Release 8.0.5 PR (#279)

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>
Co-authored-by: Izam Mohammed <106471909+izam-mohammed@users.noreply.github.com>
Co-authored-by: Yue WANG 王跃 <92371174+yuewangg@users.noreply.github.com>
Co-authored-by: Thibaut Lucas <thibautlucas13@gmail.com>

docs/reference/base_pred.md

@@ -1,5 +1,8 @@
-All task Predictors are inherited from `BasePredictors` class that contains the model validation routine boilerplate. You can override any function of these Trainers to suit your needs.
+All task Predictors are inherited from `BasePredictors` class that contains the model validation routine boilerplate.
+You can override any function of these Trainers to suit your needs.
 
 ---
+
 ### BasePredictor API Reference
+
 :::ultralytics.yolo.engine.predictor.BasePredictor

docs/reference/base_trainer.md

@@ -1,5 +1,8 @@
-All task Trainers are inherited from `BaseTrainer` class that contains the model training and optimzation routine boilerplate. You can override any function of these Trainers to suit your needs.
+All task Trainers are inherited from `BaseTrainer` class that contains the model training and optimzation routine
+boilerplate. You can override any function of these Trainers to suit your needs.
 
 ---
+
 ### BaseTrainer API Reference
+
 :::ultralytics.yolo.engine.trainer.BaseTrainer

docs/reference/base_val.md

@@ -1,5 +1,8 @@
-All task Validators are inherited from `BaseValidator` class that contains the model validation routine boilerplate. You can override any function of these Trainers to suit your needs.
+All task Validators are inherited from `BaseValidator` class that contains the model validation routine boilerplate. You
+can override any function of these Trainers to suit your needs.
 
 ---
+
 ### BaseValidator API Reference
+
 :::ultralytics.yolo.engine.validator.BaseValidator

docs/reference/exporter.md

@@ -1,2 +1,3 @@
 ### Exporter API Reference
+
 :::ultralytics.yolo.engine.exporter.Exporter

docs/reference/nn.md

@@ -1,4 +1,5 @@
 # nn Module
+
 Ultralytics nn module contains 3 main components:
 
 1. **AutoBackend**: A module that can run inference on all popular model formats
@@ -6,10 +7,13 @@ Ultralytics nn module contains 3 main components:
 3. **modules**: Optimized and reusable neural network blocks built on PyTorch.
 
 ## AutoBackend
+
 :::ultralytics.nn.autobackend.AutoBackend
 
 ## BaseModel
+
 :::ultralytics.nn.tasks.BaseModel
 
 ## Modules
+
 TODO

docs/reference/ops.md

@@ -1,159 +1,205 @@
 This module contains optimized deep learning related operations used in the Ultralytics YOLO framework
+
 ## Non-max suppression
+
 :::ultralytics.ops.non_max_suppression
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## Scale boxes
+
 :::ultralytics.ops.scale_boxes
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## Scale image
+
 :::ultralytics.ops.scale_image
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## clip boxes
+
 :::ultralytics.ops.clip_boxes
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 # Box Format Conversion
+
 ## xyxy2xywh
+
 :::ultralytics.ops.xyxy2xywh
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## xywh2xyxy
+
 :::ultralytics.ops.xywh2xyxy
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## xywhn2xyxy
+
 :::ultralytics.ops.xywhn2xyxy
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## xyxy2xywhn
+
 :::ultralytics.ops.xyxy2xywhn
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## xyn2xy
+
 :::ultralytics.ops.xyn2xy
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## xywh2ltwh
+
 :::ultralytics.ops.xywh2ltwh
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## xyxy2ltwh
+
 :::ultralytics.ops.xyxy2ltwh
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## ltwh2xywh
+
 :::ultralytics.ops.ltwh2xywh
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## ltwh2xyxy
+
 :::ultralytics.ops.ltwh2xyxy
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## segment2box
+
 :::ultralytics.ops.segment2box
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 # Mask Operations
+
 ## resample_segments
+
 :::ultralytics.ops.resample_segments
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## crop_mask
+
 :::ultralytics.ops.crop_mask
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## process_mask_upsample
+
 :::ultralytics.ops.process_mask_upsample
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## process_mask
+
 :::ultralytics.ops.process_mask
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## process_mask_native
+
 :::ultralytics.ops.process_mask_native
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## scale_segments
+
 :::ultralytics.ops.scale_segments
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## masks2segments
+
 :::ultralytics.ops.masks2segments
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---
+
 ## clip_segments
+
 :::ultralytics.ops.clip_segments
-    handler: python
-    options:
-        show_source: false
-        show_root_toc_entry: false
+handler: python
+options:
+show_source: false
+show_root_toc_entry: false
 ---