Docstrings arguments cleanup (#3229)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

docs/reference/yolo/data/annotator.md

@@ -3,7 +3,7 @@ description: Learn how to use auto_annotate in Ultralytics YOLO to generate anno
 keywords: Ultralytics YOLO, Auto Annotator, AI, image annotation, object detection, labelling, tool
 ---
 
-# auto_annotate
+## auto_annotate
 ---
-:::ultralytics.yolo.data.annotator.auto_annotate
+### ::: ultralytics.yolo.data.annotator.auto_annotate
 <br><br>

docs/reference/yolo/data/augment.md

@@ -3,97 +3,97 @@ description: Use Ultralytics YOLO Data Augmentation transforms with Base, MixUp,
 keywords: YOLO, data augmentation, transforms, BaseTransform, MixUp, RandomHSV, Albumentations, ToTensor, classify_transforms, classify_albumentations
 ---
 
-# BaseTransform
+## BaseTransform
 ---
-:::ultralytics.yolo.data.augment.BaseTransform
+### ::: ultralytics.yolo.data.augment.BaseTransform
 <br><br>
 
-# Compose
+## Compose
 ---
-:::ultralytics.yolo.data.augment.Compose
+### ::: ultralytics.yolo.data.augment.Compose
 <br><br>
 
-# BaseMixTransform
+## BaseMixTransform
 ---
-:::ultralytics.yolo.data.augment.BaseMixTransform
+### ::: ultralytics.yolo.data.augment.BaseMixTransform
 <br><br>
 
-# Mosaic
+## Mosaic
 ---
-:::ultralytics.yolo.data.augment.Mosaic
+### ::: ultralytics.yolo.data.augment.Mosaic
 <br><br>
 
-# MixUp
+## MixUp
 ---
-:::ultralytics.yolo.data.augment.MixUp
+### ::: ultralytics.yolo.data.augment.MixUp
 <br><br>
 
-# RandomPerspective
+## RandomPerspective
 ---
-:::ultralytics.yolo.data.augment.RandomPerspective
+### ::: ultralytics.yolo.data.augment.RandomPerspective
 <br><br>
 
-# RandomHSV
+## RandomHSV
 ---
-:::ultralytics.yolo.data.augment.RandomHSV
+### ::: ultralytics.yolo.data.augment.RandomHSV
 <br><br>
 
-# RandomFlip
+## RandomFlip
 ---
-:::ultralytics.yolo.data.augment.RandomFlip
+### ::: ultralytics.yolo.data.augment.RandomFlip
 <br><br>
 
-# LetterBox
+## LetterBox
 ---
-:::ultralytics.yolo.data.augment.LetterBox
+### ::: ultralytics.yolo.data.augment.LetterBox
 <br><br>
 
-# CopyPaste
+## CopyPaste
 ---
-:::ultralytics.yolo.data.augment.CopyPaste
+### ::: ultralytics.yolo.data.augment.CopyPaste
 <br><br>
 
-# Albumentations
+## Albumentations
 ---
-:::ultralytics.yolo.data.augment.Albumentations
+### ::: ultralytics.yolo.data.augment.Albumentations
 <br><br>
 
-# Format
+## Format
 ---
-:::ultralytics.yolo.data.augment.Format
+### ::: ultralytics.yolo.data.augment.Format
 <br><br>
 
-# ClassifyLetterBox
+## ClassifyLetterBox
 ---
-:::ultralytics.yolo.data.augment.ClassifyLetterBox
+### ::: ultralytics.yolo.data.augment.ClassifyLetterBox
 <br><br>
 
-# CenterCrop
+## CenterCrop
 ---
-:::ultralytics.yolo.data.augment.CenterCrop
+### ::: ultralytics.yolo.data.augment.CenterCrop
 <br><br>
 
-# ToTensor
+## ToTensor
 ---
-:::ultralytics.yolo.data.augment.ToTensor
+### ::: ultralytics.yolo.data.augment.ToTensor
 <br><br>
 
-# v8_transforms
+## v8_transforms
 ---
-:::ultralytics.yolo.data.augment.v8_transforms
+### ::: ultralytics.yolo.data.augment.v8_transforms
 <br><br>
 
-# classify_transforms
+## classify_transforms
 ---
-:::ultralytics.yolo.data.augment.classify_transforms
+### ::: ultralytics.yolo.data.augment.classify_transforms
 <br><br>
 
-# hsv2colorjitter
+## hsv2colorjitter
 ---
-:::ultralytics.yolo.data.augment.hsv2colorjitter
+### ::: ultralytics.yolo.data.augment.hsv2colorjitter
 <br><br>
 
-# classify_albumentations
+## classify_albumentations
 ---
-:::ultralytics.yolo.data.augment.classify_albumentations
+### ::: ultralytics.yolo.data.augment.classify_albumentations
 <br><br>

docs/reference/yolo/data/base.md

@@ -3,7 +3,7 @@ description: Learn about BaseDataset in Ultralytics YOLO, a flexible dataset cla
 keywords: BaseDataset, Ultralytics YOLO, object detection, real-world applications, documentation
 ---
 
-# BaseDataset
+## BaseDataset
 ---
-:::ultralytics.yolo.data.base.BaseDataset
+### ::: ultralytics.yolo.data.base.BaseDataset
 <br><br>

docs/reference/yolo/data/build.md

@@ -3,37 +3,37 @@ description: Maximize YOLO performance with Ultralytics' InfiniteDataLoader, see
 keywords: Ultralytics, YOLO, object detection, data loading, build dataloader, load inference source
 ---
 
-# InfiniteDataLoader
+## InfiniteDataLoader
 ---
-:::ultralytics.yolo.data.build.InfiniteDataLoader
+### ::: ultralytics.yolo.data.build.InfiniteDataLoader
 <br><br>
 
-# _RepeatSampler
+## _RepeatSampler
 ---
-:::ultralytics.yolo.data.build._RepeatSampler
+### ::: ultralytics.yolo.data.build._RepeatSampler
 <br><br>
 
-# seed_worker
+## seed_worker
 ---
-:::ultralytics.yolo.data.build.seed_worker
+### ::: ultralytics.yolo.data.build.seed_worker
 <br><br>
 
-# build_yolo_dataset
+## build_yolo_dataset
 ---
-:::ultralytics.yolo.data.build.build_yolo_dataset
+### ::: ultralytics.yolo.data.build.build_yolo_dataset
 <br><br>
 
-# build_dataloader
+## build_dataloader
 ---
-:::ultralytics.yolo.data.build.build_dataloader
+### ::: ultralytics.yolo.data.build.build_dataloader
 <br><br>
 
-# check_source
+## check_source
 ---
-:::ultralytics.yolo.data.build.check_source
+### ::: ultralytics.yolo.data.build.check_source
 <br><br>
 
-# load_inference_source
+## load_inference_source
 ---
-:::ultralytics.yolo.data.build.load_inference_source
+### ::: ultralytics.yolo.data.build.load_inference_source
 <br><br>

docs/reference/yolo/data/converter.md

@@ -3,32 +3,32 @@ description: Convert COCO-91 to COCO-80 class, RLE to polygon, and merge multi-s
 keywords: Ultralytics, YOLO, converter, COCO91, COCO80, rle2polygon, merge_multi_segment, annotations
 ---
 
-# coco91_to_coco80_class
+## coco91_to_coco80_class
 ---
-:::ultralytics.yolo.data.converter.coco91_to_coco80_class
+### ::: ultralytics.yolo.data.converter.coco91_to_coco80_class
 <br><br>
 
-# convert_coco
+## convert_coco
 ---
-:::ultralytics.yolo.data.converter.convert_coco
+### ::: ultralytics.yolo.data.converter.convert_coco
 <br><br>
 
-# rle2polygon
+## rle2polygon
 ---
-:::ultralytics.yolo.data.converter.rle2polygon
+### ::: ultralytics.yolo.data.converter.rle2polygon
 <br><br>
 
-# min_index
+## min_index
 ---
-:::ultralytics.yolo.data.converter.min_index
+### ::: ultralytics.yolo.data.converter.min_index
 <br><br>
 
-# merge_multi_segment
+## merge_multi_segment
 ---
-:::ultralytics.yolo.data.converter.merge_multi_segment
+### ::: ultralytics.yolo.data.converter.merge_multi_segment
 <br><br>
 
-# delete_dsstore
+## delete_dsstore
 ---
-:::ultralytics.yolo.data.converter.delete_dsstore
+### ::: ultralytics.yolo.data.converter.delete_dsstore
 <br><br>

docs/reference/yolo/data/dataloaders/stream_loaders.md

@@ -3,42 +3,42 @@ description: 'Ultralytics YOLO Docs: Learn about stream loaders for image and te
 keywords: Ultralytics YOLO, data loaders, stream load images, screenshots, tensor data, autocast list, youtube URL retriever
 ---
 
-# SourceTypes
+## SourceTypes
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.SourceTypes
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.SourceTypes
 <br><br>
 
-# LoadStreams
+## LoadStreams
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.LoadStreams
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.LoadStreams
 <br><br>
 
-# LoadScreenshots
+## LoadScreenshots
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.LoadScreenshots
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.LoadScreenshots
 <br><br>
 
-# LoadImages
+## LoadImages
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.LoadImages
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.LoadImages
 <br><br>
 
-# LoadPilAndNumpy
+## LoadPilAndNumpy
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.LoadPilAndNumpy
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.LoadPilAndNumpy
 <br><br>
 
-# LoadTensor
+## LoadTensor
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.LoadTensor
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.LoadTensor
 <br><br>
 
-# autocast_list
+## autocast_list
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.autocast_list
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.autocast_list
 <br><br>
 
-# get_best_youtube_url
+## get_best_youtube_url
 ---
-:::ultralytics.yolo.data.dataloaders.stream_loaders.get_best_youtube_url
+### ::: ultralytics.yolo.data.dataloaders.stream_loaders.get_best_youtube_url
 <br><br>

docs/reference/yolo/data/dataloaders/v5augmentations.md

@@ -3,87 +3,87 @@ description: Enhance image data with Albumentations CenterCrop, normalize, augme
 keywords: YOLO, object detection, data loaders, V5 augmentations, CenterCrop, normalize, random_perspective
 ---
 
-# Albumentations
+## Albumentations
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.Albumentations
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.Albumentations
 <br><br>
 
-# LetterBox
+## LetterBox
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.LetterBox
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.LetterBox
 <br><br>
 
-# CenterCrop
+## CenterCrop
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.CenterCrop
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.CenterCrop
 <br><br>
 
-# ToTensor
+## ToTensor
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.ToTensor
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.ToTensor
 <br><br>
 
-# normalize
+## normalize
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.normalize
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.normalize
 <br><br>
 
-# denormalize
+## denormalize
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.denormalize
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.denormalize
 <br><br>
 
-# augment_hsv
+## augment_hsv
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.augment_hsv
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.augment_hsv
 <br><br>
 
-# hist_equalize
+## hist_equalize
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.hist_equalize
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.hist_equalize
 <br><br>
 
-# replicate
+## replicate
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.replicate
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.replicate
 <br><br>
 
-# letterbox
+## letterbox
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.letterbox
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.letterbox
 <br><br>
 
-# random_perspective
+## random_perspective
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.random_perspective
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.random_perspective
 <br><br>
 
-# copy_paste
+## copy_paste
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.copy_paste
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.copy_paste
 <br><br>
 
-# cutout
+## cutout
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.cutout
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.cutout
 <br><br>
 
-# mixup
+## mixup
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.mixup
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.mixup
 <br><br>
 
-# box_candidates
+## box_candidates
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.box_candidates
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.box_candidates
 <br><br>
 
-# classify_albumentations
+## classify_albumentations
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.classify_albumentations
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.classify_albumentations
 <br><br>
 
-# classify_transforms
+## classify_transforms
 ---
-:::ultralytics.yolo.data.dataloaders.v5augmentations.classify_transforms
+### ::: ultralytics.yolo.data.dataloaders.v5augmentations.classify_transforms
 <br><br>

docs/reference/yolo/data/dataloaders/v5loader.md

@@ -3,92 +3,92 @@ description: Efficiently load images and labels to models using Ultralytics YOLO
 keywords: YOLO, data loader, image classification, object detection, Ultralytics
 ---
 
-# InfiniteDataLoader
+## InfiniteDataLoader
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.InfiniteDataLoader
+### ::: ultralytics.yolo.data.dataloaders.v5loader.InfiniteDataLoader
 <br><br>
 
-# _RepeatSampler
+## _RepeatSampler
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader._RepeatSampler
+### ::: ultralytics.yolo.data.dataloaders.v5loader._RepeatSampler
 <br><br>
 
-# LoadScreenshots
+## LoadScreenshots
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.LoadScreenshots
+### ::: ultralytics.yolo.data.dataloaders.v5loader.LoadScreenshots
 <br><br>
 
-# LoadImages
+## LoadImages
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.LoadImages
+### ::: ultralytics.yolo.data.dataloaders.v5loader.LoadImages
 <br><br>
 
-# LoadStreams
+## LoadStreams
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.LoadStreams
+### ::: ultralytics.yolo.data.dataloaders.v5loader.LoadStreams
 <br><br>
 
-# LoadImagesAndLabels
+## LoadImagesAndLabels
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.LoadImagesAndLabels
+### ::: ultralytics.yolo.data.dataloaders.v5loader.LoadImagesAndLabels
 <br><br>
 
-# ClassificationDataset
+## ClassificationDataset
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.ClassificationDataset
+### ::: ultralytics.yolo.data.dataloaders.v5loader.ClassificationDataset
 <br><br>
 
-# get_hash
+## get_hash
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.get_hash
+### ::: ultralytics.yolo.data.dataloaders.v5loader.get_hash
 <br><br>
 
-# exif_size
+## exif_size
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.exif_size
+### ::: ultralytics.yolo.data.dataloaders.v5loader.exif_size
 <br><br>
 
-# exif_transpose
+## exif_transpose
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.exif_transpose
+### ::: ultralytics.yolo.data.dataloaders.v5loader.exif_transpose
 <br><br>
 
-# seed_worker
+## seed_worker
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.seed_worker
+### ::: ultralytics.yolo.data.dataloaders.v5loader.seed_worker
 <br><br>
 
-# create_dataloader
+## create_dataloader
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.create_dataloader
+### ::: ultralytics.yolo.data.dataloaders.v5loader.create_dataloader
 <br><br>
 
-# img2label_paths
+## img2label_paths
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.img2label_paths
+### ::: ultralytics.yolo.data.dataloaders.v5loader.img2label_paths
 <br><br>
 
-# flatten_recursive
+## flatten_recursive
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.flatten_recursive
+### ::: ultralytics.yolo.data.dataloaders.v5loader.flatten_recursive
 <br><br>
 
-# extract_boxes
+## extract_boxes
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.extract_boxes
+### ::: ultralytics.yolo.data.dataloaders.v5loader.extract_boxes
 <br><br>
 
-# autosplit
+## autosplit
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.autosplit
+### ::: ultralytics.yolo.data.dataloaders.v5loader.autosplit
 <br><br>
 
-# verify_image_label
+## verify_image_label
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.verify_image_label
+### ::: ultralytics.yolo.data.dataloaders.v5loader.verify_image_label
 <br><br>
 
-# create_classification_dataloader
+## create_classification_dataloader
 ---
-:::ultralytics.yolo.data.dataloaders.v5loader.create_classification_dataloader
+### ::: ultralytics.yolo.data.dataloaders.v5loader.create_classification_dataloader
 <br><br>

docs/reference/yolo/data/dataset.md

@@ -3,17 +3,17 @@ description: Create custom YOLOv5 datasets with Ultralytics YOLODataset and Sema
 keywords: YOLODataset, SemanticDataset, Ultralytics YOLO Docs, Object Detection, Segmentation
 ---
 
-# YOLODataset
+## YOLODataset
 ---
-:::ultralytics.yolo.data.dataset.YOLODataset
+### ::: ultralytics.yolo.data.dataset.YOLODataset
 <br><br>
 
-# ClassificationDataset
+## ClassificationDataset
 ---
-:::ultralytics.yolo.data.dataset.ClassificationDataset
+### ::: ultralytics.yolo.data.dataset.ClassificationDataset
 <br><br>
 
-# SemanticDataset
+## SemanticDataset
 ---
-:::ultralytics.yolo.data.dataset.SemanticDataset
+### ::: ultralytics.yolo.data.dataset.SemanticDataset
 <br><br>

docs/reference/yolo/data/dataset_wrappers.md

@@ -3,7 +3,7 @@ description: Create a custom dataset of mixed and oriented rectangular objects w
 keywords: Ultralytics YOLO, MixAndRectDataset, dataset wrapper, image-level annotations, object-level annotations, rectangular object detection
 ---
 
-# MixAndRectDataset
+## MixAndRectDataset
 ---
-:::ultralytics.yolo.data.dataset_wrappers.MixAndRectDataset
+### ::: ultralytics.yolo.data.dataset_wrappers.MixAndRectDataset
 <br><br>

docs/reference/yolo/data/utils.md

@@ -3,67 +3,67 @@ description: Efficiently handle data in YOLO with Ultralytics. Utilize HUBDatase
 keywords: YOLOv4, Object Detection, Computer Vision, Deep Learning, Convolutional Neural Network, CNN, Ultralytics Docs
 ---
 
-# HUBDatasetStats
+## HUBDatasetStats
 ---
-:::ultralytics.yolo.data.utils.HUBDatasetStats
+### ::: ultralytics.yolo.data.utils.HUBDatasetStats
 <br><br>
 
-# img2label_paths
+## img2label_paths
 ---
-:::ultralytics.yolo.data.utils.img2label_paths
+### ::: ultralytics.yolo.data.utils.img2label_paths
 <br><br>
 
-# get_hash
+## get_hash
 ---
-:::ultralytics.yolo.data.utils.get_hash
+### ::: ultralytics.yolo.data.utils.get_hash
 <br><br>
 
-# exif_size
+## exif_size
 ---
-:::ultralytics.yolo.data.utils.exif_size
+### ::: ultralytics.yolo.data.utils.exif_size
 <br><br>
 
-# verify_image_label
+## verify_image_label
 ---
-:::ultralytics.yolo.data.utils.verify_image_label
+### ::: ultralytics.yolo.data.utils.verify_image_label
 <br><br>
 
-# polygon2mask
+## polygon2mask
 ---
-:::ultralytics.yolo.data.utils.polygon2mask
+### ::: ultralytics.yolo.data.utils.polygon2mask
 <br><br>
 
-# polygons2masks
+## polygons2masks
 ---
-:::ultralytics.yolo.data.utils.polygons2masks
+### ::: ultralytics.yolo.data.utils.polygons2masks
 <br><br>
 
-# polygons2masks_overlap
+## polygons2masks_overlap
 ---
-:::ultralytics.yolo.data.utils.polygons2masks_overlap
+### ::: ultralytics.yolo.data.utils.polygons2masks_overlap
 <br><br>
 
-# check_det_dataset
+## check_det_dataset
 ---
-:::ultralytics.yolo.data.utils.check_det_dataset
+### ::: ultralytics.yolo.data.utils.check_det_dataset
 <br><br>
 
-# check_cls_dataset
+## check_cls_dataset
 ---
-:::ultralytics.yolo.data.utils.check_cls_dataset
+### ::: ultralytics.yolo.data.utils.check_cls_dataset
 <br><br>
 
-# compress_one_image
+## compress_one_image
 ---
-:::ultralytics.yolo.data.utils.compress_one_image
+### ::: ultralytics.yolo.data.utils.compress_one_image
 <br><br>
 
-# delete_dsstore
+## delete_dsstore
 ---
-:::ultralytics.yolo.data.utils.delete_dsstore
+### ::: ultralytics.yolo.data.utils.delete_dsstore
 <br><br>
 
-# zip_directory
+## zip_directory
 ---
-:::ultralytics.yolo.data.utils.zip_directory
+### ::: ultralytics.yolo.data.utils.zip_directory
 <br><br>