Update docs predict, buttons, reference (#6585)

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

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 🙏!
 
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+<br><br>
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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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
+
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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 🙏!
 
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+<br><br>
+
 ## ::: ultralytics.data.augment.BaseTransform
+
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 ## ::: ultralytics.data.augment.Compose
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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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
+
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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 🙏!
 
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+<br><br>
+
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+
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+
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+
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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 🙏!
 
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+<br><br>
+
 ## ::: ultralytics.data.converter.coco91_to_coco80_class
+
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 ## ::: ultralytics.data.converter.coco80_to_coco91_class
+
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+
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+
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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 🙏!
 
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+<br><br>
+
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+
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+
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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 🙏!
 
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+<br><br>
+
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+
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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>
+
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+
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+
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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 🙏!
 
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+<br><br>
+
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+
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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
+
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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
+
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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 🙏!
 
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+<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>

docs/en/reference/utils/instance.md

@@ -9,14 +9,16 @@ keywords: Ultralytics, Bboxes, _ntuple, utility, ultralytics utils.instance
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). 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/instance.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.instance.Bboxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.instance.Instances
+
 <br><br>
 
----
 ## ::: ultralytics.utils.instance._ntuple
+
 <br><br>

docs/en/reference/utils/loss.md

@@ -9,34 +9,36 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). 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/loss.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.loss.VarifocalLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.FocalLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.BboxLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.KeypointLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8DetectionLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8SegmentationLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8PoseLoss
+
 <br><br>
 
----
 ## ::: ultralytics.utils.loss.v8ClassificationLoss
+
 <br><br>

docs/en/reference/utils/metrics.md

@@ -9,70 +9,72 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). 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/metrics.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.metrics.ConfusionMatrix
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.Metric
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.DetMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.SegmentMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.PoseMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.ClassifyMetrics
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.bbox_ioa
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.box_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.bbox_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.mask_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.kpt_iou
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.smooth_BCE
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.smooth
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.plot_pr_curve
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.plot_mc_curve
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.compute_ap
+
 <br><br>
 
----
 ## ::: ultralytics.utils.metrics.ap_per_class
+
 <br><br>

docs/en/reference/utils/ops.md

@@ -9,118 +9,120 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). 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/ops.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.ops.Profile
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.segment2box
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_boxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.make_divisible
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.non_max_suppression
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.clip_boxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.clip_coords
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_image
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxy2xywh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywh2xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywhn2xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxy2xywhn
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywh2ltwh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxy2ltwh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.ltwh2xywh
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xyxyxyxy2xywhr
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.xywhr2xyxyxyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.ltwh2xyxy
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.segments2boxes
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.resample_segments
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.crop_mask
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.process_mask_upsample
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.process_mask
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.process_mask_native
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_masks
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.scale_coords
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.masks2segments
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.convert_torch2numpy_batch
+
 <br><br>
 
----
 ## ::: ultralytics.utils.ops.clean_str
+
 <br><br>

docs/en/reference/utils/patches.md

@@ -9,18 +9,20 @@ keywords: Ultralytics, Utils, Patches, imread, imshow, torch_save, image process
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). 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/patches.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.patches.imread
+
 <br><br>
 
----
 ## ::: ultralytics.utils.patches.imwrite
+
 <br><br>
 
----
 ## ::: ultralytics.utils.patches.imshow
+
 <br><br>
 
----
 ## ::: ultralytics.utils.patches.torch_save
+
 <br><br>

docs/en/reference/utils/plotting.md

@@ -9,42 +9,44 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). 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/plotting.py) 🛠️. Thank you 🙏!
 
----
+<br><br>
+
 ## ::: ultralytics.utils.plotting.Colors
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.Annotator
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_labels
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.save_one_box
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_images
+
 <br><br>
 
----
 ## ::: ultralytics.utils.plotting.plot_results
+
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 ## ::: ultralytics.utils.plotting.plt_color_scatter
+
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 ## ::: ultralytics.utils.plotting.plot_tune_results
+
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 ## ::: ultralytics.utils.plotting.output_to_target
+
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 ## ::: ultralytics.utils.plotting.feature_visualization
+
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docs/en/reference/utils/tal.md

@@ -9,26 +9,28 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
 
     This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). 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/tal.py) 🛠️. Thank you 🙏!
 
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+<br><br>
+
 ## ::: ultralytics.utils.tal.TaskAlignedAssigner
+
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 ## ::: ultralytics.utils.tal.select_candidates_in_gts
+
 <br><br>
 
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 ## ::: ultralytics.utils.tal.select_highest_overlaps
+
 <br><br>
 
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 ## ::: ultralytics.utils.tal.make_anchors
+
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 ## ::: ultralytics.utils.tal.dist2bbox
+
 <br><br>
 
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 ## ::: ultralytics.utils.tal.bbox2dist
+
 <br><br>