Update prediction Results docs (#4139)

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

docs/reference/nn/modules/block.md

@@ -3,87 +3,76 @@ description: Explore Ultralytics YOLO neural network modules, Proto to Bottlenec
 keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, SPPF, C2, C3, RepC3, C3Ghost, Bottleneck, BottleneckCSP
 ---
 
-## DFL
+# Reference for `ultralytics/nn/modules/block.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py).
+
 ---
-### ::: ultralytics.nn.modules.block.DFL
+## ::: ultralytics.nn.modules.block.DFL
 <br><br>
 
-## Proto
 ---
-### ::: ultralytics.nn.modules.block.Proto
+## ::: ultralytics.nn.modules.block.Proto
 <br><br>
 
-## HGStem
 ---
-### ::: ultralytics.nn.modules.block.HGStem
+## ::: ultralytics.nn.modules.block.HGStem
 <br><br>
 
-## HGBlock
 ---
-### ::: ultralytics.nn.modules.block.HGBlock
+## ::: ultralytics.nn.modules.block.HGBlock
 <br><br>
 
-## SPP
 ---
-### ::: ultralytics.nn.modules.block.SPP
+## ::: ultralytics.nn.modules.block.SPP
 <br><br>
 
-## SPPF
 ---
-### ::: ultralytics.nn.modules.block.SPPF
+## ::: ultralytics.nn.modules.block.SPPF
 <br><br>
 
-## C1
 ---
-### ::: ultralytics.nn.modules.block.C1
+## ::: ultralytics.nn.modules.block.C1
 <br><br>
 
-## C2
 ---
-### ::: ultralytics.nn.modules.block.C2
+## ::: ultralytics.nn.modules.block.C2
 <br><br>
 
-## C2f
 ---
-### ::: ultralytics.nn.modules.block.C2f
+## ::: ultralytics.nn.modules.block.C2f
 <br><br>
 
-## C3
 ---
-### ::: ultralytics.nn.modules.block.C3
+## ::: ultralytics.nn.modules.block.C3
 <br><br>
 
-## C3x
 ---
-### ::: ultralytics.nn.modules.block.C3x
+## ::: ultralytics.nn.modules.block.C3x
 <br><br>
 
-## RepC3
 ---
-### ::: ultralytics.nn.modules.block.RepC3
+## ::: ultralytics.nn.modules.block.RepC3
 <br><br>
 
-## C3TR
 ---
-### ::: ultralytics.nn.modules.block.C3TR
+## ::: ultralytics.nn.modules.block.C3TR
 <br><br>
 
-## C3Ghost
 ---
-### ::: ultralytics.nn.modules.block.C3Ghost
+## ::: ultralytics.nn.modules.block.C3Ghost
 <br><br>
 
-## GhostBottleneck
 ---
-### ::: ultralytics.nn.modules.block.GhostBottleneck
+## ::: ultralytics.nn.modules.block.GhostBottleneck
 <br><br>
 
-## Bottleneck
 ---
-### ::: ultralytics.nn.modules.block.Bottleneck
+## ::: ultralytics.nn.modules.block.Bottleneck
 <br><br>
 
-## BottleneckCSP
 ---
-### ::: ultralytics.nn.modules.block.BottleneckCSP
+## ::: ultralytics.nn.modules.block.BottleneckCSP
 <br><br>

docs/reference/nn/modules/conv.md

@@ -3,72 +3,64 @@ description: Explore various Ultralytics convolution modules including Conv2, DW
 keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostConv, ChannelAttention, CBAM, autopad
 ---
 
-## Conv
+# Reference for `ultralytics/nn/modules/conv.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py).
+
 ---
-### ::: ultralytics.nn.modules.conv.Conv
+## ::: ultralytics.nn.modules.conv.Conv
 <br><br>
 
-## Conv2
 ---
-### ::: ultralytics.nn.modules.conv.Conv2
+## ::: ultralytics.nn.modules.conv.Conv2
 <br><br>
 
-## LightConv
 ---
-### ::: ultralytics.nn.modules.conv.LightConv
+## ::: ultralytics.nn.modules.conv.LightConv
 <br><br>
 
-## DWConv
 ---
-### ::: ultralytics.nn.modules.conv.DWConv
+## ::: ultralytics.nn.modules.conv.DWConv
 <br><br>
 
-## DWConvTranspose2d
 ---
-### ::: ultralytics.nn.modules.conv.DWConvTranspose2d
+## ::: ultralytics.nn.modules.conv.DWConvTranspose2d
 <br><br>
 
-## ConvTranspose
 ---
-### ::: ultralytics.nn.modules.conv.ConvTranspose
+## ::: ultralytics.nn.modules.conv.ConvTranspose
 <br><br>
 
-## Focus
 ---
-### ::: ultralytics.nn.modules.conv.Focus
+## ::: ultralytics.nn.modules.conv.Focus
 <br><br>
 
-## GhostConv
 ---
-### ::: ultralytics.nn.modules.conv.GhostConv
+## ::: ultralytics.nn.modules.conv.GhostConv
 <br><br>
 
-## RepConv
 ---
-### ::: ultralytics.nn.modules.conv.RepConv
+## ::: ultralytics.nn.modules.conv.RepConv
 <br><br>
 
-## ChannelAttention
 ---
-### ::: ultralytics.nn.modules.conv.ChannelAttention
+## ::: ultralytics.nn.modules.conv.ChannelAttention
 <br><br>
 
-## SpatialAttention
 ---
-### ::: ultralytics.nn.modules.conv.SpatialAttention
+## ::: ultralytics.nn.modules.conv.SpatialAttention
 <br><br>
 
-## CBAM
 ---
-### ::: ultralytics.nn.modules.conv.CBAM
+## ::: ultralytics.nn.modules.conv.CBAM
 <br><br>
 
-## Concat
 ---
-### ::: ultralytics.nn.modules.conv.Concat
+## ::: ultralytics.nn.modules.conv.Concat
 <br><br>
 
-## autopad
 ---
-### ::: ultralytics.nn.modules.conv.autopad
+## ::: ultralytics.nn.modules.conv.autopad
 <br><br>

docs/reference/nn/modules/head.md

@@ -3,27 +3,28 @@ description: Explore docs covering Ultralytics YOLO detection, pose & RTDETRDeco
 keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
 ---
 
-## Detect
+# Reference for `ultralytics/nn/modules/head.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py).
+
 ---
-### ::: ultralytics.nn.modules.head.Detect
+## ::: ultralytics.nn.modules.head.Detect
 <br><br>
 
-## Segment
 ---
-### ::: ultralytics.nn.modules.head.Segment
+## ::: ultralytics.nn.modules.head.Segment
 <br><br>
 
-## Pose
 ---
-### ::: ultralytics.nn.modules.head.Pose
+## ::: ultralytics.nn.modules.head.Pose
 <br><br>
 
-## Classify
 ---
-### ::: ultralytics.nn.modules.head.Classify
+## ::: ultralytics.nn.modules.head.Classify
 <br><br>
 
-## RTDETRDecoder
 ---
-### ::: ultralytics.nn.modules.head.RTDETRDecoder
+## ::: ultralytics.nn.modules.head.RTDETRDecoder
 <br><br>

docs/reference/nn/modules/transformer.md

@@ -3,52 +3,48 @@ description: Learn about Ultralytics transformer encoder, layer, MLP block, Laye
 keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, TransformerLayer, MLPBlock, LayerNorm2d, DeformableTransformerDecoderLayer
 ---
 
-## TransformerEncoderLayer
+# Reference for `ultralytics/nn/modules/transformer.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py).
+
 ---
-### ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
+## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
 <br><br>
 
-## AIFI
 ---
-### ::: ultralytics.nn.modules.transformer.AIFI
+## ::: ultralytics.nn.modules.transformer.AIFI
 <br><br>
 
-## TransformerLayer
 ---
-### ::: ultralytics.nn.modules.transformer.TransformerLayer
+## ::: ultralytics.nn.modules.transformer.TransformerLayer
 <br><br>
 
-## TransformerBlock
 ---
-### ::: ultralytics.nn.modules.transformer.TransformerBlock
+## ::: ultralytics.nn.modules.transformer.TransformerBlock
 <br><br>
 
-## MLPBlock
 ---
-### ::: ultralytics.nn.modules.transformer.MLPBlock
+## ::: ultralytics.nn.modules.transformer.MLPBlock
 <br><br>
 
-## MLP
 ---
-### ::: ultralytics.nn.modules.transformer.MLP
+## ::: ultralytics.nn.modules.transformer.MLP
 <br><br>
 
-## LayerNorm2d
 ---
-### ::: ultralytics.nn.modules.transformer.LayerNorm2d
+## ::: ultralytics.nn.modules.transformer.LayerNorm2d
 <br><br>
 
-## MSDeformAttn
 ---
-### ::: ultralytics.nn.modules.transformer.MSDeformAttn
+## ::: ultralytics.nn.modules.transformer.MSDeformAttn
 <br><br>
 
-## DeformableTransformerDecoderLayer
 ---
-### ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
+## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
 <br><br>
 
-## DeformableTransformerDecoder
 ---
-### ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder
+## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder
 <br><br>

docs/reference/nn/modules/utils.md

@@ -3,27 +3,28 @@ description: Explore Ultralytics neural network utils, such as bias_init_with_pr
 keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, inverse_sigmoid, multi_scale_deformable_attn_pytorch
 ---
 
-## _get_clones
+# Reference for `ultralytics/nn/modules/utils.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py).
+
 ---
-### ::: ultralytics.nn.modules.utils._get_clones
+## ::: ultralytics.nn.modules.utils._get_clones
 <br><br>
 
-## bias_init_with_prob
 ---
-### ::: ultralytics.nn.modules.utils.bias_init_with_prob
+## ::: ultralytics.nn.modules.utils.bias_init_with_prob
 <br><br>
 
-## linear_init_
 ---
-### ::: ultralytics.nn.modules.utils.linear_init_
+## ::: ultralytics.nn.modules.utils.linear_init_
 <br><br>
 
-## inverse_sigmoid
 ---
-### ::: ultralytics.nn.modules.utils.inverse_sigmoid
+## ::: ultralytics.nn.modules.utils.inverse_sigmoid
 <br><br>
 
-## 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>