update

docs/en/reference/data/annotator.md

@@ -0,0 +1,16 @@
+---
+description: Enhance your machine learning model with Ultralytics’ auto_annotate function. Simplify data annotation for improved model training.
+keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Processing, Model Training
+---
+
+# Reference for `ultralytics/data/annotator.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.annotator.auto_annotate
+
+<br><br>

docs/en/reference/data/augment.md

@@ -0,0 +1,84 @@
+---
+description: Detailed exploration into Ultralytics data augmentation methods including BaseTransform, MixUp, LetterBox, ToTensor, and more for enhancing model performance.
+keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, LetterBox, Albumentations, classify_transforms, classify_albumentations
+---
+
+# Reference for `ultralytics/data/augment.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.augment.BaseTransform
+
+<br><br>
+
+## ::: ultralytics.data.augment.Compose
+
+<br><br>
+
+## ::: ultralytics.data.augment.BaseMixTransform
+
+<br><br>
+
+## ::: ultralytics.data.augment.Mosaic
+
+<br><br>
+
+## ::: ultralytics.data.augment.MixUp
+
+<br><br>
+
+## ::: ultralytics.data.augment.RandomPerspective
+
+<br><br>
+
+## ::: ultralytics.data.augment.RandomHSV
+
+<br><br>
+
+## ::: ultralytics.data.augment.RandomFlip
+
+<br><br>
+
+## ::: ultralytics.data.augment.LetterBox
+
+<br><br>
+
+## ::: ultralytics.data.augment.CopyPaste
+
+<br><br>
+
+## ::: ultralytics.data.augment.Albumentations
+
+<br><br>
+
+## ::: ultralytics.data.augment.Format
+
+<br><br>
+
+## ::: ultralytics.data.augment.ClassifyLetterBox
+
+<br><br>
+
+## ::: ultralytics.data.augment.CenterCrop
+
+<br><br>
+
+## ::: ultralytics.data.augment.ToTensor
+
+<br><br>
+
+## ::: ultralytics.data.augment.v8_transforms
+
+<br><br>
+
+## ::: ultralytics.data.augment.classify_transforms
+
+<br><br>
+
+## ::: ultralytics.data.augment.classify_augmentations
+
+<br><br>

docs/en/reference/data/base.md

@@ -0,0 +1,16 @@
+---
+description: Explore BaseDataset in Ultralytics docs. Learn how this implementation simplifies dataset creation and manipulation.
+keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
+---
+
+# Reference for `ultralytics/data/base.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.base.BaseDataset
+
+<br><br>

docs/en/reference/data/build.md

@@ -0,0 +1,40 @@
+---
+description: Explore the Ultralytics YOLO v3 data build procedures, including the InfiniteDataLoader, seed_worker, build_dataloader, and load_inference_source.
+keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed_worker, build_dataloader, load_inference_source
+---
+
+# Reference for `ultralytics/data/build.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.build.InfiniteDataLoader
+
+<br><br>
+
+## ::: ultralytics.data.build._RepeatSampler
+
+<br><br>
+
+## ::: ultralytics.data.build.seed_worker
+
+<br><br>
+
+## ::: ultralytics.data.build.build_yolo_dataset
+
+<br><br>
+
+## ::: ultralytics.data.build.build_dataloader
+
+<br><br>
+
+## ::: ultralytics.data.build.check_source
+
+<br><br>
+
+## ::: ultralytics.data.build.load_inference_source
+
+<br><br>

docs/en/reference/data/converter.md

@@ -0,0 +1,40 @@
+---
+description: Explore Ultralytics data converter functions like coco91_to_coco80_class, merge_multi_segment, rle2polygon for efficient data handling.
+keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segment, rle2polygon
+---
+
+# Reference for `ultralytics/data/converter.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.converter.coco91_to_coco80_class
+
+<br><br>
+
+## ::: ultralytics.data.converter.coco80_to_coco91_class
+
+<br><br>
+
+## ::: ultralytics.data.converter.convert_coco
+
+<br><br>
+
+## ::: ultralytics.data.converter.convert_dota_to_yolo_obb
+
+<br><br>
+
+## ::: ultralytics.data.converter.min_index
+
+<br><br>
+
+## ::: ultralytics.data.converter.merge_multi_segment
+
+<br><br>
+
+## ::: ultralytics.data.converter.yolo_bbox2segment
+
+<br><br>

docs/en/reference/data/dataset.md

@@ -0,0 +1,32 @@
+---
+description: Explore the YOLODataset and SemanticDataset classes in YOLO data. Learn how to efficiently handle and manipulate your data with Ultralytics.
+keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data manipulation
+---
+
+# Reference for `ultralytics/data/dataset.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.dataset.YOLODataset
+
+<br><br>
+
+## ::: ultralytics.data.dataset.ClassificationDataset
+
+<br><br>
+
+## ::: ultralytics.data.dataset.SemanticDataset
+
+<br><br>
+
+## ::: ultralytics.data.dataset.load_dataset_cache_file
+
+<br><br>
+
+## ::: ultralytics.data.dataset.save_dataset_cache_file
+
+<br><br>

docs/en/reference/data/explorer/explorer.md

@@ -0,0 +1,21 @@
+---
+comments: true
+description: Comprehensive reference for the Explorer API. Get a brief description of all the main classes utilised for creating and handling the data in the Ultralytics data explorer project.
+keywords: Ultralytics, explorer.py, data explorer, Semantic search, vector similarity search, class reference, documentation, ExplorerDataset, Explorer, data handling
+---
+
+# Reference for `ultralytics/data/explorer/explorer.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.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/explorer/explorer.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.explorer.explorer.ExplorerDataset
+
+<br><br>
+
+## ::: ultralytics.data.explorer.explorer.Explorer
+
+<br><br>

docs/en/reference/data/explorer/gui/dash.md

@@ -0,0 +1,57 @@
+---
+comments: true
+description: Detailed reference for the Explorer GUI. Includes brief descriptions for all the major functions used in the dashboard demo of Explorer API.
+keywords: Ultralytics, data explorer, gui, function reference, documentation, AI queries, image similarity, SQL queries, streamlit, semantic search
+---
+
+# Reference for `ultralytics/data/explorer/gui/dash.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.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/explorer/gui/dash.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash._get_explorer
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.init_explorer_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.query_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.ai_query_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.find_similar_imgs
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.similarity_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.run_sql_query
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.run_ai_query
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.reset_explorer
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.utralytics_explorer_docs_callback
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.layout
+
+<br><br>

docs/en/reference/data/explorer/utils.md

@@ -0,0 +1,33 @@
+---
+comments: true
+description: Detailed reference for the Explorer utils. Provides descriptions and details on important utility functions for managing and interacting with data in the Ultralytics explorer project.
+keywords: Ultralytics, data explorer, function reference, documentation, get table schema, get sim index schema, sanitize batch, plot query result, prompt SQL query
+---
+
+# Reference for `ultralytics/data/explorer/utils.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/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/explorer/utils.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.get_table_schema
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.get_sim_index_schema
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.sanitize_batch
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.plot_query_result
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.prompt_sql_query
+
+<br><br>

docs/en/reference/data/loaders.md

@@ -0,0 +1,44 @@
+---
+description: Find detailed guides on Ultralytics YOLO data loaders, including LoadStreams, LoadImages and LoadTensor. Learn how to get the best YouTube URLs.
+keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO, YouTube URLs
+---
+
+# Reference for `ultralytics/data/loaders.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.loaders.SourceTypes
+
+<br><br>
+
+## ::: ultralytics.data.loaders.LoadStreams
+
+<br><br>
+
+## ::: ultralytics.data.loaders.LoadScreenshots
+
+<br><br>
+
+## ::: ultralytics.data.loaders.LoadImagesAndVideos
+
+<br><br>
+
+## ::: ultralytics.data.loaders.LoadPilAndNumpy
+
+<br><br>
+
+## ::: ultralytics.data.loaders.LoadTensor
+
+<br><br>
+
+## ::: ultralytics.data.loaders.autocast_list
+
+<br><br>
+
+## ::: ultralytics.data.loaders.get_best_youtube_url
+
+<br><br>

docs/en/reference/data/split_dota.md

@@ -0,0 +1,44 @@
+---
+description: Detailed guide on using YOLO with DOTA dataset for object detection, including dataset preparation, image splitting, and label handling.
+keywords: Ultralytics, YOLO, DOTA dataset, object detection, image processing, python, dataset preparation, image splitting, label handling, YOLO with DOTA, computer vision, AI, machine learning
+---
+
+# Reference for `ultralytics/data/split_dota.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.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/split_dota.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.bbox_iof
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.load_yolo_dota
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.get_windows
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.get_window_obj
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.crop_and_save
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.split_images_and_labels
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.split_trainval
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.split_test
+
+<br><br>

docs/en/reference/data/utils.md

@@ -0,0 +1,68 @@
+---
+description: Uncover a detailed guide to Ultralytics data utilities. Learn functions from img2label_paths to autosplit, all boosting your YOLO model’s efficiency.
+keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mask, polygons2masks_overlap, check_cls_dataset, delete_dsstore, autosplit
+---
+
+# Reference for `ultralytics/data/utils.py`
+
+!!! Note
+
+    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 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.utils.HUBDatasetStats
+
+<br><br>
+
+## ::: ultralytics.data.utils.img2label_paths
+
+<br><br>
+
+## ::: ultralytics.data.utils.get_hash
+
+<br><br>
+
+## ::: ultralytics.data.utils.exif_size
+
+<br><br>
+
+## ::: ultralytics.data.utils.verify_image
+
+<br><br>
+
+## ::: ultralytics.data.utils.verify_image_label
+
+<br><br>
+
+## ::: ultralytics.data.utils.polygon2mask
+
+<br><br>
+
+## ::: ultralytics.data.utils.polygons2masks
+
+<br><br>
+
+## ::: ultralytics.data.utils.polygons2masks_overlap
+
+<br><br>
+
+## ::: ultralytics.data.utils.find_dataset_yaml
+
+<br><br>
+
+## ::: ultralytics.data.utils.check_det_dataset
+
+<br><br>
+
+## ::: ultralytics.data.utils.check_cls_dataset
+
+<br><br>
+
+## ::: ultralytics.data.utils.compress_one_image
+
+<br><br>
+
+## ::: ultralytics.data.utils.autosplit
+
+<br><br>