Update docs predict, buttons, reference (#6585)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

docs/ar/modes/index.md

@@ -44,34 +44,34 @@ YOLOv8 من Ultralytics ليست مجرد نموذج لكشف الكائنات
 
 يتم استخدام وضع التدريب لتدريب نموذج YOLOv8 على مجموعة بيانات مخصصة. في هذا الوضع، يتم تدريب النموذج باستخدام مجموعة البيانات والمعلمات الهايبر للحصول على دقة في توقع الفئات ومواقع الكائنات في الصورة.
 
-[أمثلة التدريب](train.md){ .md-button .md-button--primary}
+[أمثلة التدريب](train.md){ .md-button }
 
 ## [وضع التحقق](val.md)
 
 يتم استخدام وضع التحقق للتحقق من نموذج YOLOv8 بعد تدريبه. في هذا الوضع، يتم تقييم النموذج على مجموعة التحقق لقياس دقته وأداء التعميم. يمكن استخدام هذا الوضع لتعديل المعلمات الهايبر للنموذج لتحسين أدائه.
 
-[أمثلة التحقق](val.md){ .md-button .md-button--primary}
+[أمثلة التحقق](val.md){ .md-button }
 
 ## [وضع التنبؤ](predict.md)
 
 يتم استخدام وضع التنبؤ لإجراء تنبؤات باستخدام نموذج YOLOv8 المدرب على صور أو فيديوهات جديدة. في هذا الوضع، يتم تحميل النموذج من ملف الفحص، ويمكن للمستخدم توفير الصور أو مقاطع الفيديو لإجراء استدلال. يقوم النموذج بتوقع الفئات ومواقع الكائنات في الصور أو مقاطع الفيديو المدخلة.
 
-[أمثلة التنبؤ](predict.md){ .md-button .md-button--primary}
+[أمثلة التنبؤ](predict.md){ .md-button }
 
 ## [وضع التصدير](export.md)
 
 يتم استخدام وضع التصدير لتصدير نموذج YOLOv8 إلى صيغة يمكن استخدامها للنشر. في هذا الوضع، يتم تحويل النموذج إلى صيغة يمكن استخدامها من قبل تطبيقات البرامج الأخرى أو الأجهزة الأجهزة. يكون هذا الوضع مفيدًا عند نشر النموذج في بيئات الإنتاج.
 
-[أمثلة التصدير](export.md){ .md-button .md-button--primary}
+[أمثلة التصدير](export.md){ .md-button }
 
 ## [وضع التتبع](track.md)
 
 يتم استخدام وضع التتبع لتتبع الكائنات في الوقت الحقيقي باستخدام نموذج YOLOv8. في هذا الوضع، يتم تحميل النموذج من ملف الفحص، ويمكن للمستخدم توفير تيار فيديو مباشر لأداء تتبع الكائنات في الوقت الفعلي. يكون هذا الوضع مفيدًا لتطبيقات مثل أنظمة المراقبة أو السيارات ذاتية القيادة.
 
-[أمثلة التتبع](track.md){ .md-button .md-button--primary}
+[أمثلة التتبع](track.md){ .md-button }
 
 ## [وضع اختبار الأداء](benchmark.md)
 
 يتم استخدام وضع اختبار الأداء لتقييم سرعة ودقة صيغ التصدير المختلفة لـ YOLOv8. تقدم الاختبارات معلومات حول حجم الصيغة المصدر، معيار الأداء `mAP50-95` (لكشف الكائنات والتقسيم والتصوير) أو المعيار `accuracy_top5` (للتصنيف)، ووقت الاستدلال بالملي ثانية لكل صورة في صيغ التصدير المختلفة مثل ONNX و OpenVINO و TensorRT وغيرها. يمكن لهذه المعلومات مساعدة المستخدمين على اختيار صيغة التصدير الأمثل لحالتهم الاستخدامية المحددة بناءً على متطلبات السرعة والدقة.
 
-[أمثلة اختبار الأداء](benchmark.md){ .md-button .md-button--primary}
+[أمثلة اختبار الأداء](benchmark.md){ .md-button }

docs/ar/quickstart.md

@@ -202,7 +202,7 @@ keywords: تثبيت Ultralytics, pip install Ultralytics, Docker install Ultral
     - `yolo predict model=yolov8n.pt, imgsz=640, conf=0.25`  ❌ (لا تستخدم `,`)
     - `yolo predict --model yolov8n.pt --imgsz 640 --conf 0.25`  ❌ (لا تستخدم `--`)
 
-[دليل CLI](/../usage/cli.md){ .md-button .md-button--primary}
+[دليل CLI](/../usage/cli.md){ .md-button }
 
 ## استخدم Ultralytics مع Python
 

docs/ar/tasks/index.md

@@ -30,25 +30,25 @@ YOLOv8 هو إطار ذكاء اصطناعي يدعم عدة **مهام** للر
 
 الكشف هو المهمة الأساسية المدعومة بواسطة YOLOv8. يتضمن الكشف اكتشاف الكائنات في صورة أو إطار فيديو ورسم مربعات محيطة حولها. يتم تصنيف الكائنات المكتشفة إلى فئات مختلفة استنادًا إلى ميزاتها. يمكن لـ YOLOv8 اكتشاف أكثر من كائن واحد في صورة أو إطار فيديو واحد بدقة وسرعة عالية.
 
-[أمثلة للكشف](detect.md){ .md-button .md-button--primary}
+[أمثلة للكشف](detect.md){ .md-button }
 
 ## [التجزئة](segment.md)
 
 التجزئة هي مهمة تتضمن تقسيم صورة إلى مناطق مختلفة استنادًا إلى محتوى الصورة. يتم تعيين علامة لكل منطقة استنادًا إلى محتواها. تعتبر هذه المهمة مفيدة في تطبيقات مثل تجزئة الصور وتصوير الطبية. يستخدم YOLOv8 نسخة معدلة من هندسة U-Net لأداء التجزئة.
 
-[أمثلة للتجزئة](segment.md){ .md-button .md-button--primary}
+[أمثلة للتجزئة](segment.md){ .md-button }
 
 ## [التصنيف](classify.md)
 
 التصنيف هو مهمة تتضمن تصنيف صورة إلى فئات مختلفة. يمكن استخدام YOLOv8 لتصنيف الصور استنادًا إلى محتواها. يستخدم نسخة معدلة من هندسة EfficientNet لأداء التصنيف.
 
-[أمثلة للتصنيف](classify.md){ .md-button .md-button--primary}
+[أمثلة للتصنيف](classify.md){ .md-button }
 
 ## [تقدير الوضعية](pose.md)
 
 تقدير الوضعية/النقاط الرئيسية هو مهمة تتضمن اكتشاف نقاط محددة في صورة أو إطار فيديو. يُشار إلى هذه النقاط بمصطلح النقاط الرئيسية وتُستخدم لتتبع الحركة أو تقدير الوضعية. يمكن لـ YOLOv8 اكتشاف النقاط الرئيسية في صورة أو إطار فيديو بدقة وسرعة عالية.
 
-[أمثلة لتقدير الوضعية](pose.md){ .md-button .md-button--primary}
+[أمثلة لتقدير الوضعية](pose.md){ .md-button }
 
 ## الاستنتاج
 

docs/build_reference.py

@@ -51,8 +51,8 @@ def create_markdown(py_filepath: Path, module_path: str, classes: list, function
         f'!!! Note\n\n'
         f'    This file is available at [{url}]({url}). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request]({edit}) 🛠️. 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 = ['<br><br>\n'] + [f'## ::: {module_name}.{class_name}\n\n<br><br>\n' for class_name in classes]
+    md_content.extend(f'## ::: {module_name}.{func_name}\n\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/de/modes/index.md

@@ -40,35 +40,35 @@ Dieser umfassende Leitfaden soll Ihnen einen Überblick und praktische Einblicke
 
 Der Trainingsmodus wird verwendet, um ein YOLOv8-Modell mit einem angepassten Datensatz zu trainieren. In diesem Modus wird das Modell mit dem angegebenen Datensatz und den Hyperparametern trainiert. Der Trainingsprozess beinhaltet die Optimierung der Modellparameter, damit es die Klassen und Standorte von Objekten in einem Bild genau vorhersagen kann.
 
-[Trainingsbeispiele](train.md){ .md-button .md-button--primary}
+[Trainingsbeispiele](train.md){ .md-button }
 
 ## [Validieren](val.md)
 
 Der Validierungsmodus wird genutzt, um ein YOLOv8-Modell nach dem Training zu bewerten. In diesem Modus wird das Modell auf einem Validierungsset getestet, um seine Genauigkeit und Generalisierungsleistung zu messen. Dieser Modus kann verwendet werden, um die Hyperparameter des Modells für eine bessere Leistung zu optimieren.
 
-[Validierungsbeispiele](val.md){ .md-button .md-button--primary}
+[Validierungsbeispiele](val.md){ .md-button }
 
 ## [Vorhersagen](predict.md)
 
 Der Vorhersagemodus wird verwendet, um mit einem trainierten YOLOv8-Modell Vorhersagen für neue Bilder oder Videos zu treffen. In diesem Modus wird das Modell aus einer Checkpoint-Datei geladen, und der Benutzer kann Bilder oder Videos zur Inferenz bereitstellen. Das Modell sagt die Klassen und Standorte von Objekten in den Eingabebildern oder -videos voraus.
 
-[Vorhersagebeispiele](predict.md){ .md-button .md-button--primary}
+[Vorhersagebeispiele](predict.md){ .md-button }
 
 ## [Exportieren](export.md)
 
 Der Exportmodus wird verwendet, um ein YOLOv8-Modell in ein Format zu exportieren, das für die Bereitstellung verwendet werden kann. In diesem Modus wird das Modell in ein Format konvertiert, das von anderen Softwareanwendungen oder Hardwaregeräten verwendet werden kann. Dieser Modus ist nützlich, wenn das Modell in Produktionsumgebungen eingesetzt wird.
 
-[Exportbeispiele](export.md){ .md-button .md-button--primary}
+[Exportbeispiele](export.md){ .md-button }
 
 ## [Verfolgen](track.md)
 
 Der Trackingmodus wird zur Echtzeitverfolgung von Objekten mit einem YOLOv8-Modell verwendet. In diesem Modus wird das Modell aus einer Checkpoint-Datei geladen, und der Benutzer kann einen Live-Videostream für das Echtzeitobjekttracking bereitstellen. Dieser Modus ist nützlich für Anwendungen wie Überwachungssysteme oder selbstfahrende Autos.
 
-[Trackingbeispiele](track.md){ .md-button .md-button--primary}
+[Trackingbeispiele](track.md){ .md-button }
 
 ## [Benchmarking](benchmark.md)
 
 Der Benchmark-Modus wird verwendet, um die Geschwindigkeit und Genauigkeit verschiedener Exportformate für YOLOv8 zu profilieren. Die Benchmarks liefern Informationen über die Größe des exportierten Formats, seine `mAP50-95`-Metriken (für Objekterkennung, Segmentierung und Pose)
 oder `accuracy_top5`-Metriken (für Klassifizierung) und die Inferenzzeit in Millisekunden pro Bild für verschiedene Exportformate wie ONNX, OpenVINO, TensorRT und andere. Diese Informationen können den Benutzern dabei helfen, das optimale Exportformat für ihren spezifischen Anwendungsfall basierend auf ihren Anforderungen an Geschwindigkeit und Genauigkeit auszuwählen.
 
-[Benchmarkbeispiele](benchmark.md){ .md-button .md-button--primary}
+[Benchmarkbeispiele](benchmark.md){ .md-button }

docs/de/quickstart.md

@@ -163,7 +163,7 @@ Die Befehlszeilenschnittstelle (CLI) von Ultralytics ermöglicht einfache Einzei
     - `yolo predict model yolov8n.pt imgsz 640 conf 0.25`   ❌
     - `yolo predict --model yolov8n.pt --imgsz 640 --conf 0.25`   ❌
 
-[CLI-Leitfaden](/../usage/cli.md){ .md-button .md-button--primary}
+[CLI-Leitfaden](/../usage/cli.md){ .md-button }
 
 ## Ultralytics mit Python verwenden
 

docs/de/tasks/index.md

@@ -30,25 +30,25 @@ YOLOv8 ist ein KI-Framework, das mehrere Aufgaben im Bereich der Computer Vision
 
 Erkennung ist die primäre von YOLOv8 unterstützte Aufgabe. Sie beinhaltet das Erkennen von Objekten in einem Bild oder Videobild und das Zeichnen von Rahmen um sie herum. Die erkannten Objekte werden anhand ihrer Merkmale in verschiedene Kategorien klassifiziert. YOLOv8 kann mehrere Objekte in einem einzelnen Bild oder Videobild mit hoher Genauigkeit und Geschwindigkeit erkennen.
 
-[Beispiele für Erkennung](detect.md){ .md-button .md-button--primary}
+[Beispiele für Erkennung](detect.md){ .md-button }
 
 ## [Segmentierung](segment.md)
 
 Segmentierung ist eine Aufgabe, die das Aufteilen eines Bildes in unterschiedliche Regionen anhand des Bildinhalts beinhaltet. Jeder Region wird basierend auf ihrem Inhalt eine Markierung zugewiesen. Diese Aufgabe ist nützlich in Anwendungen wie der Bildsegmentierung und medizinischen Bildgebung. YOLOv8 verwendet eine Variante der U-Net-Architektur, um die Segmentierung durchzuführen.
 
-[Beispiele für Segmentierung](segment.md){ .md-button .md-button--primary}
+[Beispiele für Segmentierung](segment.md){ .md-button }
 
 ## [Klassifizierung](classify.md)
 
 Klassifizierung ist eine Aufgabe, die das Einordnen eines Bildes in verschiedene Kategorien umfasst. YOLOv8 kann genutzt werden, um Bilder anhand ihres Inhalts zu klassifizieren. Es verwendet eine Variante der EfficientNet-Architektur, um die Klassifizierung durchzuführen.
 
-[Beispiele für Klassifizierung](classify.md){ .md-button .md-button--primary}
+[Beispiele für Klassifizierung](classify.md){ .md-button }
 
 ## [Pose](pose.md)
 
 Die Pose-/Keypoint-Erkennung ist eine Aufgabe, die das Erkennen von spezifischen Punkten in einem Bild oder Videobild beinhaltet. Diese Punkte werden als Keypoints bezeichnet und werden zur Bewegungsverfolgung oder Pose-Schätzung verwendet. YOLOv8 kann Keypoints in einem Bild oder Videobild mit hoher Genauigkeit und Geschwindigkeit erkennen.
 
-[Beispiele für Posen](pose.md){ .md-button .md-button--primary}
+[Beispiele für Posen](pose.md){ .md-button }
 
 ## Fazit
 

docs/en/modes/index.md

@@ -40,35 +40,35 @@ This comprehensive guide aims to give you an overview and practical insights int
 
 Train mode is used for training a YOLOv8 model on a custom dataset. In this mode, the model is trained using the specified dataset and hyperparameters. The training process involves optimizing the model's parameters so that it can accurately predict the classes and locations of objects in an image.
 
-[Train Examples](train.md){ .md-button .md-button--primary}
+[Train Examples](train.md){ .md-button }
 
 ## [Val](val.md)
 
 Val mode is used for validating a YOLOv8 model after it has been trained. In this mode, the model is evaluated on a validation set to measure its accuracy and generalization performance. This mode can be used to tune the hyperparameters of the model to improve its performance.
 
-[Val Examples](val.md){ .md-button .md-button--primary}
+[Val Examples](val.md){ .md-button }
 
 ## [Predict](predict.md)
 
 Predict mode is used for making predictions using a trained YOLOv8 model on new images or videos. In this mode, the model is loaded from a checkpoint file, and the user can provide images or videos to perform inference. The model predicts the classes and locations of objects in the input images or videos.
 
-[Predict Examples](predict.md){ .md-button .md-button--primary}
+[Predict Examples](predict.md){ .md-button }
 
 ## [Export](export.md)
 
 Export mode is used for exporting a YOLOv8 model to a format that can be used for deployment. In this mode, the model is converted to a format that can be used by other software applications or hardware devices. This mode is useful when deploying the model to production environments.
 
-[Export Examples](export.md){ .md-button .md-button--primary}
+[Export Examples](export.md){ .md-button }
 
 ## [Track](track.md)
 
 Track mode is used for tracking objects in real-time using a YOLOv8 model. In this mode, the model is loaded from a checkpoint file, and the user can provide a live video stream to perform real-time object tracking. This mode is useful for applications such as surveillance systems or self-driving cars.
 
-[Track Examples](track.md){ .md-button .md-button--primary}
+[Track Examples](track.md){ .md-button }
 
 ## [Benchmark](benchmark.md)
 
 Benchmark mode is used to profile the speed and accuracy of various export formats for YOLOv8. The benchmarks provide information on the size of the exported format, its `mAP50-95` metrics (for object detection, segmentation and pose)
 or `accuracy_top5` metrics (for classification), and the inference time in milliseconds per image across various export formats like ONNX, OpenVINO, TensorRT and others. This information can help users choose the optimal export format for their specific use case based on their requirements for speed and accuracy.
 
-[Benchmark Examples](benchmark.md){ .md-button .md-button--primary}
+[Benchmark Examples](benchmark.md){ .md-button }

docs/en/modes/predict.md

@@ -339,33 +339,38 @@ Below are code examples for using each source type:
     model.predict('bus.jpg', save=True, imgsz=320, conf=0.5)
     ```
 
-All supported arguments:
+Inference arguments:
 
-| Name            | Type           | Default                | Description                                                                    |
-|-----------------|----------------|------------------------|--------------------------------------------------------------------------------|
-| `source`        | `str`          | `'ultralytics/assets'` | source directory for images or videos                                          |
-| `conf`          | `float`        | `0.25`                 | object confidence threshold for detection                                      |
-| `iou`           | `float`        | `0.7`                  | intersection over union (IoU) threshold for NMS                                |
-| `imgsz`         | `int or tuple` | `640`                  | image size as scalar or (h, w) list, i.e. (640, 480)                           |
-| `half`          | `bool`         | `False`                | use half precision (FP16)                                                      |
-| `device`        | `None or str`  | `None`                 | device to run on, i.e. cuda device=0/1/2/3 or device=cpu                       |
-| `show`          | `bool`         | `False`                | show results if possible                                                       |
-| `save`          | `bool`         | `False`                | save images with results                                                       |
-| `save_txt`      | `bool`         | `False`                | save results as .txt file                                                      |
-| `save_conf`     | `bool`         | `False`                | save results with confidence scores                                            |
-| `save_crop`     | `bool`         | `False`                | save cropped images with results                                               |
-| `hide_labels`   | `bool`         | `False`                | hide labels                                                                    |
-| `hide_conf`     | `bool`         | `False`                | hide confidence scores                                                         |
-| `max_det`       | `int`          | `300`                  | maximum number of detections per image                                         |
-| `vid_stride`    | `bool`         | `False`                | video frame-rate stride                                                        |
-| `stream_buffer` | `bool`         | `False`                | buffer all streaming frames (True) or return the most recent frame (False)     |
-| `line_width`    | `None or int`  | `None`                 | The line width of the bounding boxes. If None, it is scaled to the image size. |
-| `visualize`     | `bool`         | `False`                | visualize model features                                                       |
-| `augment`       | `bool`         | `False`                | apply image augmentation to prediction sources                                 |
-| `agnostic_nms`  | `bool`         | `False`                | class-agnostic NMS                                                             |
-| `retina_masks`  | `bool`         | `False`                | use high-resolution segmentation masks                                         |
-| `classes`       | `None or list` | `None`                 | filter results by class, i.e. classes=0, or classes=[0,2,3]                    |
-| `boxes`         | `bool`         | `True`                 | Show boxes in segmentation predictions                                         |
+| Name            | Type           | Default                | Description                                                                |
+|-----------------|----------------|------------------------|----------------------------------------------------------------------------|
+| `source`        | `str`          | `'ultralytics/assets'` | source directory for images or videos                                      |
+| `conf`          | `float`        | `0.25`                 | object confidence threshold for detection                                  |
+| `iou`           | `float`        | `0.7`                  | intersection over union (IoU) threshold for NMS                            |
+| `imgsz`         | `int or tuple` | `640`                  | image size as scalar or (h, w) list, i.e. (640, 480)                       |
+| `half`          | `bool`         | `False`                | use half precision (FP16)                                                  |
+| `device`        | `None or str`  | `None`                 | device to run on, i.e. cuda device=0/1/2/3 or device=cpu                   |
+| `max_det`       | `int`          | `300`                  | maximum number of detections per image                                     |
+| `vid_stride`    | `bool`         | `False`                | video frame-rate stride                                                    |
+| `stream_buffer` | `bool`         | `False`                | buffer all streaming frames (True) or return the most recent frame (False) |
+| `visualize`     | `bool`         | `False`                | visualize model features                                                   |
+| `augment`       | `bool`         | `False`                | apply image augmentation to prediction sources                             |
+| `agnostic_nms`  | `bool`         | `False`                | class-agnostic NMS                                                         |
+| `retina_masks`  | `bool`         | `False`                | use high-resolution segmentation masks                                     |
+| `classes`       | `None or list` | `None`                 | filter results by class, i.e. classes=0, or classes=[0,2,3]                |
+
+Visualization arguments:
+
+| Name          | Type          | Default | Description                                                     |
+|---------------|---------------|---------|-----------------------------------------------------------------|
+| `show`        | `bool`        | `False` | show predicted images and videos if environment allows          |
+| `save`        | `bool`        | `False` | save predicted images and videos                                |
+| `save_txt`    | `bool`        | `False` | save results as `.txt` file                                     |
+| `save_conf`   | `bool`        | `False` | save results with confidence scores                             |
+| `save_crop`   | `bool`        | `False` | save cropped images with results                                |
+| `show_labels` | `bool`        | `True`  | show prediction labels, i.e. 'person'                           |
+| `show_conf`   | `bool`        | `True`  | show prediction confidence, i.e. '0.99'                         |
+| `show_boxes`  | `bool`        | `True`  | show prediction boxes                                           |
+| `line_width`  | `None or int` | `None`  | line width of the bounding boxes. Scaled to image size if None. |
 
 ## Image and Video Formats
 

docs/en/modes/train.md

@@ -223,6 +223,7 @@ Training settings for YOLO models refer to the various hyperparameters and confi
 | `mask_ratio`      | `4`      | mask downsample ratio (segment train only)                                                     |
 | `dropout`         | `0.0`    | use dropout regularization (classify train only)                                               |
 | `val`             | `True`   | validate/test during training                                                                  |
+| `plots`           | `False`  | save plots and images during train/val                                                         |
 
 ## Logging
 

docs/en/modes/val.md

@@ -80,7 +80,6 @@ Validation settings for YOLO models refer to the various hyperparameters and con
 | `half`        | `True`  | use half precision (FP16)                                          |
 | `device`      | `None`  | device to run on, i.e. cuda device=0/1/2/3 or device=cpu           |
 | `dnn`         | `False` | use OpenCV DNN for ONNX inference                                  |
-| `plots`       | `False` | show plots during training                                         |
+| `plots`       | `False` | save plots and images during train/val                             |
 | `rect`        | `False` | rectangular val with each batch collated for minimum padding       |
 | `split`       | `val`   | dataset split to use for validation, i.e. 'val', 'test' or 'train' |
-|

docs/en/quickstart.md

@@ -205,7 +205,7 @@ The Ultralytics command line interface (CLI) allows for simple single-line comma
     - `yolo predict model=yolov8n.pt, imgsz=640, conf=0.25`  ❌ (do not use `,`)
     - `yolo predict --model yolov8n.pt --imgsz 640 --conf 0.25`  ❌ (do not use `--`)
 
-[CLI Guide](usage/cli.md){ .md-button .md-button--primary}
+[CLI Guide](usage/cli.md){ .md-button }
 
 ## Use Ultralytics with Python
 

docs/en/reference/cfg/__init__.md

@@ -9,50 +9,52 @@ keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.cfg.cfg2dict
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.get_cfg
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.get_save_dir
+
 <br><br>
 
----
 ## ::: ultralytics.cfg._handle_deprecation
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.check_dict_alignment
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.merge_equals_args
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.handle_yolo_hub
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.handle_yolo_settings
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.parse_key_value_pair
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.smart_value
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.entrypoint
+
 <br><br>
 
----
 ## ::: ultralytics.cfg.copy_default_cfg
+
 <br><br>

docs/en/reference/data/annotator.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Pro
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.data.annotator.auto_annotate
+<br><br>
+
+## ::: ultralytics.data.annotator.auto_annotate
+
 <br><br>

docs/en/reference/data/augment.md

@@ -9,78 +9,80 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.data.augment.BaseTransform
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.Compose
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.BaseMixTransform
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.Mosaic
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.MixUp
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.RandomPerspective
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.RandomHSV
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.RandomFlip
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.LetterBox
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.CopyPaste
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.Albumentations
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.Format
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.ClassifyLetterBox
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.CenterCrop
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.ToTensor
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.v8_transforms
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.classify_transforms
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.hsv2colorjitter
+
 <br><br>
 
----
 ## ::: ultralytics.data.augment.classify_albumentations
+
 <br><br>

docs/en/reference/data/base.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.data.base.BaseDataset
+<br><br>
+
+## ::: ultralytics.data.base.BaseDataset
+
 <br><br>

docs/en/reference/data/build.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.data.build.InfiniteDataLoader
+
 <br><br>
 
----
 ## ::: ultralytics.data.build._RepeatSampler
+
 <br><br>
 
----
 ## ::: ultralytics.data.build.seed_worker
+
 <br><br>
 
----
 ## ::: ultralytics.data.build.build_yolo_dataset
+
 <br><br>
 
----
 ## ::: ultralytics.data.build.build_dataloader
+
 <br><br>
 
----
 ## ::: ultralytics.data.build.check_source
+
 <br><br>
 
----
 ## ::: ultralytics.data.build.load_inference_source
+
 <br><br>

docs/en/reference/data/converter.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.data.converter.coco91_to_coco80_class
+
 <br><br>
 
----
 ## ::: ultralytics.data.converter.coco80_to_coco91_class
+
 <br><br>
 
----
 ## ::: ultralytics.data.converter.convert_coco
+
 <br><br>
 
----
 ## ::: ultralytics.data.converter.convert_dota_to_yolo_obb
+
 <br><br>
 
----
 ## ::: ultralytics.data.converter.min_index
+
 <br><br>
 
----
 ## ::: ultralytics.data.converter.merge_multi_segment
+
 <br><br>

docs/en/reference/data/dataset.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data m
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.data.dataset.YOLODataset
+
 <br><br>
 
----
 ## ::: ultralytics.data.dataset.ClassificationDataset
+
 <br><br>
 
----
 ## ::: ultralytics.data.dataset.SemanticDataset
+
 <br><br>
 
----
 ## ::: ultralytics.data.dataset.load_dataset_cache_file
+
 <br><br>
 
----
 ## ::: ultralytics.data.dataset.save_dataset_cache_file
+
 <br><br>

docs/en/reference/data/loaders.md

@@ -9,34 +9,36 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.data.loaders.SourceTypes
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.LoadStreams
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.LoadScreenshots
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.LoadImages
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.LoadPilAndNumpy
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.LoadTensor
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.autocast_list
+
 <br><br>
 
----
 ## ::: ultralytics.data.loaders.get_best_youtube_url
+
 <br><br>

docs/en/reference/data/utils.md

@@ -9,58 +9,60 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.data.utils.HUBDatasetStats
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.img2label_paths
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.get_hash
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.exif_size
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.verify_image
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.verify_image_label
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.polygon2mask
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.polygons2masks
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.polygons2masks_overlap
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.find_dataset_yaml
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.check_det_dataset
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.check_cls_dataset
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.compress_one_image
+
 <br><br>
 
----
 ## ::: ultralytics.data.utils.autosplit
+
 <br><br>

docs/en/reference/engine/exporter.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, Exporter, IOSDetectModel, Export Formats, Try export
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.engine.exporter.Exporter
+
 <br><br>
 
----
 ## ::: ultralytics.engine.exporter.IOSDetectModel
+
 <br><br>
 
----
 ## ::: ultralytics.engine.exporter.export_formats
+
 <br><br>
 
----
 ## ::: ultralytics.engine.exporter.gd_outputs
+
 <br><br>
 
----
 ## ::: ultralytics.engine.exporter.try_export
+
 <br><br>

docs/en/reference/engine/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.engine.model.Model
+<br><br>
+
+## ::: ultralytics.engine.model.Model
+
 <br><br>

docs/en/reference/engine/predictor.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.engine.predictor.BasePredictor
+<br><br>
+
+## ::: ultralytics.engine.predictor.BasePredictor
+
 <br><br>

docs/en/reference/engine/results.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.engine.results.BaseTensor
+
 <br><br>
 
----
 ## ::: ultralytics.engine.results.Results
+
 <br><br>
 
----
 ## ::: ultralytics.engine.results.Boxes
+
 <br><br>
 
----
 ## ::: ultralytics.engine.results.Masks
+
 <br><br>
 
----
 ## ::: ultralytics.engine.results.Keypoints
+
 <br><br>
 
----
 ## ::: ultralytics.engine.results.Probs
+
 <br><br>

docs/en/reference/engine/trainer.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.engine.trainer.BaseTrainer
+<br><br>
+
+## ::: ultralytics.engine.trainer.BaseTrainer
+
 <br><br>

docs/en/reference/engine/tuner.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Tuner, YOLO, hyperparameter tuning, optimization, object
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.engine.tuner.Tuner
+<br><br>
+
+## ::: ultralytics.engine.tuner.Tuner
+
 <br><br>

docs/en/reference/engine/validator.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.engine.validator.BaseValidator
+<br><br>
+
+## ::: ultralytics.engine.validator.BaseValidator
+
 <br><br>

docs/en/reference/hub/__init__.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, hub functions, model export, dataset check, reset model,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.hub.login
+
 <br><br>
 
----
 ## ::: ultralytics.hub.logout
+
 <br><br>
 
----
 ## ::: ultralytics.hub.reset_model
+
 <br><br>
 
----
 ## ::: ultralytics.hub.export_fmts_hub
+
 <br><br>
 
----
 ## ::: ultralytics.hub.export_model
+
 <br><br>
 
----
 ## ::: ultralytics.hub.get_export
+
 <br><br>
 
----
 ## ::: ultralytics.hub.check_dataset
+
 <br><br>

docs/en/reference/hub/auth.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.hub.auth.Auth
+<br><br>
+
+## ::: ultralytics.hub.auth.Auth
+
 <br><br>

docs/en/reference/hub/session.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.hub.session.HUBTrainingSession
+<br><br>
+
+## ::: ultralytics.hub.session.HUBTrainingSession
+
 <br><br>

docs/en/reference/hub/utils.md

@@ -9,18 +9,20 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.hub.utils.Events
+
 <br><br>
 
----
 ## ::: ultralytics.hub.utils.request_with_credentials
+
 <br><br>
 
----
 ## ::: ultralytics.hub.utils.requests_with_progress
+
 <br><br>
 
----
 ## ::: ultralytics.hub.utils.smart_request
+
 <br><br>

docs/en/reference/models/fastsam/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.model.FastSAM
+<br><br>
+
+## ::: ultralytics.models.fastsam.model.FastSAM
+
 <br><br>

docs/en/reference/models/fastsam/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.predict.FastSAMPredictor
+<br><br>
+
+## ::: ultralytics.models.fastsam.predict.FastSAMPredictor
+
 <br><br>

docs/en/reference/models/fastsam/prompt.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/prompt.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt
+<br><br>
+
+## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt
+
 <br><br>

docs/en/reference/models/fastsam/utils.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
 <br><br>
 
----
-## ::: ultralytics.models.fastsam.utils.bbox_iou
+## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
+
+<br><br>
+
+## ::: ultralytics.models.fastsam.utils.bbox_iou
+
 <br><br>

docs/en/reference/models/fastsam/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.fastsam.val.FastSAMValidator
+<br><br>
+
+## ::: ultralytics.models.fastsam.val.FastSAMValidator
+
 <br><br>

docs/en/reference/models/nas/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.nas.model.NAS
+<br><br>
+
+## ::: ultralytics.models.nas.model.NAS
+
 <br><br>

docs/en/reference/models/nas/predict.md

@@ -9,6 +9,8 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.nas.predict.NASPredictor
+<br><br>
+
+## ::: ultralytics.models.nas.predict.NASPredictor
+
 <br><br>

docs/en/reference/models/nas/val.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.nas.val.NASValidator
+<br><br>
+
+## ::: ultralytics.models.nas.val.NASValidator
+
 <br><br>

docs/en/reference/models/rtdetr/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.model.RTDETR
+<br><br>
+
+## ::: ultralytics.models.rtdetr.model.RTDETR
+
 <br><br>

docs/en/reference/models/rtdetr/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
+<br><br>
+
+## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
+
 <br><br>

docs/en/reference/models/rtdetr/train.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.train.RTDETRTrainer
+<br><br>
+
+## ::: ultralytics.models.rtdetr.train.RTDETRTrainer
+
 <br><br>

docs/en/reference/models/rtdetr/val.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.rtdetr.val.RTDETRDataset
 <br><br>
 
----
-## ::: ultralytics.models.rtdetr.val.RTDETRValidator
+## ::: ultralytics.models.rtdetr.val.RTDETRDataset
+
+<br><br>
+
+## ::: ultralytics.models.rtdetr.val.RTDETRValidator
+
 <br><br>

docs/en/reference/models/sam/amg.md

@@ -9,46 +9,48 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.amg.is_box_near_crop_edge
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.batch_iterator
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.calculate_stability_score
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.build_point_grid
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.build_all_layer_point_grids
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.generate_crop_boxes
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.uncrop_boxes_xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.uncrop_points
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.uncrop_masks
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.remove_small_regions
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.amg.batched_mask_to_box
+
 <br><br>

docs/en/reference/models/sam/build.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.build.build_sam_vit_h
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_sam_vit_l
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_sam_vit_b
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_mobile_sam
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build._build_sam
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.build.build_sam
+
 <br><br>

docs/en/reference/models/sam/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.model.SAM
+<br><br>
+
+## ::: ultralytics.models.sam.model.SAM
+
 <br><br>

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

@@ -9,10 +9,12 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
 <br><br>
 
----
-## ::: ultralytics.models.sam.modules.decoders.MLP
+## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.decoders.MLP
+
 <br><br>

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

@@ -9,42 +9,44 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.PromptEncoder
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.Block
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.Attention
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.PatchEmbed
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.window_partition
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.window_unpartition
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.get_rel_pos
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.modules.sam.Sam
+<br><br>
+
+## ::: ultralytics.models.sam.modules.sam.Sam
+
 <br><br>

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

@@ -9,46 +9,48 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.MBConv
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Mlp
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.Attention
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT
+
 <br><br>

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

@@ -9,14 +9,16 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.transformer.TwoWayAttentionBlock
+
 <br><br>
 
----
 ## ::: ultralytics.models.sam.modules.transformer.Attention
+
 <br><br>

docs/en/reference/models/sam/predict.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.sam.predict.Predictor
+<br><br>
+
+## ::: ultralytics.models.sam.predict.Predictor
+
 <br><br>

docs/en/reference/models/utils/loss.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.utils.loss.DETRLoss
 <br><br>
 
----
-## ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+## ::: ultralytics.models.utils.loss.DETRLoss
+
+<br><br>
+
+## ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+
 <br><br>

docs/en/reference/models/utils/ops.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.utils.ops.HungarianMatcher
 <br><br>
 
----
-## ::: ultralytics.models.utils.ops.get_cdn_group
+## ::: ultralytics.models.utils.ops.HungarianMatcher
+
+<br><br>
+
+## ::: ultralytics.models.utils.ops.get_cdn_group
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+
 <br><br>

docs/en/reference/models/yolo/model.md

@@ -9,6 +9,8 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.model.YOLO
+<br><br>
+
+## ::: ultralytics.models.yolo.model.YOLO
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.pose.val.PoseValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.val.PoseValidator
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+
 <br><br>

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

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+
 <br><br>

docs/en/reference/nn/autobackend.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.nn.autobackend.AutoBackend
 <br><br>
 
----
-## ::: ultralytics.nn.autobackend.check_class_names
+## ::: ultralytics.nn.autobackend.AutoBackend
+
+<br><br>
+
+## ::: ultralytics.nn.autobackend.check_class_names
+
 <br><br>

docs/en/reference/nn/modules/block.md

@@ -9,70 +9,72 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.block.DFL
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.Proto
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.HGStem
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.HGBlock
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.SPP
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.SPPF
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C1
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C2
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C2f
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3x
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.RepC3
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3TR
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.C3Ghost
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.GhostBottleneck
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.Bottleneck
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.block.BottleneckCSP
+
 <br><br>

docs/en/reference/nn/modules/conv.md

@@ -9,58 +9,60 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.conv.Conv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.Conv2
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.LightConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.DWConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.DWConvTranspose2d
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.ConvTranspose
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.Focus
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.GhostConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.RepConv
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.ChannelAttention
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.SpatialAttention
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.CBAM
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.Concat
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.conv.autopad
+
 <br><br>

docs/en/reference/nn/modules/head.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.head.Detect
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.Segment
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.Pose
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.Classify
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.head.RTDETRDecoder
+
 <br><br>

docs/en/reference/nn/modules/transformer.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.AIFI
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.TransformerLayer
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.TransformerBlock
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.MLPBlock
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.MLP
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.LayerNorm2d
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.MSDeformAttn
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder
+
 <br><br>

docs/en/reference/nn/modules/utils.md

@@ -9,22 +9,24 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.modules.utils._get_clones
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.bias_init_with_prob
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.linear_init_
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.inverse_sigmoid
+
 <br><br>
 
----
 ## ::: ultralytics.nn.modules.utils.multi_scale_deformable_attn_pytorch
+
 <br><br>

docs/en/reference/nn/tasks.md

@@ -9,62 +9,64 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.nn.tasks.BaseModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.DetectionModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.SegmentationModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.PoseModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.ClassificationModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.RTDETRDetectionModel
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.Ensemble
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.temporary_modules
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.torch_safe_load
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.attempt_load_weights
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.attempt_load_one_weight
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.parse_model
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.yaml_model_load
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.guess_model_scale
+
 <br><br>
 
----
 ## ::: ultralytics.nn.tasks.guess_model_task
+
 <br><br>

docs/en/reference/trackers/basetrack.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.basetrack.TrackState
 <br><br>
 
----
-## ::: ultralytics.trackers.basetrack.BaseTrack
+## ::: ultralytics.trackers.basetrack.TrackState
+
+<br><br>
+
+## ::: ultralytics.trackers.basetrack.BaseTrack
+
 <br><br>

docs/en/reference/trackers/bot_sort.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.bot_sort.BOTrack
 <br><br>
 
----
-## ::: ultralytics.trackers.bot_sort.BOTSORT
+## ::: ultralytics.trackers.bot_sort.BOTrack
+
+<br><br>
+
+## ::: ultralytics.trackers.bot_sort.BOTSORT
+
 <br><br>

docs/en/reference/trackers/byte_tracker.md

@@ -9,10 +9,12 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.byte_tracker.STrack
 <br><br>
 
----
-## ::: ultralytics.trackers.byte_tracker.BYTETracker
+## ::: ultralytics.trackers.byte_tracker.STrack
+
+<br><br>
+
+## ::: ultralytics.trackers.byte_tracker.BYTETracker
+
 <br><br>

docs/en/reference/trackers/track.md

@@ -9,14 +9,16 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.trackers.track.on_predict_start
+
 <br><br>
 
----
 ## ::: ultralytics.trackers.track.on_predict_postprocess_end
+
 <br><br>
 
----
 ## ::: ultralytics.trackers.track.register_tracker
+
 <br><br>

docs/en/reference/trackers/utils/gmc.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.utils.gmc.GMC
+<br><br>
+
+## ::: ultralytics.trackers.utils.gmc.GMC
+
 <br><br>

docs/en/reference/trackers/utils/kalman_filter.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
 <br><br>
 
----
-## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
+
+<br><br>
+
+## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYWH
+
 <br><br>

docs/en/reference/trackers/utils/matching.md

@@ -9,18 +9,20 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.trackers.utils.matching.linear_assignment
+
 <br><br>
 
----
 ## ::: ultralytics.trackers.utils.matching.iou_distance
+
 <br><br>
 
----
 ## ::: ultralytics.trackers.utils.matching.embedding_distance
+
 <br><br>
 
----
 ## ::: ultralytics.trackers.utils.matching.fuse_score
+
 <br><br>

docs/en/reference/utils/__init__.md

@@ -9,146 +9,148 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.TQDM
+
 <br><br>
 
----
 ## ::: ultralytics.utils.SimpleClass
+
 <br><br>
 
----
 ## ::: ultralytics.utils.IterableSimpleNamespace
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ThreadingLocked
+
 <br><br>
 
----
 ## ::: ultralytics.utils.TryExcept
+
 <br><br>
 
----
 ## ::: ultralytics.utils.SettingsManager
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plt_settings
+
 <br><br>
 
----
 ## ::: ultralytics.utils.set_logging
+
 <br><br>
 
----
 ## ::: ultralytics.utils.emojis
+
 <br><br>
 
----
 ## ::: ultralytics.utils.yaml_save
+
 <br><br>
 
----
 ## ::: ultralytics.utils.yaml_load
+
 <br><br>
 
----
 ## ::: ultralytics.utils.yaml_print
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_ubuntu
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_colab
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_kaggle
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_jupyter
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_docker
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_online
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_pip_package
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_dir_writeable
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_pytest_running
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_github_action_running
+
 <br><br>
 
----
 ## ::: ultralytics.utils.is_git_dir
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_git_dir
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_git_origin_url
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_git_branch
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_default_args
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_ubuntu_version
+
 <br><br>
 
----
 ## ::: ultralytics.utils.get_user_config_dir
+
 <br><br>
 
----
 ## ::: ultralytics.utils.colorstr
+
 <br><br>
 
----
 ## ::: ultralytics.utils.remove_colorstr
+
 <br><br>
 
----
 ## ::: ultralytics.utils.threaded
+
 <br><br>
 
----
 ## ::: ultralytics.utils.set_sentry
+
 <br><br>
 
----
 ## ::: ultralytics.utils.deprecation_warn
+
 <br><br>
 
----
 ## ::: ultralytics.utils.clean_url
+
 <br><br>
 
----
 ## ::: ultralytics.utils.url2file
+
 <br><br>

docs/en/reference/utils/autobatch.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.utils.autobatch.check_train_batch_size
 <br><br>
 
----
-## ::: ultralytics.utils.autobatch.autobatch
+## ::: ultralytics.utils.autobatch.check_train_batch_size
+
+<br><br>
+
+## ::: ultralytics.utils.autobatch.autobatch
+
 <br><br>

docs/en/reference/utils/benchmarks.md

@@ -9,10 +9,12 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.utils.benchmarks.ProfileModels
 <br><br>
 
----
-## ::: ultralytics.utils.benchmarks.benchmark
+## ::: ultralytics.utils.benchmarks.ProfileModels
+
+<br><br>
+
+## ::: ultralytics.utils.benchmarks.benchmark
+
 <br><br>

docs/en/reference/utils/callbacks/base.md

@@ -9,110 +9,112 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_train_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_train_epoch_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_train_batch_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.optimizer_step
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_before_zero_grad
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_train_batch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_train_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_model_save
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_train_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_params_update
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.teardown
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_val_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_val_batch_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_val_batch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_val_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_predict_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_predict_batch_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_predict_batch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_predict_postprocess_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_predict_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_export_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.on_export_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.get_default_callbacks
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.base.add_integration_callbacks
+
 <br><br>

docs/en/reference/utils/callbacks/clearml.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation en
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/clearml.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.clearml._log_debug_samples
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.clearml._log_plot
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.clearml.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.clearml.on_train_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.clearml.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.clearml.on_val_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.clearml.on_train_end
+
 <br><br>

docs/en/reference/utils/callbacks/comet.md

@@ -9,98 +9,100 @@ keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experime
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/comet.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.comet._get_comet_mode
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._get_comet_model_name
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._get_eval_batch_logging_interval
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._get_max_image_predictions_to_log
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._scale_confidence_score
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._should_log_confusion_matrix
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._should_log_image_predictions
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._get_experiment_type
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._create_experiment
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._fetch_trainer_metadata
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._scale_bounding_box_to_original_image_shape
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._format_ground_truth_annotations_for_detection
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._format_prediction_annotations_for_detection
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._fetch_annotations
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._create_prediction_metadata_map
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._log_confusion_matrix
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._log_images
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._log_image_predictions
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._log_plots
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet._log_model
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet.on_train_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.comet.on_train_end
+
 <br><br>

docs/en/reference/utils/callbacks/dvc.md

@@ -9,38 +9,40 @@ keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine l
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/dvc.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.dvc._log_images
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc._log_plots
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc._log_confusion_matrix
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc.on_pretrain_routine_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc.on_train_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc.on_train_epoch_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.dvc.on_train_end
+
 <br><br>

docs/en/reference/utils/callbacks/hub.md

@@ -9,34 +9,36 @@ keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_tra
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/hub.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_model_save
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_train_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_train_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_val_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_predict_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.hub.on_export_start
+
 <br><br>

docs/en/reference/utils/callbacks/mlflow.md

@@ -9,14 +9,16 @@ keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/mlflow.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.mlflow.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.mlflow.on_train_end
+
 <br><br>

docs/en/reference/utils/callbacks/neptune.md

@@ -9,34 +9,36 @@ keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_p
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/neptune.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.neptune._log_scalars
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune._log_images
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune._log_plot
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune.on_train_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune.on_val_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.neptune.on_train_end
+
 <br><br>

docs/en/reference/utils/callbacks/raytune.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep le
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/raytune.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
+<br><br>
+
+## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
+
 <br><br>

docs/en/reference/utils/callbacks/tensorboard.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/tensorboard.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.tensorboard._log_scalars
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.tensorboard._log_tensorboard_graph
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.tensorboard.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.tensorboard.on_train_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.tensorboard.on_batch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.tensorboard.on_fit_epoch_end
+
 <br><br>

docs/en/reference/utils/callbacks/wb.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/wb.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.callbacks.wb._custom_table
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.wb._plot_curve
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.wb._log_plots
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.wb.on_pretrain_routine_start
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.wb.on_fit_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.wb.on_train_epoch_end
+
 <br><br>
 
----
 ## ::: ultralytics.utils.callbacks.wb.on_train_end
+
 <br><br>

docs/en/reference/utils/checks.md

@@ -9,102 +9,104 @@ keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_p
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/checks.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.checks.parse_requirements
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.parse_version
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.is_ascii
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_imgsz
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_version
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_latest_pypi_version
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_pip_update_available
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_font
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_python
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_requirements
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_torchvision
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_suffix
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_yolov5u_filename
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_model_file_from_stem
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_file
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_yaml
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_is_path_safe
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_imshow
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_yolo
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.collect_system_info
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.check_amp
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.git_describe
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.print_args
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.cuda_device_count
+
 <br><br>
 
----
 ## ::: ultralytics.utils.checks.cuda_is_available
+
 <br><br>

docs/en/reference/utils/dist.md

@@ -9,18 +9,20 @@ keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing,
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/dist.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.dist.find_free_network_port
+
 <br><br>
 
----
 ## ::: ultralytics.utils.dist.generate_ddp_file
+
 <br><br>
 
----
 ## ::: ultralytics.utils.dist.generate_ddp_command
+
 <br><br>
 
----
 ## ::: ultralytics.utils.dist.ddp_cleanup
+
 <br><br>

docs/en/reference/utils/downloads.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/downloads.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.downloads.is_url
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.delete_dsstore
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.zip_directory
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.unzip_file
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.check_disk_space
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.get_google_drive_file_info
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.safe_download
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.get_github_assets
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.attempt_download_asset
+
 <br><br>
 
----
 ## ::: ultralytics.utils.downloads.download
+
 <br><br>

docs/en/reference/utils/errors.md

@@ -9,6 +9,8 @@ keywords: Ultralytics, HUBModelError, Machine Learning, Error troubleshooting, U
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/errors.py) 🛠️. Thank you 🙏!
 
----
-## ::: ultralytics.utils.errors.HUBModelError
+<br><br>
+
+## ::: ultralytics.utils.errors.HUBModelError
+
 <br><br>

docs/en/reference/utils/files.md

@@ -9,30 +9,32 @@ keywords: Ultralytics, utility functions, file operations, working directory, fi
 
     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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/files.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.files.WorkingDirectory
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.spaces_in_path
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.increment_path
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.file_age
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.file_date
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.file_size
+
 <br><br>
 
----
 ## ::: ultralytics.utils.files.get_latest_run
+
 <br><br>