Update prediction Results docs (#4139)

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

docs/reference/data/annotator.md

@@ -3,7 +3,12 @@ description: Enhance your machine learning model with Ultralytics’ auto_annota
 keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Processing, Model Training
 ---
 
-## auto_annotate
+# Reference for `ultralytics/data/annotator.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.annotator.auto_annotate
+## ::: ultralytics.data.annotator.auto_annotate
 <br><br>

docs/reference/data/augment.md

@@ -3,97 +3,84 @@ description: Detailed exploration into Ultralytics data augmentation methods inc
 keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, LetterBox, Albumentations, classify_transforms, classify_albumentations
 ---
 
-## BaseTransform
+# Reference for `ultralytics/data/augment.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.augment.BaseTransform
+## ::: ultralytics.data.augment.BaseTransform
 <br><br>
 
-## Compose
 ---
-### ::: ultralytics.data.augment.Compose
+## ::: ultralytics.data.augment.Compose
 <br><br>
 
-## BaseMixTransform
 ---
-### ::: ultralytics.data.augment.BaseMixTransform
+## ::: ultralytics.data.augment.BaseMixTransform
 <br><br>
 
-## Mosaic
 ---
-### ::: ultralytics.data.augment.Mosaic
+## ::: ultralytics.data.augment.Mosaic
 <br><br>
 
-## MixUp
 ---
-### ::: ultralytics.data.augment.MixUp
+## ::: ultralytics.data.augment.MixUp
 <br><br>
 
-## RandomPerspective
 ---
-### ::: ultralytics.data.augment.RandomPerspective
+## ::: ultralytics.data.augment.RandomPerspective
 <br><br>
 
-## RandomHSV
 ---
-### ::: ultralytics.data.augment.RandomHSV
+## ::: ultralytics.data.augment.RandomHSV
 <br><br>
 
-## RandomFlip
 ---
-### ::: ultralytics.data.augment.RandomFlip
+## ::: ultralytics.data.augment.RandomFlip
 <br><br>
 
-## LetterBox
 ---
-### ::: ultralytics.data.augment.LetterBox
+## ::: ultralytics.data.augment.LetterBox
 <br><br>
 
-## CopyPaste
 ---
-### ::: ultralytics.data.augment.CopyPaste
+## ::: ultralytics.data.augment.CopyPaste
 <br><br>
 
-## Albumentations
 ---
-### ::: ultralytics.data.augment.Albumentations
+## ::: ultralytics.data.augment.Albumentations
 <br><br>
 
-## Format
 ---
-### ::: ultralytics.data.augment.Format
+## ::: ultralytics.data.augment.Format
 <br><br>
 
-## ClassifyLetterBox
 ---
-### ::: ultralytics.data.augment.ClassifyLetterBox
+## ::: ultralytics.data.augment.ClassifyLetterBox
 <br><br>
 
-## CenterCrop
 ---
-### ::: ultralytics.data.augment.CenterCrop
+## ::: ultralytics.data.augment.CenterCrop
 <br><br>
 
-## ToTensor
 ---
-### ::: ultralytics.data.augment.ToTensor
+## ::: ultralytics.data.augment.ToTensor
 <br><br>
 
-## v8_transforms
 ---
-### ::: ultralytics.data.augment.v8_transforms
+## ::: ultralytics.data.augment.v8_transforms
 <br><br>
 
-## classify_transforms
 ---
-### ::: ultralytics.data.augment.classify_transforms
+## ::: ultralytics.data.augment.classify_transforms
 <br><br>
 
-## hsv2colorjitter
 ---
-### ::: ultralytics.data.augment.hsv2colorjitter
+## ::: ultralytics.data.augment.hsv2colorjitter
 <br><br>
 
-## classify_albumentations
 ---
-### ::: ultralytics.data.augment.classify_albumentations
+## ::: ultralytics.data.augment.classify_albumentations
 <br><br>

docs/reference/data/base.md

@@ -3,7 +3,12 @@ description: Explore BaseDataset in Ultralytics docs. Learn how this implementat
 keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
 ---
 
-## BaseDataset
+# Reference for `ultralytics/data/base.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.base.BaseDataset
+## ::: ultralytics.data.base.BaseDataset
 <br><br>

docs/reference/data/build.md

@@ -3,37 +3,36 @@ description: Explore the Ultralytics YOLO v3 data build procedures, including th
 keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed_worker, build_dataloader, load_inference_source
 ---
 
-## InfiniteDataLoader
+# Reference for `ultralytics/data/build.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.build.InfiniteDataLoader
+## ::: ultralytics.data.build.InfiniteDataLoader
 <br><br>
 
-## _RepeatSampler
 ---
-### ::: ultralytics.data.build._RepeatSampler
+## ::: ultralytics.data.build._RepeatSampler
 <br><br>
 
-## seed_worker
 ---
-### ::: ultralytics.data.build.seed_worker
+## ::: ultralytics.data.build.seed_worker
 <br><br>
 
-## build_yolo_dataset
 ---
-### ::: ultralytics.data.build.build_yolo_dataset
+## ::: ultralytics.data.build.build_yolo_dataset
 <br><br>
 
-## build_dataloader
 ---
-### ::: ultralytics.data.build.build_dataloader
+## ::: ultralytics.data.build.build_dataloader
 <br><br>
 
-## check_source
 ---
-### ::: ultralytics.data.build.check_source
+## ::: ultralytics.data.build.check_source
 <br><br>
 
-## load_inference_source
 ---
-### ::: ultralytics.data.build.load_inference_source
+## ::: ultralytics.data.build.load_inference_source
 <br><br>

docs/reference/data/converter.md

@@ -3,32 +3,32 @@ description: Explore Ultralytics data converter functions like coco91_to_coco80_
 keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segment, rle2polygon
 ---
 
-## coco91_to_coco80_class
+# Reference for `ultralytics/data/converter.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.converter.coco91_to_coco80_class
+## ::: ultralytics.data.converter.coco91_to_coco80_class
 <br><br>
 
-## convert_coco
 ---
-### ::: ultralytics.data.converter.convert_coco
+## ::: ultralytics.data.converter.convert_coco
 <br><br>
 
-## rle2polygon
 ---
-### ::: ultralytics.data.converter.rle2polygon
+## ::: ultralytics.data.converter.rle2polygon
 <br><br>
 
-## min_index
 ---
-### ::: ultralytics.data.converter.min_index
+## ::: ultralytics.data.converter.min_index
 <br><br>
 
-## merge_multi_segment
 ---
-### ::: ultralytics.data.converter.merge_multi_segment
+## ::: ultralytics.data.converter.merge_multi_segment
 <br><br>
 
-## delete_dsstore
 ---
-### ::: ultralytics.data.converter.delete_dsstore
+## ::: ultralytics.data.converter.delete_dsstore
 <br><br>

docs/reference/data/dataset.md

@@ -3,17 +3,20 @@ description: Explore the YOLODataset and SemanticDataset classes in YOLO data. L
 keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data manipulation
 ---
 
-## YOLODataset
+# Reference for `ultralytics/data/dataset.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.dataset.YOLODataset
+## ::: ultralytics.data.dataset.YOLODataset
 <br><br>
 
-## ClassificationDataset
 ---
-### ::: ultralytics.data.dataset.ClassificationDataset
+## ::: ultralytics.data.dataset.ClassificationDataset
 <br><br>
 
-## SemanticDataset
 ---
-### ::: ultralytics.data.dataset.SemanticDataset
+## ::: ultralytics.data.dataset.SemanticDataset
 <br><br>

docs/reference/data/loaders.md

@@ -3,42 +3,40 @@ description: Find detailed guides on Ultralytics YOLO data loaders, including Lo
 keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO, YouTube URLs
 ---
 
-## SourceTypes
+# Reference for `ultralytics/data/loaders.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.loaders.SourceTypes
+## ::: ultralytics.data.loaders.SourceTypes
 <br><br>
 
-## LoadStreams
 ---
-### ::: ultralytics.data.loaders.LoadStreams
+## ::: ultralytics.data.loaders.LoadStreams
 <br><br>
 
-## LoadScreenshots
 ---
-### ::: ultralytics.data.loaders.LoadScreenshots
+## ::: ultralytics.data.loaders.LoadScreenshots
 <br><br>
 
-## LoadImages
 ---
-### ::: ultralytics.data.loaders.LoadImages
+## ::: ultralytics.data.loaders.LoadImages
 <br><br>
 
-## LoadPilAndNumpy
 ---
-### ::: ultralytics.data.loaders.LoadPilAndNumpy
+## ::: ultralytics.data.loaders.LoadPilAndNumpy
 <br><br>
 
-## LoadTensor
 ---
-### ::: ultralytics.data.loaders.LoadTensor
+## ::: ultralytics.data.loaders.LoadTensor
 <br><br>
 
-## autocast_list
 ---
-### ::: ultralytics.data.loaders.autocast_list
+## ::: ultralytics.data.loaders.autocast_list
 <br><br>
 
-## get_best_youtube_url
 ---
-### ::: ultralytics.data.loaders.get_best_youtube_url
+## ::: ultralytics.data.loaders.get_best_youtube_url
 <br><br>

docs/reference/data/utils.md

@@ -3,72 +3,64 @@ description: Uncover a detailed guide to Ultralytics data utilities. Learn funct
 keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mask, polygons2masks_overlap, check_cls_dataset, delete_dsstore, autosplit
 ---
 
-## HUBDatasetStats
+# Reference for `ultralytics/data/utils.py`
+
+!!! note
+
+    Full source code for 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).
+
 ---
-### ::: ultralytics.data.utils.HUBDatasetStats
+## ::: ultralytics.data.utils.HUBDatasetStats
 <br><br>
 
-## img2label_paths
 ---
-### ::: ultralytics.data.utils.img2label_paths
+## ::: ultralytics.data.utils.img2label_paths
 <br><br>
 
-## get_hash
 ---
-### ::: ultralytics.data.utils.get_hash
+## ::: ultralytics.data.utils.get_hash
 <br><br>
 
-## exif_size
 ---
-### ::: ultralytics.data.utils.exif_size
+## ::: ultralytics.data.utils.exif_size
 <br><br>
 
-## verify_image_label
 ---
-### ::: ultralytics.data.utils.verify_image_label
+## ::: ultralytics.data.utils.verify_image_label
 <br><br>
 
-## polygon2mask
 ---
-### ::: ultralytics.data.utils.polygon2mask
+## ::: ultralytics.data.utils.polygon2mask
 <br><br>
 
-## polygons2masks
 ---
-### ::: ultralytics.data.utils.polygons2masks
+## ::: ultralytics.data.utils.polygons2masks
 <br><br>
 
-## polygons2masks_overlap
 ---
-### ::: ultralytics.data.utils.polygons2masks_overlap
+## ::: ultralytics.data.utils.polygons2masks_overlap
 <br><br>
 
-## check_det_dataset
 ---
-### ::: ultralytics.data.utils.check_det_dataset
+## ::: ultralytics.data.utils.check_det_dataset
 <br><br>
 
-## check_cls_dataset
 ---
-### ::: ultralytics.data.utils.check_cls_dataset
+## ::: ultralytics.data.utils.check_cls_dataset
 <br><br>
 
-## compress_one_image
 ---
-### ::: ultralytics.data.utils.compress_one_image
+## ::: ultralytics.data.utils.compress_one_image
 <br><br>
 
-## delete_dsstore
 ---
-### ::: ultralytics.data.utils.delete_dsstore
+## ::: ultralytics.data.utils.delete_dsstore
 <br><br>
 
-## zip_directory
 ---
-### ::: ultralytics.data.utils.zip_directory
+## ::: ultralytics.data.utils.zip_directory
 <br><br>
 
-## autosplit
 ---
-### ::: ultralytics.data.utils.autosplit
+## ::: ultralytics.data.utils.autosplit
 <br><br>