ultralytics 8.0.136 refactor and simplify package (#3748)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2023-07-16 23:47:45 +08:00
parent 8ebe94d1e9
commit 620f3eb218
383 changed files with 4213 additions and 4646 deletions
--- a/docs/reference/cfg/init.md
+++ b/docs/reference/cfg/init.md
@ -0,0 +1,44 @@
+## cfg2dict
+---
+### ::: ultralytics.cfg.cfg2dict
+<br><br>
+
+## get_cfg
+---
+### ::: ultralytics.cfg.get_cfg
+<br><br>
+
+## _handle_deprecation
+---
+### ::: ultralytics.cfg._handle_deprecation
+<br><br>
+
+## check_cfg_mismatch
+---
+### ::: ultralytics.cfg.check_cfg_mismatch
+<br><br>
+
+## merge_equals_args
+---
+### ::: ultralytics.cfg.merge_equals_args
+<br><br>
+
+## handle_yolo_hub
+---
+### ::: ultralytics.cfg.handle_yolo_hub
+<br><br>
+
+## handle_yolo_settings
+---
+### ::: ultralytics.cfg.handle_yolo_settings
+<br><br>
+
+## entrypoint
+---
+### ::: ultralytics.cfg.entrypoint
+<br><br>
+
+## copy_default_cfg
+---
+### ::: ultralytics.cfg.copy_default_cfg
+<br><br>
--- a/docs/reference/data/annotator.md
+++ b/docs/reference/data/annotator.md
@ -0,0 +1,4 @@
+## auto_annotate
+---
+### ::: ultralytics.data.annotator.auto_annotate
+<br><br>
--- a/docs/reference/data/augment.md
+++ b/docs/reference/data/augment.md
@ -0,0 +1,94 @@
+## BaseTransform
+---
+### ::: ultralytics.data.augment.BaseTransform
+<br><br>
+
+## Compose
+---
+### ::: ultralytics.data.augment.Compose
+<br><br>
+
+## BaseMixTransform
+---
+### ::: ultralytics.data.augment.BaseMixTransform
+<br><br>
+
+## Mosaic
+---
+### ::: ultralytics.data.augment.Mosaic
+<br><br>
+
+## MixUp
+---
+### ::: ultralytics.data.augment.MixUp
+<br><br>
+
+## RandomPerspective
+---
+### ::: ultralytics.data.augment.RandomPerspective
+<br><br>
+
+## RandomHSV
+---
+### ::: ultralytics.data.augment.RandomHSV
+<br><br>
+
+## RandomFlip
+---
+### ::: ultralytics.data.augment.RandomFlip
+<br><br>
+
+## LetterBox
+---
+### ::: ultralytics.data.augment.LetterBox
+<br><br>
+
+## CopyPaste
+---
+### ::: ultralytics.data.augment.CopyPaste
+<br><br>
+
+## Albumentations
+---
+### ::: ultralytics.data.augment.Albumentations
+<br><br>
+
+## Format
+---
+### ::: ultralytics.data.augment.Format
+<br><br>
+
+## ClassifyLetterBox
+---
+### ::: ultralytics.data.augment.ClassifyLetterBox
+<br><br>
+
+## CenterCrop
+---
+### ::: ultralytics.data.augment.CenterCrop
+<br><br>
+
+## ToTensor
+---
+### ::: ultralytics.data.augment.ToTensor
+<br><br>
+
+## v8_transforms
+---
+### ::: ultralytics.data.augment.v8_transforms
+<br><br>
+
+## classify_transforms
+---
+### ::: ultralytics.data.augment.classify_transforms
+<br><br>
+
+## hsv2colorjitter
+---
+### ::: ultralytics.data.augment.hsv2colorjitter
+<br><br>
+
+## classify_albumentations
+---
+### ::: ultralytics.data.augment.classify_albumentations
+<br><br>
--- a/docs/reference/data/base.md
+++ b/docs/reference/data/base.md
@ -0,0 +1,4 @@
+## BaseDataset
+---
+### ::: ultralytics.data.base.BaseDataset
+<br><br>
--- a/docs/reference/data/build.md
+++ b/docs/reference/data/build.md
@ -0,0 +1,34 @@
+## InfiniteDataLoader
+---
+### ::: ultralytics.data.build.InfiniteDataLoader
+<br><br>
+
+## _RepeatSampler
+---
+### ::: ultralytics.data.build._RepeatSampler
+<br><br>
+
+## seed_worker
+---
+### ::: ultralytics.data.build.seed_worker
+<br><br>
+
+## build_yolo_dataset
+---
+### ::: ultralytics.data.build.build_yolo_dataset
+<br><br>
+
+## build_dataloader
+---
+### ::: ultralytics.data.build.build_dataloader
+<br><br>
+
+## check_source
+---
+### ::: ultralytics.data.build.check_source
+<br><br>
+
+## load_inference_source
+---
+### ::: ultralytics.data.build.load_inference_source
+<br><br>
--- a/docs/reference/data/converter.md
+++ b/docs/reference/data/converter.md
@ -0,0 +1,29 @@
+## coco91_to_coco80_class
+---
+### ::: ultralytics.data.converter.coco91_to_coco80_class
+<br><br>
+
+## convert_coco
+---
+### ::: ultralytics.data.converter.convert_coco
+<br><br>
+
+## rle2polygon
+---
+### ::: ultralytics.data.converter.rle2polygon
+<br><br>
+
+## min_index
+---
+### ::: ultralytics.data.converter.min_index
+<br><br>
+
+## merge_multi_segment
+---
+### ::: ultralytics.data.converter.merge_multi_segment
+<br><br>
+
+## delete_dsstore
+---
+### ::: ultralytics.data.converter.delete_dsstore
+<br><br>
--- a/docs/reference/data/dataset.md
+++ b/docs/reference/data/dataset.md
@ -0,0 +1,14 @@
+## YOLODataset
+---
+### ::: ultralytics.data.dataset.YOLODataset
+<br><br>
+
+## ClassificationDataset
+---
+### ::: ultralytics.data.dataset.ClassificationDataset
+<br><br>
+
+## SemanticDataset
+---
+### ::: ultralytics.data.dataset.SemanticDataset
+<br><br>
--- a/docs/reference/data/loaders.md
+++ b/docs/reference/data/loaders.md
@ -0,0 +1,39 @@
+## SourceTypes
+---
+### ::: ultralytics.data.loaders.SourceTypes
+<br><br>
+
+## LoadStreams
+---
+### ::: ultralytics.data.loaders.LoadStreams
+<br><br>
+
+## LoadScreenshots
+---
+### ::: ultralytics.data.loaders.LoadScreenshots
+<br><br>
+
+## LoadImages
+---
+### ::: ultralytics.data.loaders.LoadImages
+<br><br>
+
+## LoadPilAndNumpy
+---
+### ::: ultralytics.data.loaders.LoadPilAndNumpy
+<br><br>
+
+## LoadTensor
+---
+### ::: ultralytics.data.loaders.LoadTensor
+<br><br>
+
+## autocast_list
+---
+### ::: ultralytics.data.loaders.autocast_list
+<br><br>
+
+## get_best_youtube_url
+---
+### ::: ultralytics.data.loaders.get_best_youtube_url
+<br><br>
--- a/docs/reference/data/utils.md
+++ b/docs/reference/data/utils.md
@ -0,0 +1,69 @@
+## HUBDatasetStats
+---
+### ::: ultralytics.data.utils.HUBDatasetStats
+<br><br>
+
+## img2label_paths
+---
+### ::: ultralytics.data.utils.img2label_paths
+<br><br>
+
+## get_hash
+---
+### ::: ultralytics.data.utils.get_hash
+<br><br>
+
+## exif_size
+---
+### ::: ultralytics.data.utils.exif_size
+<br><br>
+
+## verify_image_label
+---
+### ::: ultralytics.data.utils.verify_image_label
+<br><br>
+
+## polygon2mask
+---
+### ::: ultralytics.data.utils.polygon2mask
+<br><br>
+
+## polygons2masks
+---
+### ::: ultralytics.data.utils.polygons2masks
+<br><br>
+
+## polygons2masks_overlap
+---
+### ::: ultralytics.data.utils.polygons2masks_overlap
+<br><br>
+
+## check_det_dataset
+---
+### ::: ultralytics.data.utils.check_det_dataset
+<br><br>
+
+## check_cls_dataset
+---
+### ::: ultralytics.data.utils.check_cls_dataset
+<br><br>
+
+## compress_one_image
+---
+### ::: ultralytics.data.utils.compress_one_image
+<br><br>
+
+## delete_dsstore
+---
+### ::: ultralytics.data.utils.delete_dsstore
+<br><br>
+
+## zip_directory
+---
+### ::: ultralytics.data.utils.zip_directory
+<br><br>
+
+## autosplit
+---
+### ::: ultralytics.data.utils.autosplit
+<br><br>
--- a/docs/reference/engine/exporter.md
+++ b/docs/reference/engine/exporter.md
@ -0,0 +1,29 @@
+## Exporter
+---
+### ::: ultralytics.engine.exporter.Exporter
+<br><br>
+
+## iOSDetectModel
+---
+### ::: ultralytics.engine.exporter.iOSDetectModel
+<br><br>
+
+## export_formats
+---
+### ::: ultralytics.engine.exporter.export_formats
+<br><br>
+
+## gd_outputs
+---
+### ::: ultralytics.engine.exporter.gd_outputs
+<br><br>
+
+## try_export
+---
+### ::: ultralytics.engine.exporter.try_export
+<br><br>
+
+## export
+---
+### ::: ultralytics.engine.exporter.export
+<br><br>
--- a/docs/reference/engine/model.md
+++ b/docs/reference/engine/model.md
@ -0,0 +1,4 @@
+## YOLO
+---
+### ::: ultralytics.engine.model.YOLO
+<br><br>
--- a/docs/reference/engine/predictor.md
+++ b/docs/reference/engine/predictor.md
@ -0,0 +1,4 @@
+## BasePredictor
+---
+### ::: ultralytics.engine.predictor.BasePredictor
+<br><br>
--- a/docs/reference/engine/results.md
+++ b/docs/reference/engine/results.md
@ -0,0 +1,29 @@
+## BaseTensor
+---
+### ::: ultralytics.engine.results.BaseTensor
+<br><br>
+
+## Results
+---
+### ::: ultralytics.engine.results.Results
+<br><br>
+
+## Boxes
+---
+### ::: ultralytics.engine.results.Boxes
+<br><br>
+
+## Masks
+---
+### ::: ultralytics.engine.results.Masks
+<br><br>
+
+## Keypoints
+---
+### ::: ultralytics.engine.results.Keypoints
+<br><br>
+
+## Probs
+---
+### ::: ultralytics.engine.results.Probs
+<br><br>
--- a/docs/reference/engine/trainer.md
+++ b/docs/reference/engine/trainer.md
@ -0,0 +1,4 @@
+## BaseTrainer
+---
+### ::: ultralytics.engine.trainer.BaseTrainer
+<br><br>
--- a/docs/reference/engine/validator.md
+++ b/docs/reference/engine/validator.md
@ -0,0 +1,4 @@
+## BaseValidator
+---
+### ::: ultralytics.engine.validator.BaseValidator
+<br><br>
--- a/docs/reference/hub/init.md
+++ b/docs/reference/hub/init.md
@ -1,8 +1,3 @@
---
-description: Access Ultralytics HUB, manage API keys, train models, and export in various formats with ease using the HUB API.
-keywords: Ultralytics, YOLO, Docs HUB, API, login, logout, reset model, export model, check dataset, HUBDatasetStats, YOLO training, YOLO model
---
-
 ## login
 ---
 ### ::: ultralytics.hub.login
--- a/docs/reference/hub/auth.md
+++ b/docs/reference/hub/auth.md
@ -1,8 +1,3 @@
---
-description: Learn how to use Ultralytics hub authentication in your projects with examples and guidelines from the Auth page on Ultralytics Docs.
-keywords: Ultralytics, ultralytics hub, api keys, authentication, collab accounts, requests, hub management, monitoring
---
-
 ## Auth
 ---
 ### ::: ultralytics.hub.auth.Auth
--- a/docs/reference/hub/session.md
+++ b/docs/reference/hub/session.md
@ -1,8 +1,3 @@
---
-description: Accelerate your AI development with the Ultralytics HUB Training Session. High-performance training of object detection models.
-keywords: YOLOv5, object detection, HUBTrainingSession, custom models, Ultralytics Docs
---
-
 ## HUBTrainingSession
 ---
 ### ::: ultralytics.hub.session.HUBTrainingSession
--- a/docs/reference/hub/utils.md
+++ b/docs/reference/hub/utils.md
@ -1,8 +1,3 @@
---
-description: Explore Ultralytics events, including 'request_with_credentials' and 'smart_request', to improve your project's performance and efficiency.
-keywords: Ultralytics, Hub Utils, API Documentation, Python, requests_with_progress, Events, classes, usage, examples
---
-
 ## Events
 ---
 ### ::: ultralytics.hub.utils.Events
--- a/docs/reference/models/fastsam/model.md
+++ b/docs/reference/models/fastsam/model.md
@ -0,0 +1,4 @@
+## FastSAM
+---
+### ::: ultralytics.models.fastsam.model.FastSAM
+<br><br>
--- a/docs/reference/models/fastsam/predict.md
+++ b/docs/reference/models/fastsam/predict.md
@ -0,0 +1,4 @@
+## FastSAMPredictor
+---
+### ::: ultralytics.models.fastsam.predict.FastSAMPredictor
+<br><br>
--- a/docs/reference/models/fastsam/prompt.md
+++ b/docs/reference/models/fastsam/prompt.md
@ -0,0 +1,4 @@
+## FastSAMPrompt
+---
+### ::: ultralytics.models.fastsam.prompt.FastSAMPrompt
+<br><br>
--- a/docs/reference/models/fastsam/utils.md
+++ b/docs/reference/models/fastsam/utils.md
@ -0,0 +1,9 @@
+## adjust_bboxes_to_image_border
+---
+### ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
+<br><br>
+
+## bbox_iou
+---
+### ::: ultralytics.models.fastsam.utils.bbox_iou
+<br><br>
--- a/docs/reference/models/fastsam/val.md
+++ b/docs/reference/models/fastsam/val.md
@ -0,0 +1,4 @@
+## FastSAMValidator
+---
+### ::: ultralytics.models.fastsam.val.FastSAMValidator
+<br><br>
--- a/docs/reference/models/nas/model.md
+++ b/docs/reference/models/nas/model.md
@ -0,0 +1,4 @@
+## NAS
+---
+### ::: ultralytics.models.nas.model.NAS
+<br><br>
--- a/docs/reference/models/nas/predict.md
+++ b/docs/reference/models/nas/predict.md
@ -0,0 +1,4 @@
+## NASPredictor
+---
+### ::: ultralytics.models.nas.predict.NASPredictor
+<br><br>
--- a/docs/reference/models/nas/val.md
+++ b/docs/reference/models/nas/val.md
@ -0,0 +1,4 @@
+## NASValidator
+---
+### ::: ultralytics.models.nas.val.NASValidator
+<br><br>
--- a/docs/reference/models/rtdetr/model.md
+++ b/docs/reference/models/rtdetr/model.md
@ -0,0 +1,4 @@
+## RTDETR
+---
+### ::: ultralytics.models.rtdetr.model.RTDETR
+<br><br>
--- a/docs/reference/models/rtdetr/predict.md
+++ b/docs/reference/models/rtdetr/predict.md
@ -0,0 +1,4 @@
+## RTDETRPredictor
+---
+### ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
+<br><br>
--- a/docs/reference/models/rtdetr/train.md
+++ b/docs/reference/models/rtdetr/train.md
@ -0,0 +1,9 @@
+## RTDETRTrainer
+---
+### ::: ultralytics.models.rtdetr.train.RTDETRTrainer
+<br><br>
+
+## train
+---
+### ::: ultralytics.models.rtdetr.train.train
+<br><br>
--- a/docs/reference/models/rtdetr/val.md
+++ b/docs/reference/models/rtdetr/val.md
@ -0,0 +1,9 @@
+## RTDETRDataset
+---
+### ::: ultralytics.models.rtdetr.val.RTDETRDataset
+<br><br>
+
+## RTDETRValidator
+---
+### ::: ultralytics.models.rtdetr.val.RTDETRValidator
+<br><br>
--- a/docs/reference/models/sam/amg.md
+++ b/docs/reference/models/sam/amg.md
@ -0,0 +1,84 @@
+## MaskData
+---
+### ::: ultralytics.models.sam.amg.MaskData
+<br><br>
+
+## is_box_near_crop_edge
+---
+### ::: ultralytics.models.sam.amg.is_box_near_crop_edge
+<br><br>
+
+## box_xyxy_to_xywh
+---
+### ::: ultralytics.models.sam.amg.box_xyxy_to_xywh
+<br><br>
+
+## batch_iterator
+---
+### ::: ultralytics.models.sam.amg.batch_iterator
+<br><br>
+
+## mask_to_rle_pytorch
+---
+### ::: ultralytics.models.sam.amg.mask_to_rle_pytorch
+<br><br>
+
+## rle_to_mask
+---
+### ::: ultralytics.models.sam.amg.rle_to_mask
+<br><br>
+
+## area_from_rle
+---
+### ::: ultralytics.models.sam.amg.area_from_rle
+<br><br>
+
+## calculate_stability_score
+---
+### ::: ultralytics.models.sam.amg.calculate_stability_score
+<br><br>
+
+## build_point_grid
+---
+### ::: ultralytics.models.sam.amg.build_point_grid
+<br><br>
+
+## build_all_layer_point_grids
+---
+### ::: ultralytics.models.sam.amg.build_all_layer_point_grids
+<br><br>
+
+## generate_crop_boxes
+---
+### ::: ultralytics.models.sam.amg.generate_crop_boxes
+<br><br>
+
+## uncrop_boxes_xyxy
+---
+### ::: ultralytics.models.sam.amg.uncrop_boxes_xyxy
+<br><br>
+
+## uncrop_points
+---
+### ::: ultralytics.models.sam.amg.uncrop_points
+<br><br>
+
+## uncrop_masks
+---
+### ::: ultralytics.models.sam.amg.uncrop_masks
+<br><br>
+
+## remove_small_regions
+---
+### ::: ultralytics.models.sam.amg.remove_small_regions
+<br><br>
+
+## coco_encode_rle
+---
+### ::: ultralytics.models.sam.amg.coco_encode_rle
+<br><br>
+
+## batched_mask_to_box
+---
+### ::: ultralytics.models.sam.amg.batched_mask_to_box
+<br><br>
--- a/docs/reference/models/sam/build.md
+++ b/docs/reference/models/sam/build.md
@ -0,0 +1,29 @@
+## build_sam_vit_h
+---
+### ::: ultralytics.models.sam.build.build_sam_vit_h
+<br><br>
+
+## build_sam_vit_l
+---
+### ::: ultralytics.models.sam.build.build_sam_vit_l
+<br><br>
+
+## build_sam_vit_b
+---
+### ::: ultralytics.models.sam.build.build_sam_vit_b
+<br><br>
+
+## build_mobile_sam
+---
+### ::: ultralytics.models.sam.build.build_mobile_sam
+<br><br>
+
+## _build_sam
+---
+### ::: ultralytics.models.sam.build._build_sam
+<br><br>
+
+## build_sam
+---
+### ::: ultralytics.models.sam.build.build_sam
+<br><br>
--- a/docs/reference/models/sam/model.md
+++ b/docs/reference/models/sam/model.md
@ -0,0 +1,4 @@
+## SAM
+---
+### ::: ultralytics.models.sam.model.SAM
+<br><br>
--- a/docs/reference/models/sam/modules/decoders.md
+++ b/docs/reference/models/sam/modules/decoders.md
@ -0,0 +1,9 @@
+## MaskDecoder
+---
+### ::: ultralytics.models.sam.modules.decoders.MaskDecoder
+<br><br>
+
+## MLP
+---
+### ::: ultralytics.models.sam.modules.decoders.MLP
+<br><br>
--- a/docs/reference/models/sam/modules/encoders.md
+++ b/docs/reference/models/sam/modules/encoders.md
@ -0,0 +1,49 @@
+## ImageEncoderViT
+---
+### ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
+<br><br>
+
+## PromptEncoder
+---
+### ::: ultralytics.models.sam.modules.encoders.PromptEncoder
+<br><br>
+
+## PositionEmbeddingRandom
+---
+### ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom
+<br><br>
+
+## Block
+---
+### ::: ultralytics.models.sam.modules.encoders.Block
+<br><br>
+
+## Attention
+---
+### ::: ultralytics.models.sam.modules.encoders.Attention
+<br><br>
+
+## PatchEmbed
+---
+### ::: ultralytics.models.sam.modules.encoders.PatchEmbed
+<br><br>
+
+## window_partition
+---
+### ::: ultralytics.models.sam.modules.encoders.window_partition
+<br><br>
+
+## window_unpartition
+---
+### ::: ultralytics.models.sam.modules.encoders.window_unpartition
+<br><br>
+
+## get_rel_pos
+---
+### ::: ultralytics.models.sam.modules.encoders.get_rel_pos
+<br><br>
+
+## add_decomposed_rel_pos
+---
+### ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos
+<br><br>
--- a/docs/reference/models/sam/modules/sam.md
+++ b/docs/reference/models/sam/modules/sam.md
@ -0,0 +1,4 @@
+## Sam
+---
+### ::: ultralytics.models.sam.modules.sam.Sam
+<br><br>
--- a/docs/reference/models/sam/modules/tiny_encoder.md
+++ b/docs/reference/models/sam/modules/tiny_encoder.md
@ -0,0 +1,54 @@
+## Conv2d_BN
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
+<br><br>
+
+## PatchEmbed
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed
+<br><br>
+
+## MBConv
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.MBConv
+<br><br>
+
+## PatchMerging
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging
+<br><br>
+
+## ConvLayer
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer
+<br><br>
+
+## Mlp
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.Mlp
+<br><br>
+
+## Attention
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.Attention
+<br><br>
+
+## TinyViTBlock
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock
+<br><br>
+
+## BasicLayer
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer
+<br><br>
+
+## LayerNorm2d
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d
+<br><br>
+
+## TinyViT
+---
+### ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT
+<br><br>
--- a/docs/reference/models/sam/modules/transformer.md
+++ b/docs/reference/models/sam/modules/transformer.md
@ -0,0 +1,14 @@
+## TwoWayTransformer
+---
+### ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
+<br><br>
+
+## TwoWayAttentionBlock
+---
+### ::: ultralytics.models.sam.modules.transformer.TwoWayAttentionBlock
+<br><br>
+
+## Attention
+---
+### ::: ultralytics.models.sam.modules.transformer.Attention
+<br><br>
--- a/docs/reference/models/sam/predict.md
+++ b/docs/reference/models/sam/predict.md
@ -0,0 +1,4 @@
+## Predictor
+---
+### ::: ultralytics.models.sam.predict.Predictor
+<br><br>
--- a/docs/reference/models/utils/loss.md
+++ b/docs/reference/models/utils/loss.md
@ -0,0 +1,9 @@
+## DETRLoss
+---
+### ::: ultralytics.models.utils.loss.DETRLoss
+<br><br>
+
+## RTDETRDetectionLoss
+---
+### ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+<br><br>
--- a/docs/reference/models/utils/ops.md
+++ b/docs/reference/models/utils/ops.md
@ -0,0 +1,14 @@
+## HungarianMatcher
+---
+### ::: ultralytics.models.utils.ops.HungarianMatcher
+<br><br>
+
+## get_cdn_group
+---
+### ::: ultralytics.models.utils.ops.get_cdn_group
+<br><br>
+
+## inverse_sigmoid
+---
+### ::: ultralytics.models.utils.ops.inverse_sigmoid
+<br><br>
--- a/docs/reference/models/yolo/classify/predict.md
+++ b/docs/reference/models/yolo/classify/predict.md
@ -0,0 +1,9 @@
+## ClassificationPredictor
+---
+### ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+<br><br>
+
+## predict
+---
+### ::: ultralytics.models.yolo.classify.predict.predict
+<br><br>
--- a/docs/reference/models/yolo/classify/train.md
+++ b/docs/reference/models/yolo/classify/train.md
@ -0,0 +1,9 @@
+## ClassificationTrainer
+---
+### ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+<br><br>
+
+## train
+---
+### ::: ultralytics.models.yolo.classify.train.train
+<br><br>
--- a/docs/reference/models/yolo/classify/val.md
+++ b/docs/reference/models/yolo/classify/val.md
@ -0,0 +1,9 @@
+## ClassificationValidator
+---
+### ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+<br><br>
+
+## val
+---
+### ::: ultralytics.models.yolo.classify.val.val
+<br><br>
--- a/docs/reference/models/yolo/detect/predict.md
+++ b/docs/reference/models/yolo/detect/predict.md
@ -0,0 +1,9 @@
+## DetectionPredictor
+---
+### ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+<br><br>
+
+## predict
+---
+### ::: ultralytics.models.yolo.detect.predict.predict
+<br><br>
--- a/docs/reference/models/yolo/detect/train.md
+++ b/docs/reference/models/yolo/detect/train.md
@ -0,0 +1,9 @@
+## DetectionTrainer
+---
+### ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+<br><br>
+
+## train
+---
+### ::: ultralytics.models.yolo.detect.train.train
+<br><br>
--- a/docs/reference/models/yolo/detect/val.md
+++ b/docs/reference/models/yolo/detect/val.md
@ -0,0 +1,9 @@
+## DetectionValidator
+---
+### ::: ultralytics.models.yolo.detect.val.DetectionValidator
+<br><br>
+
+## val
+---
+### ::: ultralytics.models.yolo.detect.val.val
+<br><br>
--- a/docs/reference/models/yolo/pose/predict.md
+++ b/docs/reference/models/yolo/pose/predict.md
@ -0,0 +1,9 @@
+## PosePredictor
+---
+### ::: ultralytics.models.yolo.pose.predict.PosePredictor
+<br><br>
+
+## predict
+---
+### ::: ultralytics.models.yolo.pose.predict.predict
+<br><br>
--- a/docs/reference/models/yolo/pose/train.md
+++ b/docs/reference/models/yolo/pose/train.md
@ -0,0 +1,9 @@
+## PoseTrainer
+---
+### ::: ultralytics.models.yolo.pose.train.PoseTrainer
+<br><br>
+
+## train
+---
+### ::: ultralytics.models.yolo.pose.train.train
+<br><br>
--- a/docs/reference/models/yolo/pose/val.md
+++ b/docs/reference/models/yolo/pose/val.md
@ -0,0 +1,9 @@
+## PoseValidator
+---
+### ::: ultralytics.models.yolo.pose.val.PoseValidator
+<br><br>
+
+## val
+---
+### ::: ultralytics.models.yolo.pose.val.val
+<br><br>
--- a/docs/reference/models/yolo/segment/predict.md
+++ b/docs/reference/models/yolo/segment/predict.md
@ -0,0 +1,9 @@
+## SegmentationPredictor
+---
+### ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+<br><br>
+
+## predict
+---
+### ::: ultralytics.models.yolo.segment.predict.predict
+<br><br>
--- a/docs/reference/models/yolo/segment/train.md
+++ b/docs/reference/models/yolo/segment/train.md
@ -0,0 +1,9 @@
+## SegmentationTrainer
+---
+### ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+<br><br>
+
+## train
+---
+### ::: ultralytics.models.yolo.segment.train.train
+<br><br>
--- a/docs/reference/models/yolo/segment/val.md
+++ b/docs/reference/models/yolo/segment/val.md
@ -0,0 +1,9 @@
+## SegmentationValidator
+---
+### ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+<br><br>
+
+## val
+---
+### ::: ultralytics.models.yolo.segment.val.val
+<br><br>
--- a/docs/reference/nn/autobackend.md
+++ b/docs/reference/nn/autobackend.md
@ -1,8 +1,3 @@
---
-description: Ensure class names match filenames for easy imports. Use AutoBackend to automatically rename and refactor model files.
-keywords: AutoBackend, ultralytics, nn, autobackend, check class names, neural network
---
-
 ## AutoBackend
 ---
 ### ::: ultralytics.nn.autobackend.AutoBackend
--- a/docs/reference/nn/modules/block.md
+++ b/docs/reference/nn/modules/block.md
@ -1,8 +1,3 @@
---
-description: Explore ultralytics.nn.modules.block to build powerful YOLO object detection models. Master DFL, HGStem, SPP, CSP components and more.
-keywords: Ultralytics, NN Modules, Blocks, DFL, HGStem, SPP, C1, C2f, C3x, C3TR, GhostBottleneck, BottleneckCSP, Computer Vision
---
-
 ## DFL
 ---
 ### ::: ultralytics.nn.modules.block.DFL
--- a/docs/reference/nn/modules/conv.md
+++ b/docs/reference/nn/modules/conv.md
@ -1,8 +1,3 @@
---
-description: Explore convolutional neural network modules & techniques such as LightConv, DWConv, ConvTranspose, GhostConv, CBAM & autopad with Ultralytics Docs.
-keywords: Ultralytics, Convolutional Neural Network, Conv2, DWConv, ConvTranspose, GhostConv, ChannelAttention, CBAM, autopad
---
-
 ## Conv
 ---
 ### ::: ultralytics.nn.modules.conv.Conv
--- a/docs/reference/nn/modules/head.md
+++ b/docs/reference/nn/modules/head.md
@ -1,8 +1,3 @@
---
-description: 'Learn about Ultralytics YOLO modules: Segment, Classify, and RTDETRDecoder. Optimize object detection and classification in your project.'
-keywords: Ultralytics, YOLO, object detection, pose estimation, RTDETRDecoder, modules, classes, documentation
---
-
 ## Detect
 ---
 ### ::: ultralytics.nn.modules.head.Detect
--- a/docs/reference/nn/modules/transformer.md
+++ b/docs/reference/nn/modules/transformer.md
@ -1,8 +1,3 @@
---
-description: Explore the Ultralytics nn modules pages on Transformer and MLP blocks, LayerNorm2d, and Deformable Transformer Decoder Layer.
-keywords: Ultralytics, NN Modules, TransformerEncoderLayer, TransformerLayer, MLPBlock, LayerNorm2d, DeformableTransformerDecoderLayer, examples, code snippets, tutorials
---
-
 ## TransformerEncoderLayer
 ---
 ### ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
--- a/docs/reference/nn/modules/utils.md
+++ b/docs/reference/nn/modules/utils.md
@ -1,8 +1,3 @@
---
-description: 'Learn about Ultralytics NN modules: get_clones, linear_init_, and multi_scale_deformable_attn_pytorch. Code examples and usage tips.'
-keywords: Ultralytics, NN Utils, Docs, PyTorch, bias initialization, linear initialization, multi-scale deformable attention
---
-
 ## _get_clones
 ---
 ### ::: ultralytics.nn.modules.utils._get_clones
--- a/docs/reference/nn/tasks.md
+++ b/docs/reference/nn/tasks.md
@ -1,8 +1,3 @@
---
-description: Learn how to work with Ultralytics YOLO Detection, Segmentation & Classification Models, load weights and parse models in PyTorch.
-keywords: neural network, deep learning, computer vision, object detection, image segmentation, image classification, model ensemble, PyTorch
---
-
 ## BaseModel
 ---
 ### ::: ultralytics.nn.tasks.BaseModel
@ -38,6 +33,11 @@ keywords: neural network, deep learning, computer vision, object detection, imag
 ### ::: ultralytics.nn.tasks.Ensemble
 <br><br>

+## temporary_modules
+---
+### ::: ultralytics.nn.tasks.temporary_modules
+<br><br>
+
 ## torch_safe_load
 ---
 ### ::: ultralytics.nn.tasks.torch_safe_load
--- a/docs/reference/tracker/track.md
+++ b/docs/reference/tracker/track.md
@ -1,19 +0,0 @@
---
-description: Learn how to register custom event-tracking and track predictions with Ultralytics YOLO via on_predict_start and register_tracker methods.
-keywords: Ultralytics YOLO, tracker registration, on_predict_start, object detection
---
-
-## on_predict_start
---
-### ::: ultralytics.tracker.track.on_predict_start
-<br><br>
-
-## on_predict_postprocess_end
---
-### ::: ultralytics.tracker.track.on_predict_postprocess_end
-<br><br>
-
-## register_tracker
---
-### ::: ultralytics.tracker.track.register_tracker
-<br><br>
--- a/docs/reference/tracker/trackers/basetrack.md
+++ b/docs/reference/tracker/trackers/basetrack.md
@ -1,14 +0,0 @@
---
-description: 'TrackState: A comprehensive guide to Ultralytics tracker''s BaseTrack for monitoring model performance. Improve your tracking capabilities now!'
-keywords: object detection, object tracking, Ultralytics YOLO, TrackState, workflow improvement
---
-
-## TrackState
---
-### ::: ultralytics.tracker.trackers.basetrack.TrackState
-<br><br>
-
-## BaseTrack
---
-### ::: ultralytics.tracker.trackers.basetrack.BaseTrack
-<br><br>
--- a/docs/reference/tracker/trackers/bot_sort.md
+++ b/docs/reference/tracker/trackers/bot_sort.md
@ -1,14 +0,0 @@
---
-description: '"Optimize tracking with Ultralytics BOTrack. Easily sort and track bots with BOTSORT. Streamline data collection for improved performance."'
-keywords: BOTrack, Ultralytics YOLO Docs, features, usage
---
-
-## BOTrack
---
-### ::: ultralytics.tracker.trackers.bot_sort.BOTrack
-<br><br>
-
-## BOTSORT
---
-### ::: ultralytics.tracker.trackers.bot_sort.BOTSORT
-<br><br>
--- a/docs/reference/tracker/trackers/byte_tracker.md
+++ b/docs/reference/tracker/trackers/byte_tracker.md
@ -1,14 +0,0 @@
---
-description: Learn how to track ByteAI model sizes and tips for model optimization with STrack, a byte tracking tool from Ultralytics.
-keywords: Byte Tracker, Ultralytics STrack, application monitoring, bytes sent, bytes received, code examples, setup instructions
---
-
-## STrack
---
-### ::: ultralytics.tracker.trackers.byte_tracker.STrack
-<br><br>
-
-## BYTETracker
---
-### ::: ultralytics.tracker.trackers.byte_tracker.BYTETracker
-<br><br>
--- a/docs/reference/tracker/utils/gmc.md
+++ b/docs/reference/tracker/utils/gmc.md
@ -1,9 +0,0 @@
---
-description: '"Track Google Marketing Campaigns in GMC with Ultralytics Tracker. Learn to set up and use GMC for detailed analytics. Get started now."'
-keywords: Ultralytics, YOLO, object detection, tracker, optimization, models, documentation
---
-
-## GMC
---
-### ::: ultralytics.tracker.utils.gmc.GMC
-<br><br>
--- a/docs/reference/tracker/utils/kalman_filter.md
+++ b/docs/reference/tracker/utils/kalman_filter.md
@ -1,14 +0,0 @@
---
-description: Improve object tracking with KalmanFilterXYAH in Ultralytics YOLO - an efficient and accurate algorithm for state estimation.
-keywords: KalmanFilterXYAH, Ultralytics Docs, Kalman filter algorithm, object tracking, computer vision, YOLO
---
-
-## KalmanFilterXYAH
---
-### ::: ultralytics.tracker.utils.kalman_filter.KalmanFilterXYAH
-<br><br>
-
-## KalmanFilterXYWH
---
-### ::: ultralytics.tracker.utils.kalman_filter.KalmanFilterXYWH
-<br><br>
--- a/docs/reference/tracker/utils/matching.md
+++ b/docs/reference/tracker/utils/matching.md
@ -1,64 +0,0 @@
---
-description: Learn how to match and fuse object detections for accurate target tracking using Ultralytics' YOLO merge_matches, iou_distance, and embedding_distance.
-keywords: Ultralytics, multi-object tracking, object tracking, detection, recognition, matching, indices, iou distance, gate cost matrix, fuse iou, bbox ious
---
-
-## merge_matches
---
-### ::: ultralytics.tracker.utils.matching.merge_matches
-<br><br>
-
-## _indices_to_matches
---
-### ::: ultralytics.tracker.utils.matching._indices_to_matches
-<br><br>
-
-## linear_assignment
---
-### ::: ultralytics.tracker.utils.matching.linear_assignment
-<br><br>
-
-## ious
---
-### ::: ultralytics.tracker.utils.matching.ious
-<br><br>
-
-## iou_distance
---
-### ::: ultralytics.tracker.utils.matching.iou_distance
-<br><br>
-
-## v_iou_distance
---
-### ::: ultralytics.tracker.utils.matching.v_iou_distance
-<br><br>
-
-## embedding_distance
---
-### ::: ultralytics.tracker.utils.matching.embedding_distance
-<br><br>
-
-## gate_cost_matrix
---
-### ::: ultralytics.tracker.utils.matching.gate_cost_matrix
-<br><br>
-
-## fuse_motion
---
-### ::: ultralytics.tracker.utils.matching.fuse_motion
-<br><br>
-
-## fuse_iou
---
-### ::: ultralytics.tracker.utils.matching.fuse_iou
-<br><br>
-
-## fuse_score
---
-### ::: ultralytics.tracker.utils.matching.fuse_score
-<br><br>
-
-## bbox_ious
---
-### ::: ultralytics.tracker.utils.matching.bbox_ious
-<br><br>
--- a/docs/reference/trackers/basetrack.md
+++ b/docs/reference/trackers/basetrack.md
@ -0,0 +1,9 @@
+## TrackState
+---
+### ::: ultralytics.trackers.basetrack.TrackState
+<br><br>
+
+## BaseTrack
+---
+### ::: ultralytics.trackers.basetrack.BaseTrack
+<br><br>
--- a/docs/reference/trackers/bot_sort.md
+++ b/docs/reference/trackers/bot_sort.md
@ -0,0 +1,9 @@
+## BOTrack
+---
+### ::: ultralytics.trackers.bot_sort.BOTrack
+<br><br>
+
+## BOTSORT
+---
+### ::: ultralytics.trackers.bot_sort.BOTSORT
+<br><br>
--- a/docs/reference/trackers/byte_tracker.md
+++ b/docs/reference/trackers/byte_tracker.md
@ -0,0 +1,9 @@
+## STrack
+---
+### ::: ultralytics.trackers.byte_tracker.STrack
+<br><br>
+
+## BYTETracker
+---
+### ::: ultralytics.trackers.byte_tracker.BYTETracker
+<br><br>
--- a/docs/reference/trackers/track.md
+++ b/docs/reference/trackers/track.md
@ -0,0 +1,14 @@
+## on_predict_start
+---
+### ::: ultralytics.trackers.track.on_predict_start
+<br><br>
+
+## on_predict_postprocess_end
+---
+### ::: ultralytics.trackers.track.on_predict_postprocess_end
+<br><br>
+
+## register_tracker
+---
+### ::: ultralytics.trackers.track.register_tracker
+<br><br>
--- a/docs/reference/trackers/utils/gmc.md
+++ b/docs/reference/trackers/utils/gmc.md
@ -0,0 +1,4 @@
+## GMC
+---
+### ::: ultralytics.trackers.utils.gmc.GMC
+<br><br>
--- a/docs/reference/trackers/utils/kalman_filter.md
+++ b/docs/reference/trackers/utils/kalman_filter.md
@ -0,0 +1,9 @@
+## KalmanFilterXYAH
+---
+### ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
+<br><br>
+
+## KalmanFilterXYWH
+---
+### ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+<br><br>
--- a/docs/reference/trackers/utils/matching.md
+++ b/docs/reference/trackers/utils/matching.md
@ -0,0 +1,59 @@
+## merge_matches
+---
+### ::: ultralytics.trackers.utils.matching.merge_matches
+<br><br>
+
+## _indices_to_matches
+---
+### ::: ultralytics.trackers.utils.matching._indices_to_matches
+<br><br>
+
+## linear_assignment
+---
+### ::: ultralytics.trackers.utils.matching.linear_assignment
+<br><br>
+
+## ious
+---
+### ::: ultralytics.trackers.utils.matching.ious
+<br><br>
+
+## iou_distance
+---
+### ::: ultralytics.trackers.utils.matching.iou_distance
+<br><br>
+
+## v_iou_distance
+---
+### ::: ultralytics.trackers.utils.matching.v_iou_distance
+<br><br>
+
+## embedding_distance
+---
+### ::: ultralytics.trackers.utils.matching.embedding_distance
+<br><br>
+
+## gate_cost_matrix
+---
+### ::: ultralytics.trackers.utils.matching.gate_cost_matrix
+<br><br>
+
+## fuse_motion
+---
+### ::: ultralytics.trackers.utils.matching.fuse_motion
+<br><br>
+
+## fuse_iou
+---
+### ::: ultralytics.trackers.utils.matching.fuse_iou
+<br><br>
+
+## fuse_score
+---
+### ::: ultralytics.trackers.utils.matching.fuse_score
+<br><br>
+
+## bbox_ious
+---
+### ::: ultralytics.trackers.utils.matching.bbox_ious
+<br><br>
--- a/docs/reference/utils/init.md
+++ b/docs/reference/utils/init.md
@ -0,0 +1,169 @@
+## SimpleClass
+---
+### ::: ultralytics.utils.SimpleClass
+<br><br>
+
+## IterableSimpleNamespace
+---
+### ::: ultralytics.utils.IterableSimpleNamespace
+<br><br>
+
+## EmojiFilter
+---
+### ::: ultralytics.utils.EmojiFilter
+<br><br>
+
+## ThreadingLocked
+---
+### ::: ultralytics.utils.ThreadingLocked
+<br><br>
+
+## TryExcept
+---
+### ::: ultralytics.utils.TryExcept
+<br><br>
+
+## plt_settings
+---
+### ::: ultralytics.utils.plt_settings
+<br><br>
+
+## set_logging
+---
+### ::: ultralytics.utils.set_logging
+<br><br>
+
+## emojis
+---
+### ::: ultralytics.utils.emojis
+<br><br>
+
+## yaml_save
+---
+### ::: ultralytics.utils.yaml_save
+<br><br>
+
+## yaml_load
+---
+### ::: ultralytics.utils.yaml_load
+<br><br>
+
+## yaml_print
+---
+### ::: ultralytics.utils.yaml_print
+<br><br>
+
+## is_colab
+---
+### ::: ultralytics.utils.is_colab
+<br><br>
+
+## is_kaggle
+---
+### ::: ultralytics.utils.is_kaggle
+<br><br>
+
+## is_jupyter
+---
+### ::: ultralytics.utils.is_jupyter
+<br><br>
+
+## is_docker
+---
+### ::: ultralytics.utils.is_docker
+<br><br>
+
+## is_online
+---
+### ::: ultralytics.utils.is_online
+<br><br>
+
+## is_pip_package
+---
+### ::: ultralytics.utils.is_pip_package
+<br><br>
+
+## is_dir_writeable
+---
+### ::: ultralytics.utils.is_dir_writeable
+<br><br>
+
+## is_pytest_running
+---
+### ::: ultralytics.utils.is_pytest_running
+<br><br>
+
+## is_github_actions_ci
+---
+### ::: ultralytics.utils.is_github_actions_ci
+<br><br>
+
+## is_git_dir
+---
+### ::: ultralytics.utils.is_git_dir
+<br><br>
+
+## get_git_dir
+---
+### ::: ultralytics.utils.get_git_dir
+<br><br>
+
+## get_git_origin_url
+---
+### ::: ultralytics.utils.get_git_origin_url
+<br><br>
+
+## get_git_branch
+---
+### ::: ultralytics.utils.get_git_branch
+<br><br>
+
+## get_default_args
+---
+### ::: ultralytics.utils.get_default_args
+<br><br>
+
+## get_user_config_dir
+---
+### ::: ultralytics.utils.get_user_config_dir
+<br><br>
+
+## colorstr
+---
+### ::: ultralytics.utils.colorstr
+<br><br>
+
+## threaded
+---
+### ::: ultralytics.utils.threaded
+<br><br>
+
+## set_sentry
+---
+### ::: ultralytics.utils.set_sentry
+<br><br>
+
+## get_settings
+---
+### ::: ultralytics.utils.get_settings
+<br><br>
+
+## set_settings
+---
+### ::: ultralytics.utils.set_settings
+<br><br>
+
+## deprecation_warn
+---
+### ::: ultralytics.utils.deprecation_warn
+<br><br>
+
+## clean_url
+---
+### ::: ultralytics.utils.clean_url
+<br><br>
+
+## url2file
+---
+### ::: ultralytics.utils.url2file
+<br><br>
--- a/docs/reference/utils/autobatch.md
+++ b/docs/reference/utils/autobatch.md
@ -0,0 +1,9 @@
+## check_train_batch_size
+---
+### ::: ultralytics.utils.autobatch.check_train_batch_size
+<br><br>
+
+## autobatch
+---
+### ::: ultralytics.utils.autobatch.autobatch
+<br><br>
--- a/docs/reference/utils/benchmarks.md
+++ b/docs/reference/utils/benchmarks.md
@ -0,0 +1,9 @@
+## ProfileModels
+---
+### ::: ultralytics.utils.benchmarks.ProfileModels
+<br><br>
+
+## benchmark
+---
+### ::: ultralytics.utils.benchmarks.benchmark
+<br><br>
--- a/docs/reference/utils/callbacks/base.md
+++ b/docs/reference/utils/callbacks/base.md
@ -0,0 +1,134 @@
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start
+<br><br>
+
+## on_pretrain_routine_end
+---
+### ::: ultralytics.utils.callbacks.base.on_pretrain_routine_end
+<br><br>
+
+## on_train_start
+---
+### ::: ultralytics.utils.callbacks.base.on_train_start
+<br><br>
+
+## on_train_epoch_start
+---
+### ::: ultralytics.utils.callbacks.base.on_train_epoch_start
+<br><br>
+
+## on_train_batch_start
+---
+### ::: ultralytics.utils.callbacks.base.on_train_batch_start
+<br><br>
+
+## optimizer_step
+---
+### ::: ultralytics.utils.callbacks.base.optimizer_step
+<br><br>
+
+## on_before_zero_grad
+---
+### ::: ultralytics.utils.callbacks.base.on_before_zero_grad
+<br><br>
+
+## on_train_batch_end
+---
+### ::: ultralytics.utils.callbacks.base.on_train_batch_end
+<br><br>
+
+## on_train_epoch_end
+---
+### ::: ultralytics.utils.callbacks.base.on_train_epoch_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.base.on_fit_epoch_end
+<br><br>
+
+## on_model_save
+---
+### ::: ultralytics.utils.callbacks.base.on_model_save
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.base.on_train_end
+<br><br>
+
+## on_params_update
+---
+### ::: ultralytics.utils.callbacks.base.on_params_update
+<br><br>
+
+## teardown
+---
+### ::: ultralytics.utils.callbacks.base.teardown
+<br><br>
+
+## on_val_start
+---
+### ::: ultralytics.utils.callbacks.base.on_val_start
+<br><br>
+
+## on_val_batch_start
+---
+### ::: ultralytics.utils.callbacks.base.on_val_batch_start
+<br><br>
+
+## on_val_batch_end
+---
+### ::: ultralytics.utils.callbacks.base.on_val_batch_end
+<br><br>
+
+## on_val_end
+---
+### ::: ultralytics.utils.callbacks.base.on_val_end
+<br><br>
+
+## on_predict_start
+---
+### ::: ultralytics.utils.callbacks.base.on_predict_start
+<br><br>
+
+## on_predict_batch_start
+---
+### ::: ultralytics.utils.callbacks.base.on_predict_batch_start
+<br><br>
+
+## on_predict_batch_end
+---
+### ::: ultralytics.utils.callbacks.base.on_predict_batch_end
+<br><br>
+
+## on_predict_postprocess_end
+---
+### ::: ultralytics.utils.callbacks.base.on_predict_postprocess_end
+<br><br>
+
+## on_predict_end
+---
+### ::: ultralytics.utils.callbacks.base.on_predict_end
+<br><br>
+
+## on_export_start
+---
+### ::: ultralytics.utils.callbacks.base.on_export_start
+<br><br>
+
+## on_export_end
+---
+### ::: ultralytics.utils.callbacks.base.on_export_end
+<br><br>
+
+## get_default_callbacks
+---
+### ::: ultralytics.utils.callbacks.base.get_default_callbacks
+<br><br>
+
+## add_integration_callbacks
+---
+### ::: ultralytics.utils.callbacks.base.add_integration_callbacks
+<br><br>
--- a/docs/reference/utils/callbacks/clearml.md
+++ b/docs/reference/utils/callbacks/clearml.md
@ -0,0 +1,34 @@
+## _log_debug_samples
+---
+### ::: ultralytics.utils.callbacks.clearml._log_debug_samples
+<br><br>
+
+## _log_plot
+---
+### ::: ultralytics.utils.callbacks.clearml._log_plot
+<br><br>
+
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.clearml.on_pretrain_routine_start
+<br><br>
+
+## on_train_epoch_end
+---
+### ::: ultralytics.utils.callbacks.clearml.on_train_epoch_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.clearml.on_fit_epoch_end
+<br><br>
+
+## on_val_end
+---
+### ::: ultralytics.utils.callbacks.clearml.on_val_end
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.clearml.on_train_end
+<br><br>
--- a/docs/reference/utils/callbacks/comet.md
+++ b/docs/reference/utils/callbacks/comet.md
@ -0,0 +1,119 @@
+## _get_comet_mode
+---
+### ::: ultralytics.utils.callbacks.comet._get_comet_mode
+<br><br>
+
+## _get_comet_model_name
+---
+### ::: ultralytics.utils.callbacks.comet._get_comet_model_name
+<br><br>
+
+## _get_eval_batch_logging_interval
+---
+### ::: ultralytics.utils.callbacks.comet._get_eval_batch_logging_interval
+<br><br>
+
+## _get_max_image_predictions_to_log
+---
+### ::: ultralytics.utils.callbacks.comet._get_max_image_predictions_to_log
+<br><br>
+
+## _scale_confidence_score
+---
+### ::: ultralytics.utils.callbacks.comet._scale_confidence_score
+<br><br>
+
+## _should_log_confusion_matrix
+---
+### ::: ultralytics.utils.callbacks.comet._should_log_confusion_matrix
+<br><br>
+
+## _should_log_image_predictions
+---
+### ::: ultralytics.utils.callbacks.comet._should_log_image_predictions
+<br><br>
+
+## _get_experiment_type
+---
+### ::: ultralytics.utils.callbacks.comet._get_experiment_type
+<br><br>
+
+## _create_experiment
+---
+### ::: ultralytics.utils.callbacks.comet._create_experiment
+<br><br>
+
+## _fetch_trainer_metadata
+---
+### ::: ultralytics.utils.callbacks.comet._fetch_trainer_metadata
+<br><br>
+
+## _scale_bounding_box_to_original_image_shape
+---
+### ::: ultralytics.utils.callbacks.comet._scale_bounding_box_to_original_image_shape
+<br><br>
+
+## _format_ground_truth_annotations_for_detection
+---
+### ::: ultralytics.utils.callbacks.comet._format_ground_truth_annotations_for_detection
+<br><br>
+
+## _format_prediction_annotations_for_detection
+---
+### ::: ultralytics.utils.callbacks.comet._format_prediction_annotations_for_detection
+<br><br>
+
+## _fetch_annotations
+---
+### ::: ultralytics.utils.callbacks.comet._fetch_annotations
+<br><br>
+
+## _create_prediction_metadata_map
+---
+### ::: ultralytics.utils.callbacks.comet._create_prediction_metadata_map
+<br><br>
+
+## _log_confusion_matrix
+---
+### ::: ultralytics.utils.callbacks.comet._log_confusion_matrix
+<br><br>
+
+## _log_images
+---
+### ::: ultralytics.utils.callbacks.comet._log_images
+<br><br>
+
+## _log_image_predictions
+---
+### ::: ultralytics.utils.callbacks.comet._log_image_predictions
+<br><br>
+
+## _log_plots
+---
+### ::: ultralytics.utils.callbacks.comet._log_plots
+<br><br>
+
+## _log_model
+---
+### ::: ultralytics.utils.callbacks.comet._log_model
+<br><br>
+
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.comet.on_pretrain_routine_start
+<br><br>
+
+## on_train_epoch_end
+---
+### ::: ultralytics.utils.callbacks.comet.on_train_epoch_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.comet.on_fit_epoch_end
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.comet.on_train_end
+<br><br>
--- a/docs/reference/utils/callbacks/dvc.md
+++ b/docs/reference/utils/callbacks/dvc.md
@ -0,0 +1,49 @@
+## _logger_disabled
+---
+### ::: ultralytics.utils.callbacks.dvc._logger_disabled
+<br><br>
+
+## _log_images
+---
+### ::: ultralytics.utils.callbacks.dvc._log_images
+<br><br>
+
+## _log_plots
+---
+### ::: ultralytics.utils.callbacks.dvc._log_plots
+<br><br>
+
+## _log_confusion_matrix
+---
+### ::: ultralytics.utils.callbacks.dvc._log_confusion_matrix
+<br><br>
+
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_start
+<br><br>
+
+## on_pretrain_routine_end
+---
+### ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_end
+<br><br>
+
+## on_train_start
+---
+### ::: ultralytics.utils.callbacks.dvc.on_train_start
+<br><br>
+
+## on_train_epoch_start
+---
+### ::: ultralytics.utils.callbacks.dvc.on_train_epoch_start
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.dvc.on_fit_epoch_end
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.dvc.on_train_end
+<br><br>
--- a/docs/reference/utils/callbacks/hub.md
+++ b/docs/reference/utils/callbacks/hub.md
@ -0,0 +1,39 @@
+## on_pretrain_routine_end
+---
+### ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.hub.on_fit_epoch_end
+<br><br>
+
+## on_model_save
+---
+### ::: ultralytics.utils.callbacks.hub.on_model_save
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.hub.on_train_end
+<br><br>
+
+## on_train_start
+---
+### ::: ultralytics.utils.callbacks.hub.on_train_start
+<br><br>
+
+## on_val_start
+---
+### ::: ultralytics.utils.callbacks.hub.on_val_start
+<br><br>
+
+## on_predict_start
+---
+### ::: ultralytics.utils.callbacks.hub.on_predict_start
+<br><br>
+
+## on_export_start
+---
+### ::: ultralytics.utils.callbacks.hub.on_export_start
+<br><br>
--- a/docs/reference/utils/callbacks/mlflow.md
+++ b/docs/reference/utils/callbacks/mlflow.md
@ -0,0 +1,14 @@
+## on_pretrain_routine_end
+---
+### ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.mlflow.on_fit_epoch_end
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.mlflow.on_train_end
+<br><br>
--- a/docs/reference/utils/callbacks/neptune.md
+++ b/docs/reference/utils/callbacks/neptune.md
@ -0,0 +1,39 @@
+## _log_scalars
+---
+### ::: ultralytics.utils.callbacks.neptune._log_scalars
+<br><br>
+
+## _log_images
+---
+### ::: ultralytics.utils.callbacks.neptune._log_images
+<br><br>
+
+## _log_plot
+---
+### ::: ultralytics.utils.callbacks.neptune._log_plot
+<br><br>
+
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.neptune.on_pretrain_routine_start
+<br><br>
+
+## on_train_epoch_end
+---
+### ::: ultralytics.utils.callbacks.neptune.on_train_epoch_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.neptune.on_fit_epoch_end
+<br><br>
+
+## on_val_end
+---
+### ::: ultralytics.utils.callbacks.neptune.on_val_end
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.neptune.on_train_end
+<br><br>
--- a/docs/reference/utils/callbacks/raytune.md
+++ b/docs/reference/utils/callbacks/raytune.md
@ -0,0 +1,4 @@
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
+<br><br>
--- a/docs/reference/utils/callbacks/tensorboard.md
+++ b/docs/reference/utils/callbacks/tensorboard.md
@ -0,0 +1,19 @@
+## _log_scalars
+---
+### ::: ultralytics.utils.callbacks.tensorboard._log_scalars
+<br><br>
+
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.tensorboard.on_pretrain_routine_start
+<br><br>
+
+## on_batch_end
+---
+### ::: ultralytics.utils.callbacks.tensorboard.on_batch_end
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.tensorboard.on_fit_epoch_end
+<br><br>
--- a/docs/reference/utils/callbacks/wb.md
+++ b/docs/reference/utils/callbacks/wb.md
@ -0,0 +1,24 @@
+## _log_plots
+---
+### ::: ultralytics.utils.callbacks.wb._log_plots
+<br><br>
+
+## on_pretrain_routine_start
+---
+### ::: ultralytics.utils.callbacks.wb.on_pretrain_routine_start
+<br><br>
+
+## on_fit_epoch_end
+---
+### ::: ultralytics.utils.callbacks.wb.on_fit_epoch_end
+<br><br>
+
+## on_train_epoch_end
+---
+### ::: ultralytics.utils.callbacks.wb.on_train_epoch_end
+<br><br>
+
+## on_train_end
+---
+### ::: ultralytics.utils.callbacks.wb.on_train_end
+<br><br>
--- a/docs/reference/utils/checks.md
+++ b/docs/reference/utils/checks.md
@ -0,0 +1,89 @@
+## is_ascii
+---
+### ::: ultralytics.utils.checks.is_ascii
+<br><br>
+
+## check_imgsz
+---
+### ::: ultralytics.utils.checks.check_imgsz
+<br><br>
+
+## check_version
+---
+### ::: ultralytics.utils.checks.check_version
+<br><br>
+
+## check_latest_pypi_version
+---
+### ::: ultralytics.utils.checks.check_latest_pypi_version
+<br><br>
+
+## check_pip_update_available
+---
+### ::: ultralytics.utils.checks.check_pip_update_available
+<br><br>
+
+## check_font
+---
+### ::: ultralytics.utils.checks.check_font
+<br><br>
+
+## check_python
+---
+### ::: ultralytics.utils.checks.check_python
+<br><br>
+
+## check_requirements
+---
+### ::: ultralytics.utils.checks.check_requirements
+<br><br>
+
+## check_torchvision
+---
+### ::: ultralytics.utils.checks.check_torchvision
+<br><br>
+
+## check_suffix
+---
+### ::: ultralytics.utils.checks.check_suffix
+<br><br>
+
+## check_yolov5u_filename
+---
+### ::: ultralytics.utils.checks.check_yolov5u_filename
+<br><br>
+
+## check_file
+---
+### ::: ultralytics.utils.checks.check_file
+<br><br>
+
+## check_yaml
+---
+### ::: ultralytics.utils.checks.check_yaml
+<br><br>
+
+## check_imshow
+---
+### ::: ultralytics.utils.checks.check_imshow
+<br><br>
+
+## check_yolo
+---
+### ::: ultralytics.utils.checks.check_yolo
+<br><br>
+
+## check_amp
+---
+### ::: ultralytics.utils.checks.check_amp
+<br><br>
+
+## git_describe
+---
+### ::: ultralytics.utils.checks.git_describe
+<br><br>
+
+## print_args
+---
+### ::: ultralytics.utils.checks.print_args
+<br><br>
--- a/docs/reference/utils/dist.md
+++ b/docs/reference/utils/dist.md
@ -0,0 +1,19 @@
+## find_free_network_port
+---
+### ::: ultralytics.utils.dist.find_free_network_port
+<br><br>
+
+## generate_ddp_file
+---
+### ::: ultralytics.utils.dist.generate_ddp_file
+<br><br>
+
+## generate_ddp_command
+---
+### ::: ultralytics.utils.dist.generate_ddp_command
+<br><br>
+
+## ddp_cleanup
+---
+### ::: ultralytics.utils.dist.ddp_cleanup
+<br><br>
--- a/docs/reference/utils/downloads.md
+++ b/docs/reference/utils/downloads.md
@ -0,0 +1,34 @@
+## is_url
+---
+### ::: ultralytics.utils.downloads.is_url
+<br><br>
+
+## unzip_file
+---
+### ::: ultralytics.utils.downloads.unzip_file
+<br><br>
+
+## check_disk_space
+---
+### ::: ultralytics.utils.downloads.check_disk_space
+<br><br>
+
+## safe_download
+---
+### ::: ultralytics.utils.downloads.safe_download
+<br><br>
+
+## get_github_assets
+---
+### ::: ultralytics.utils.downloads.get_github_assets
+<br><br>
+
+## attempt_download_asset
+---
+### ::: ultralytics.utils.downloads.attempt_download_asset
+<br><br>
+
+## download
+---
+### ::: ultralytics.utils.downloads.download
+<br><br>
--- a/docs/reference/utils/errors.md
+++ b/docs/reference/utils/errors.md
@ -0,0 +1,4 @@
+## HUBModelError
+---
+### ::: ultralytics.utils.errors.HUBModelError
+<br><br>
--- a/docs/reference/utils/files.md
+++ b/docs/reference/utils/files.md
@ -0,0 +1,34 @@
+## WorkingDirectory
+---
+### ::: ultralytics.utils.files.WorkingDirectory
+<br><br>
+
+## increment_path
+---
+### ::: ultralytics.utils.files.increment_path
+<br><br>
+
+## file_age
+---
+### ::: ultralytics.utils.files.file_age
+<br><br>
+
+## file_date
+---
+### ::: ultralytics.utils.files.file_date
+<br><br>
+
+## file_size
+---
+### ::: ultralytics.utils.files.file_size
+<br><br>
+
+## get_latest_run
+---
+### ::: ultralytics.utils.files.get_latest_run
+<br><br>
+
+## make_dirs
+---
+### ::: ultralytics.utils.files.make_dirs
+<br><br>
--- a/docs/reference/utils/instance.md
+++ b/docs/reference/utils/instance.md
@ -0,0 +1,14 @@
+## Bboxes
+---
+### ::: ultralytics.utils.instance.Bboxes
+<br><br>
+
+## Instances
+---
+### ::: ultralytics.utils.instance.Instances
+<br><br>
+
+## _ntuple
+---
+### ::: ultralytics.utils.instance._ntuple
+<br><br>
--- a/docs/reference/utils/loss.md
+++ b/docs/reference/utils/loss.md
@ -0,0 +1,39 @@
+## VarifocalLoss
+---
+### ::: ultralytics.utils.loss.VarifocalLoss
+<br><br>
+
+## FocalLoss
+---
+### ::: ultralytics.utils.loss.FocalLoss
+<br><br>
+
+## BboxLoss
+---
+### ::: ultralytics.utils.loss.BboxLoss
+<br><br>
+
+## KeypointLoss
+---
+### ::: ultralytics.utils.loss.KeypointLoss
+<br><br>
+
+## v8DetectionLoss
+---
+### ::: ultralytics.utils.loss.v8DetectionLoss
+<br><br>
+
+## v8SegmentationLoss
+---
+### ::: ultralytics.utils.loss.v8SegmentationLoss
+<br><br>
+
+## v8PoseLoss
+---
+### ::: ultralytics.utils.loss.v8PoseLoss
+<br><br>
+
+## v8ClassificationLoss
+---
+### ::: ultralytics.utils.loss.v8ClassificationLoss
+<br><br>
--- a/docs/reference/utils/metrics.md
+++ b/docs/reference/utils/metrics.md
@ -0,0 +1,89 @@
+## ConfusionMatrix
+---
+### ::: ultralytics.utils.metrics.ConfusionMatrix
+<br><br>
+
+## Metric
+---
+### ::: ultralytics.utils.metrics.Metric
+<br><br>
+
+## DetMetrics
+---
+### ::: ultralytics.utils.metrics.DetMetrics
+<br><br>
+
+## SegmentMetrics
+---
+### ::: ultralytics.utils.metrics.SegmentMetrics
+<br><br>
+
+## PoseMetrics
+---
+### ::: ultralytics.utils.metrics.PoseMetrics
+<br><br>
+
+## ClassifyMetrics
+---
+### ::: ultralytics.utils.metrics.ClassifyMetrics
+<br><br>
+
+## box_area
+---
+### ::: ultralytics.utils.metrics.box_area
+<br><br>
+
+## bbox_ioa
+---
+### ::: ultralytics.utils.metrics.bbox_ioa
+<br><br>
+
+## box_iou
+---
+### ::: ultralytics.utils.metrics.box_iou
+<br><br>
+
+## bbox_iou
+---
+### ::: ultralytics.utils.metrics.bbox_iou
+<br><br>
+
+## mask_iou
+---
+### ::: ultralytics.utils.metrics.mask_iou
+<br><br>
+
+## kpt_iou
+---
+### ::: ultralytics.utils.metrics.kpt_iou
+<br><br>
+
+## smooth_BCE
+---
+### ::: ultralytics.utils.metrics.smooth_BCE
+<br><br>
+
+## smooth
+---
+### ::: ultralytics.utils.metrics.smooth
+<br><br>
+
+## plot_pr_curve
+---
+### ::: ultralytics.utils.metrics.plot_pr_curve
+<br><br>
+
+## plot_mc_curve
+---
+### ::: ultralytics.utils.metrics.plot_mc_curve
+<br><br>
+
+## compute_ap
+---
+### ::: ultralytics.utils.metrics.compute_ap
+<br><br>
+
+## ap_per_class
+---
+### ::: ultralytics.utils.metrics.ap_per_class
+<br><br>
--- a/docs/reference/utils/ops.md
+++ b/docs/reference/utils/ops.md
@ -0,0 +1,139 @@
+## Profile
+---
+### ::: ultralytics.utils.ops.Profile
+<br><br>
+
+## coco80_to_coco91_class
+---
+### ::: ultralytics.utils.ops.coco80_to_coco91_class
+<br><br>
+
+## segment2box
+---
+### ::: ultralytics.utils.ops.segment2box
+<br><br>
+
+## scale_boxes
+---
+### ::: ultralytics.utils.ops.scale_boxes
+<br><br>
+
+## make_divisible
+---
+### ::: ultralytics.utils.ops.make_divisible
+<br><br>
+
+## non_max_suppression
+---
+### ::: ultralytics.utils.ops.non_max_suppression
+<br><br>
+
+## clip_boxes
+---
+### ::: ultralytics.utils.ops.clip_boxes
+<br><br>
+
+## clip_coords
+---
+### ::: ultralytics.utils.ops.clip_coords
+<br><br>
+
+## scale_image
+---
+### ::: ultralytics.utils.ops.scale_image
+<br><br>
+
+## xyxy2xywh
+---
+### ::: ultralytics.utils.ops.xyxy2xywh
+<br><br>
+
+## xywh2xyxy
+---
+### ::: ultralytics.utils.ops.xywh2xyxy
+<br><br>
+
+## xywhn2xyxy
+---
+### ::: ultralytics.utils.ops.xywhn2xyxy
+<br><br>
+
+## xyxy2xywhn
+---
+### ::: ultralytics.utils.ops.xyxy2xywhn
+<br><br>
+
+## xyn2xy
+---
+### ::: ultralytics.utils.ops.xyn2xy
+<br><br>
+
+## xywh2ltwh
+---
+### ::: ultralytics.utils.ops.xywh2ltwh
+<br><br>
+
+## xyxy2ltwh
+---
+### ::: ultralytics.utils.ops.xyxy2ltwh
+<br><br>
+
+## ltwh2xywh
+---
+### ::: ultralytics.utils.ops.ltwh2xywh
+<br><br>
+
+## ltwh2xyxy
+---
+### ::: ultralytics.utils.ops.ltwh2xyxy
+<br><br>
+
+## segments2boxes
+---
+### ::: ultralytics.utils.ops.segments2boxes
+<br><br>
+
+## resample_segments
+---
+### ::: ultralytics.utils.ops.resample_segments
+<br><br>
+
+## crop_mask
+---
+### ::: ultralytics.utils.ops.crop_mask
+<br><br>
+
+## process_mask_upsample
+---
+### ::: ultralytics.utils.ops.process_mask_upsample
+<br><br>
+
+## process_mask
+---
+### ::: ultralytics.utils.ops.process_mask
+<br><br>
+
+## process_mask_native
+---
+### ::: ultralytics.utils.ops.process_mask_native
+<br><br>
+
+## scale_masks
+---
+### ::: ultralytics.utils.ops.scale_masks
+<br><br>
+
+## scale_coords
+---
+### ::: ultralytics.utils.ops.scale_coords
+<br><br>
+
+## masks2segments
+---
+### ::: ultralytics.utils.ops.masks2segments
+<br><br>
+
+## clean_str
+---
+### ::: ultralytics.utils.ops.clean_str
+<br><br>
--- a/docs/reference/utils/patches.md
+++ b/docs/reference/utils/patches.md
@ -0,0 +1,19 @@
+## imread
+---
+### ::: ultralytics.utils.patches.imread
+<br><br>
+
+## imwrite
+---
+### ::: ultralytics.utils.patches.imwrite
+<br><br>
+
+## imshow
+---
+### ::: ultralytics.utils.patches.imshow
+<br><br>
+
+## torch_save
+---
+### ::: ultralytics.utils.patches.torch_save
+<br><br>
--- a/docs/reference/utils/plotting.md
+++ b/docs/reference/utils/plotting.md
@ -0,0 +1,39 @@
+## Colors
+---
+### ::: ultralytics.utils.plotting.Colors
+<br><br>
+
+## Annotator
+---
+### ::: ultralytics.utils.plotting.Annotator
+<br><br>
+
+## plot_labels
+---
+### ::: ultralytics.utils.plotting.plot_labels
+<br><br>
+
+## save_one_box
+---
+### ::: ultralytics.utils.plotting.save_one_box
+<br><br>
+
+## plot_images
+---
+### ::: ultralytics.utils.plotting.plot_images
+<br><br>
+
+## plot_results
+---
+### ::: ultralytics.utils.plotting.plot_results
+<br><br>
+
+## output_to_target
+---
+### ::: ultralytics.utils.plotting.output_to_target
+<br><br>
+
+## feature_visualization
+---
+### ::: ultralytics.utils.plotting.feature_visualization
+<br><br>
--- a/docs/reference/utils/tal.md
+++ b/docs/reference/utils/tal.md
@ -0,0 +1,29 @@
+## TaskAlignedAssigner
+---
+### ::: ultralytics.utils.tal.TaskAlignedAssigner
+<br><br>
+
+## select_candidates_in_gts
+---
+### ::: ultralytics.utils.tal.select_candidates_in_gts
+<br><br>
+
+## select_highest_overlaps
+---
+### ::: ultralytics.utils.tal.select_highest_overlaps
+<br><br>
+
+## make_anchors
+---
+### ::: ultralytics.utils.tal.make_anchors
+<br><br>
+
+## dist2bbox
+---
+### ::: ultralytics.utils.tal.dist2bbox
+<br><br>
+
+## bbox2dist
+---
+### ::: ultralytics.utils.tal.bbox2dist
+<br><br>
--- a/Show More
+++ b/Show More