Fix Docs reference section __init__.py URLs (#4168)

docs/build_reference.py

@@ -44,12 +44,14 @@ def create_markdown(py_filepath, module_path, classes, functions):
                 if 'description:' in part or 'comments:' in part:
                     header_content += f'---{part}---\n\n'
 
-    module_path = module_path.replace('.__init__', '')
-    module_sep = module_path.replace(".", "/")
-    url = f'https://github.com/ultralytics/ultralytics/blob/main/{module_sep}.py'
-    title_content = f'# Reference for `{module_sep}.py`\n\n!!! note\n\n    Full source code for this file is available at [{url}]({url}).\n\n'
-    md_content = [f'---\n## ::: {module_path}.{class_name}\n<br><br>\n' for class_name in classes]
-    md_content.extend(f'---\n## ::: {module_path}.{func_name}\n<br><br>\n' for func_name in functions)
+    module_name = module_path.replace('.__init__', '')
+    module_path = module_path.replace(".", "/")
+    url = f'https://github.com/ultralytics/ultralytics/blob/main/{module_path}.py'
+    title_content = (f'# Reference for `{module_path}.py`\n\n'
+                     f'!!! note\n\n'
+                     f'    Full source code for this file is available at [{url}]({url}). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!\n\n')
+    md_content = [f'---\n## ::: {module_name}.{class_name}\n<br><br>\n' for class_name in classes]
+    md_content.extend(f'---\n## ::: {module_name}.{func_name}\n<br><br>\n' for func_name in functions)
     md_content = header_content + title_content + '\n'.join(md_content)
     if not md_content.endswith('\n'):
         md_content += '\n'

docs/reference/cfg/__init__.md

@@ -3,11 +3,11 @@ description: Explore Ultralytics cfg functions like cfg2dict, handle_deprecation
 keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_equals_args, handle_yolo_settings, copy_default_cfg, Image Detection
 ---
 
-# Reference for `ultralytics/cfg.py`
+# Reference for `ultralytics/cfg/__init__.py`
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.cfg.cfg2dict

docs/reference/data/annotator.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Pro
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.annotator.auto_annotate

docs/reference/data/augment.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.augment.BaseTransform

docs/reference/data/base.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.base.BaseDataset

docs/reference/data/build.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.build.InfiniteDataLoader

docs/reference/data/converter.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.converter.coco91_to_coco80_class

docs/reference/data/dataset.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data m
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.dataset.YOLODataset

docs/reference/data/loaders.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO,
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.loaders.SourceTypes

docs/reference/data/utils.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas
 
 !!! note
 
-    Full source code for 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).
+    Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.data.utils.HUBDatasetStats

docs/reference/engine/exporter.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Exporter, iOSDetectModel, Export Formats, Try export
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.engine.exporter.Exporter

docs/reference/engine/model.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.engine.model.Model

docs/reference/engine/predictor.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.engine.predictor.BasePredictor

docs/reference/engine/results.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.engine.results.BaseTensor

docs/reference/engine/trainer.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.engine.trainer.BaseTrainer

docs/reference/engine/validator.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.engine.validator.BaseValidator

docs/reference/hub/__init__.md

@@ -3,11 +3,11 @@ description: Explore Ultralytics hub functions for model resetting, checking dat
 keywords: Ultralytics, hub functions, model export, dataset check, reset model, YOLO Docs
 ---
 
-# Reference for `ultralytics/hub.py`
+# Reference for `ultralytics/hub/__init__.py`
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.hub.login

docs/reference/hub/auth.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.hub.auth.Auth

docs/reference/hub/session.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.hub.session.HUBTrainingSession

docs/reference/hub/utils.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.hub.utils.Events

docs/reference/models/fastsam/model.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.fastsam.model.FastSAM

docs/reference/models/fastsam/predict.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.fastsam.predict.FastSAMPredictor

docs/reference/models/fastsam/prompt.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt

docs/reference/models/fastsam/utils.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border

docs/reference/models/fastsam/val.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.fastsam.val.FastSAMValidator

docs/reference/models/nas/model.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.nas.model.NAS

docs/reference/models/nas/predict.md

@@ -7,7 +7,7 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.nas.predict.NASPredictor

docs/reference/models/nas/val.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.nas.val.NASValidator

docs/reference/models/rtdetr/model.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.rtdetr.model.RTDETR

docs/reference/models/rtdetr/predict.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor

docs/reference/models/rtdetr/train.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.rtdetr.train.RTDETRTrainer

docs/reference/models/rtdetr/val.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.rtdetr.val.RTDETRDataset

docs/reference/models/sam/amg.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.amg.MaskData

docs/reference/models/sam/build.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.build.build_sam_vit_h

docs/reference/models/sam/model.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.model.SAM

docs/reference/models/sam/modules/decoders.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.modules.decoders.MaskDecoder

docs/reference/models/sam/modules/encoders.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT

docs/reference/models/sam/modules/sam.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.modules.sam.Sam

docs/reference/models/sam/modules/tiny_encoder.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN

docs/reference/models/sam/modules/transformer.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer

docs/reference/models/sam/predict.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.sam.predict.Predictor

docs/reference/models/utils/loss.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.utils.loss.DETRLoss

docs/reference/models/utils/ops.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.utils.ops.HungarianMatcher

docs/reference/models/yolo/classify/predict.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor

docs/reference/models/yolo/classify/train.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer

docs/reference/models/yolo/classify/val.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.classify.val.ClassificationValidator

docs/reference/models/yolo/detect/predict.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor

docs/reference/models/yolo/detect/train.md

@@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.detect.train.DetectionTrainer

docs/reference/models/yolo/detect/val.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.detect.val.DetectionValidator

docs/reference/models/yolo/model.md

@@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.model.YOLO

docs/reference/models/yolo/pose/predict.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.pose.predict.PosePredictor

docs/reference/models/yolo/pose/train.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.pose.train.PoseTrainer

docs/reference/models/yolo/pose/val.md

@@ -7,7 +7,7 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.pose.val.PoseValidator

docs/reference/models/yolo/segment/predict.md

@@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor

docs/reference/models/yolo/segment/train.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer

docs/reference/models/yolo/segment/val.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.models.yolo.segment.val.SegmentationValidator

docs/reference/nn/autobackend.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.autobackend.AutoBackend

docs/reference/nn/modules/block.md

@@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S
 
 !!! 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).
+    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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.modules.block.DFL

docs/reference/nn/modules/conv.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC
 
 !!! 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).
+    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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.modules.conv.Conv

docs/reference/nn/modules/head.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
 
 !!! 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).
+    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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.modules.head.Detect

docs/reference/nn/modules/transformer.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans
 
 !!! 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).
+    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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer

docs/reference/nn/modules/utils.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in
 
 !!! 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).
+    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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.modules.utils._get_clones

docs/reference/nn/tasks.md

@@ -2,7 +2,7 @@
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.nn.tasks.BaseModel

docs/reference/trackers/basetrack.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.basetrack.TrackState

docs/reference/trackers/bot_sort.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.bot_sort.BOTrack

docs/reference/trackers/byte_tracker.md

@@ -7,7 +7,7 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.byte_tracker.STrack

docs/reference/trackers/track.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.track.on_predict_start

docs/reference/trackers/utils/gmc.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.utils.gmc.GMC

docs/reference/trackers/utils/kalman_filter.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH

docs/reference/trackers/utils/matching.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.trackers.utils.matching.merge_matches

docs/reference/utils/__init__.md

@@ -3,11 +3,11 @@ description: Explore the Ultralytics Utils package, with handy functions like co
 keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_logging, is_kaggle, is_docker, clean_url
 ---
 
-# Reference for `ultralytics/utils.py`
+# Reference for `ultralytics/utils/__init__.py`
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.SimpleClass

docs/reference/utils/autobatch.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.autobatch.check_train_batch_size

docs/reference/utils/benchmarks.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.benchmarks.ProfileModels

docs/reference/utils/callbacks/base.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start

docs/reference/utils/callbacks/clearml.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation en
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.clearml._log_debug_samples

docs/reference/utils/callbacks/comet.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experime
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.comet._get_comet_mode

docs/reference/utils/callbacks/dvc.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine l
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.dvc._logger_disabled

docs/reference/utils/callbacks/hub.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_tra
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end

docs/reference/utils/callbacks/mlflow.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end

docs/reference/utils/callbacks/neptune.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_p
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.neptune._log_scalars

docs/reference/utils/callbacks/raytune.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep le
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end

docs/reference/utils/callbacks/tensorboard.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.tensorboard._log_scalars

docs/reference/utils/callbacks/wb.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.callbacks.wb._log_plots

docs/reference/utils/checks.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_p
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.checks.is_ascii

docs/reference/utils/dist.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.dist.find_free_network_port

docs/reference/utils/downloads.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.downloads.is_url

docs/reference/utils/errors.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, HUBModelError, Machine Learning, Error troubleshooting, U
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.errors.HUBModelError

docs/reference/utils/files.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, utility functions, file operations, working directory, fi
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.files.WorkingDirectory

docs/reference/utils/instance.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Bboxes, _ntuple, utility, ultralytics utils.instance
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.instance.Bboxes

docs/reference/utils/loss.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.loss.VarifocalLoss

docs/reference/utils/metrics.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.metrics.ConfusionMatrix

docs/reference/utils/ops.md

@@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.ops.Profile

docs/reference/utils/patches.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, Patches, imread, imshow, torch_save, image process
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.patches.imread

docs/reference/utils/plotting.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.plotting.Colors

docs/reference/utils/tal.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.tal.TaskAlignedAssigner

docs/reference/utils/torch_utils.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, Torch Utils, Model EMA, Early Stopping, Smart Inference,
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.torch_utils.ModelEMA

docs/reference/utils/tuner.md

@@ -7,7 +7,7 @@ keywords: Ultralytics, run_ray_tune, machine learning tuning, machine learning e
 
 !!! note
 
-    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py).
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
 
 ---
 ## ::: ultralytics.utils.tuner.run_ray_tune

ultralytics/cfg/__init__.py

@@ -222,7 +222,7 @@ def handle_yolo_hub(args: List[str]) -> None:
         args (List[str]): A list of command line arguments
 
     Example:
-        ```python
+        ```bash
         python my_script.py hub login your_api_key
         ```
     """
@@ -248,7 +248,7 @@ def handle_yolo_settings(args: List[str]) -> None:
         args (List[str]): A list of command line arguments for YOLO settings management.
 
     Example:
-        ```python
+        ```bash
         python my_script.py yolo settings reset
         ```
     """

ultralytics/hub/__init__.py

@@ -18,6 +18,7 @@ def login(api_key=''):
     Example:
         ```python
         from ultralytics import hub
+
         hub.login('API_KEY')
         ```
     """
@@ -31,6 +32,7 @@ def logout():
     Example:
         ```python
         from ultralytics import hub
+
         hub.logout()
         ```
     """

ultralytics/utils/ops.py

@@ -62,6 +62,8 @@ def coco80_to_coco91_class():  #
 
     Example:
         ```python
+        import numpy as np
+
         a = np.loadtxt('data/coco.names', dtype='str', delimiter='\n')
         b = np.loadtxt('data/coco_paper.names', dtype='str', delimiter='\n')
         x1 = [list(a[i] == b).index(True) + 1 for i in range(80)]  # darknet to coco