv_and_bn
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.fuse_deconv_and_bn
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.model_info
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.get_num_params
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.get_num_gradients
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.model_info_for_loggers
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.get_flops
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.get_flops_with_torch_profiler
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.initialize_weights
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.scale_img
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.make_divisible
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.copy_attr
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.get_latest_opset
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.intersect_dicts
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.is_parallel
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.de_parallel
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.one_cycle
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.init_seeds
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.strip_optimizer
+
 <br><br>
 
----
 ## ::: ultralytics.utils.torch_utils.profile
+
 <br><br>

docs/en/reference/utils/triton.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, TritonRemoteModel, machine learning, model serving,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.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/triton.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.utils.triton.TritonRemoteModel
+<br><br>
+
+## ::: ultralytics.utils.triton.TritonRemoteModel
+
 <br><br>

docs/en/reference/utils/tuner.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, run_ray_tune, machine learning tuning, machine learning e
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.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/tuner.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.utils.tuner.run_ray_tune
+<br><br>
+
+## ::: ultralytics.utils.tuner.run_ray_tune
+
 <br><br>