Docstrings arguments cleanup (#3229)

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

docs/reference/nn/autobackend.md

@@ -3,12 +3,12 @@ description: Ensure class names match filenames for easy imports. Use AutoBacken
 keywords: AutoBackend, ultralytics, nn, autobackend, check class names, neural network
 ---
 
-# AutoBackend
+## AutoBackend
 ---
-:::ultralytics.nn.autobackend.AutoBackend
+### ::: ultralytics.nn.autobackend.AutoBackend
 <br><br>
 
-# check_class_names
+## check_class_names
 ---
-:::ultralytics.nn.autobackend.check_class_names
+### ::: ultralytics.nn.autobackend.check_class_names
 <br><br>

docs/reference/nn/autoshape.md

@@ -3,12 +3,12 @@ description: Detect 80+ object categories with bounding box coordinates and clas
 keywords: Ultralytics, YOLO, docs, autoshape, detections, object detection, customized shapes, bounding boxes, computer vision
 ---
 
-# AutoShape
+## AutoShape
 ---
-:::ultralytics.nn.autoshape.AutoShape
+### ::: ultralytics.nn.autoshape.AutoShape
 <br><br>
 
-# Detections
+## Detections
 ---
-:::ultralytics.nn.autoshape.Detections
+### ::: ultralytics.nn.autoshape.Detections
 <br><br>

docs/reference/nn/modules/block.md

@@ -3,87 +3,87 @@ description: Explore ultralytics.nn.modules.block to build powerful YOLO object
 keywords: Ultralytics, NN Modules, Blocks, DFL, HGStem, SPP, C1, C2f, C3x, C3TR, GhostBottleneck, BottleneckCSP, Computer Vision
 ---
 
-# DFL
+## DFL
 ---
-:::ultralytics.nn.modules.block.DFL
+### ::: ultralytics.nn.modules.block.DFL
 <br><br>
 
-# Proto
+## Proto
 ---
-:::ultralytics.nn.modules.block.Proto
+### ::: ultralytics.nn.modules.block.Proto
 <br><br>
 
-# HGStem
+## HGStem
 ---
-:::ultralytics.nn.modules.block.HGStem
+### ::: ultralytics.nn.modules.block.HGStem
 <br><br>
 
-# HGBlock
+## HGBlock
 ---
-:::ultralytics.nn.modules.block.HGBlock
+### ::: ultralytics.nn.modules.block.HGBlock
 <br><br>
 
-# SPP
+## SPP
 ---
-:::ultralytics.nn.modules.block.SPP
+### ::: ultralytics.nn.modules.block.SPP
 <br><br>
 
-# SPPF
+## SPPF
 ---
-:::ultralytics.nn.modules.block.SPPF
+### ::: ultralytics.nn.modules.block.SPPF
 <br><br>
 
-# C1
+## C1
 ---
-:::ultralytics.nn.modules.block.C1
+### ::: ultralytics.nn.modules.block.C1
 <br><br>
 
-# C2
+## C2
 ---
-:::ultralytics.nn.modules.block.C2
+### ::: ultralytics.nn.modules.block.C2
 <br><br>
 
-# C2f
+## C2f
 ---
-:::ultralytics.nn.modules.block.C2f
+### ::: ultralytics.nn.modules.block.C2f
 <br><br>
 
-# C3
+## C3
 ---
-:::ultralytics.nn.modules.block.C3
+### ::: ultralytics.nn.modules.block.C3
 <br><br>
 
-# C3x
+## C3x
 ---
-:::ultralytics.nn.modules.block.C3x
+### ::: ultralytics.nn.modules.block.C3x
 <br><br>
 
-# RepC3
+## RepC3
 ---
-:::ultralytics.nn.modules.block.RepC3
+### ::: ultralytics.nn.modules.block.RepC3
 <br><br>
 
-# C3TR
+## C3TR
 ---
-:::ultralytics.nn.modules.block.C3TR
+### ::: ultralytics.nn.modules.block.C3TR
 <br><br>
 
-# C3Ghost
+## C3Ghost
 ---
-:::ultralytics.nn.modules.block.C3Ghost
+### ::: ultralytics.nn.modules.block.C3Ghost
 <br><br>
 
-# GhostBottleneck
+## GhostBottleneck
 ---
-:::ultralytics.nn.modules.block.GhostBottleneck
+### ::: ultralytics.nn.modules.block.GhostBottleneck
 <br><br>
 
-# Bottleneck
+## Bottleneck
 ---
-:::ultralytics.nn.modules.block.Bottleneck
+### ::: ultralytics.nn.modules.block.Bottleneck
 <br><br>
 
-# BottleneckCSP
+## BottleneckCSP
 ---
-:::ultralytics.nn.modules.block.BottleneckCSP
+### ::: ultralytics.nn.modules.block.BottleneckCSP
 <br><br>

docs/reference/nn/modules/conv.md

@@ -3,72 +3,72 @@ description: Explore convolutional neural network modules & techniques such as L
 keywords: Ultralytics, Convolutional Neural Network, Conv2, DWConv, ConvTranspose, GhostConv, ChannelAttention, CBAM, autopad
 ---
 
-# Conv
+## Conv
 ---
-:::ultralytics.nn.modules.conv.Conv
+### ::: ultralytics.nn.modules.conv.Conv
 <br><br>
 
-# Conv2
+## Conv2
 ---
-:::ultralytics.nn.modules.conv.Conv2
+### ::: ultralytics.nn.modules.conv.Conv2
 <br><br>
 
-# LightConv
+## LightConv
 ---
-:::ultralytics.nn.modules.conv.LightConv
+### ::: ultralytics.nn.modules.conv.LightConv
 <br><br>
 
-# DWConv
+## DWConv
 ---
-:::ultralytics.nn.modules.conv.DWConv
+### ::: ultralytics.nn.modules.conv.DWConv
 <br><br>
 
-# DWConvTranspose2d
+## DWConvTranspose2d
 ---
-:::ultralytics.nn.modules.conv.DWConvTranspose2d
+### ::: ultralytics.nn.modules.conv.DWConvTranspose2d
 <br><br>
 
-# ConvTranspose
+## ConvTranspose
 ---
-:::ultralytics.nn.modules.conv.ConvTranspose
+### ::: ultralytics.nn.modules.conv.ConvTranspose
 <br><br>
 
-# Focus
+## Focus
 ---
-:::ultralytics.nn.modules.conv.Focus
+### ::: ultralytics.nn.modules.conv.Focus
 <br><br>
 
-# GhostConv
+## GhostConv
 ---
-:::ultralytics.nn.modules.conv.GhostConv
+### ::: ultralytics.nn.modules.conv.GhostConv
 <br><br>
 
-# RepConv
+## RepConv
 ---
-:::ultralytics.nn.modules.conv.RepConv
+### ::: ultralytics.nn.modules.conv.RepConv
 <br><br>
 
-# ChannelAttention
+## ChannelAttention
 ---
-:::ultralytics.nn.modules.conv.ChannelAttention
+### ::: ultralytics.nn.modules.conv.ChannelAttention
 <br><br>
 
-# SpatialAttention
+## SpatialAttention
 ---
-:::ultralytics.nn.modules.conv.SpatialAttention
+### ::: ultralytics.nn.modules.conv.SpatialAttention
 <br><br>
 
-# CBAM
+## CBAM
 ---
-:::ultralytics.nn.modules.conv.CBAM
+### ::: ultralytics.nn.modules.conv.CBAM
 <br><br>
 
-# Concat
+## Concat
 ---
-:::ultralytics.nn.modules.conv.Concat
+### ::: ultralytics.nn.modules.conv.Concat
 <br><br>
 
-# autopad
+## autopad
 ---
-:::ultralytics.nn.modules.conv.autopad
+### ::: ultralytics.nn.modules.conv.autopad
 <br><br>

docs/reference/nn/modules/head.md

@@ -3,27 +3,27 @@ description: 'Learn about Ultralytics YOLO modules: Segment, Classify, and RTDET
 keywords: Ultralytics, YOLO, object detection, pose estimation, RTDETRDecoder, modules, classes, documentation
 ---
 
-# Detect
+## Detect
 ---
-:::ultralytics.nn.modules.head.Detect
+### ::: ultralytics.nn.modules.head.Detect
 <br><br>
 
-# Segment
+## Segment
 ---
-:::ultralytics.nn.modules.head.Segment
+### ::: ultralytics.nn.modules.head.Segment
 <br><br>
 
-# Pose
+## Pose
 ---
-:::ultralytics.nn.modules.head.Pose
+### ::: ultralytics.nn.modules.head.Pose
 <br><br>
 
-# Classify
+## Classify
 ---
-:::ultralytics.nn.modules.head.Classify
+### ::: ultralytics.nn.modules.head.Classify
 <br><br>
 
-# RTDETRDecoder
+## RTDETRDecoder
 ---
-:::ultralytics.nn.modules.head.RTDETRDecoder
+### ::: ultralytics.nn.modules.head.RTDETRDecoder
 <br><br>

docs/reference/nn/modules/transformer.md

@@ -3,52 +3,52 @@ description: Explore the Ultralytics nn modules pages on Transformer and MLP blo
 keywords: Ultralytics, NN Modules, TransformerEncoderLayer, TransformerLayer, MLPBlock, LayerNorm2d, DeformableTransformerDecoderLayer, examples, code snippets, tutorials
 ---
 
-# TransformerEncoderLayer
+## TransformerEncoderLayer
 ---
-:::ultralytics.nn.modules.transformer.TransformerEncoderLayer
+### ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
 <br><br>
 
-# AIFI
+## AIFI
 ---
-:::ultralytics.nn.modules.transformer.AIFI
+### ::: ultralytics.nn.modules.transformer.AIFI
 <br><br>
 
-# TransformerLayer
+## TransformerLayer
 ---
-:::ultralytics.nn.modules.transformer.TransformerLayer
+### ::: ultralytics.nn.modules.transformer.TransformerLayer
 <br><br>
 
-# TransformerBlock
+## TransformerBlock
 ---
-:::ultralytics.nn.modules.transformer.TransformerBlock
+### ::: ultralytics.nn.modules.transformer.TransformerBlock
 <br><br>
 
-# MLPBlock
+## MLPBlock
 ---
-:::ultralytics.nn.modules.transformer.MLPBlock
+### ::: ultralytics.nn.modules.transformer.MLPBlock
 <br><br>
 
-# MLP
+## MLP
 ---
-:::ultralytics.nn.modules.transformer.MLP
+### ::: ultralytics.nn.modules.transformer.MLP
 <br><br>
 
-# LayerNorm2d
+## LayerNorm2d
 ---
-:::ultralytics.nn.modules.transformer.LayerNorm2d
+### ::: ultralytics.nn.modules.transformer.LayerNorm2d
 <br><br>
 
-# MSDeformAttn
+## MSDeformAttn
 ---
-:::ultralytics.nn.modules.transformer.MSDeformAttn
+### ::: ultralytics.nn.modules.transformer.MSDeformAttn
 <br><br>
 
-# DeformableTransformerDecoderLayer
+## DeformableTransformerDecoderLayer
 ---
-:::ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
+### ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
 <br><br>
 
-# DeformableTransformerDecoder
+## DeformableTransformerDecoder
 ---
-:::ultralytics.nn.modules.transformer.DeformableTransformerDecoder
+### ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder
 <br><br>

docs/reference/nn/modules/utils.md

@@ -3,27 +3,27 @@ description: 'Learn about Ultralytics NN modules: get_clones, linear_init_, and
 keywords: Ultralytics, NN Utils, Docs, PyTorch, bias initialization, linear initialization, multi-scale deformable attention
 ---
 
-# _get_clones
+## _get_clones
 ---
-:::ultralytics.nn.modules.utils._get_clones
+### ::: ultralytics.nn.modules.utils._get_clones
 <br><br>
 
-# bias_init_with_prob
+## bias_init_with_prob
 ---
-:::ultralytics.nn.modules.utils.bias_init_with_prob
+### ::: ultralytics.nn.modules.utils.bias_init_with_prob
 <br><br>
 
-# linear_init_
+## linear_init_
 ---
-:::ultralytics.nn.modules.utils.linear_init_
+### ::: ultralytics.nn.modules.utils.linear_init_
 <br><br>
 
-# inverse_sigmoid
+## inverse_sigmoid
 ---
-:::ultralytics.nn.modules.utils.inverse_sigmoid
+### ::: ultralytics.nn.modules.utils.inverse_sigmoid
 <br><br>
 
-# multi_scale_deformable_attn_pytorch
+## multi_scale_deformable_attn_pytorch
 ---
-:::ultralytics.nn.modules.utils.multi_scale_deformable_attn_pytorch
+### ::: ultralytics.nn.modules.utils.multi_scale_deformable_attn_pytorch
 <br><br>

docs/reference/nn/tasks.md

@@ -3,72 +3,72 @@ description: Learn how to work with Ultralytics YOLO Detection, Segmentation & C
 keywords: neural network, deep learning, computer vision, object detection, image segmentation, image classification, model ensemble, PyTorch
 ---
 
-# BaseModel
+## BaseModel
 ---
-:::ultralytics.nn.tasks.BaseModel
+### ::: ultralytics.nn.tasks.BaseModel
 <br><br>
 
-# DetectionModel
+## DetectionModel
 ---
-:::ultralytics.nn.tasks.DetectionModel
+### ::: ultralytics.nn.tasks.DetectionModel
 <br><br>
 
-# SegmentationModel
+## SegmentationModel
 ---
-:::ultralytics.nn.tasks.SegmentationModel
+### ::: ultralytics.nn.tasks.SegmentationModel
 <br><br>
 
-# PoseModel
+## PoseModel
 ---
-:::ultralytics.nn.tasks.PoseModel
+### ::: ultralytics.nn.tasks.PoseModel
 <br><br>
 
-# ClassificationModel
+## ClassificationModel
 ---
-:::ultralytics.nn.tasks.ClassificationModel
+### ::: ultralytics.nn.tasks.ClassificationModel
 <br><br>
 
-# RTDETRDetectionModel
+## RTDETRDetectionModel
 ---
-:::ultralytics.nn.tasks.RTDETRDetectionModel
+### ::: ultralytics.nn.tasks.RTDETRDetectionModel
 <br><br>
 
-# Ensemble
+## Ensemble
 ---
-:::ultralytics.nn.tasks.Ensemble
+### ::: ultralytics.nn.tasks.Ensemble
 <br><br>
 
-# torch_safe_load
+## torch_safe_load
 ---
-:::ultralytics.nn.tasks.torch_safe_load
+### ::: ultralytics.nn.tasks.torch_safe_load
 <br><br>
 
-# attempt_load_weights
+## attempt_load_weights
 ---
-:::ultralytics.nn.tasks.attempt_load_weights
+### ::: ultralytics.nn.tasks.attempt_load_weights
 <br><br>
 
-# attempt_load_one_weight
+## attempt_load_one_weight
 ---
-:::ultralytics.nn.tasks.attempt_load_one_weight
+### ::: ultralytics.nn.tasks.attempt_load_one_weight
 <br><br>
 
-# parse_model
+## parse_model
 ---
-:::ultralytics.nn.tasks.parse_model
+### ::: ultralytics.nn.tasks.parse_model
 <br><br>
 
-# yaml_model_load
+## yaml_model_load
 ---
-:::ultralytics.nn.tasks.yaml_model_load
+### ::: ultralytics.nn.tasks.yaml_model_load
 <br><br>
 
-# guess_model_scale
+## guess_model_scale
 ---
-:::ultralytics.nn.tasks.guess_model_scale
+### ::: ultralytics.nn.tasks.guess_model_scale
 <br><br>
 
-# guess_model_task
+## guess_model_task
 ---
-:::ultralytics.nn.tasks.guess_model_task
+### ::: ultralytics.nn.tasks.guess_model_task
 <br><br>