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ultralytics 8.0.149 add Open Images V7 training (#4178)

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@ -49,7 +49,7 @@ def create_markdown(py_filepath, module_path, classes, functions):
url = f'https://github.com/ultralytics/ultralytics/blob/main/{module_path}.py' url = f'https://github.com/ultralytics/ultralytics/blob/main/{module_path}.py'
title_content = (f'# Reference for `{module_path}.py`\n\n' title_content = (f'# Reference for `{module_path}.py`\n\n'
f'!!! note\n\n' f'!!! note\n\n'
f' Full source code for this file is available at [{url}]({url}). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!\n\n') f' Full source code for this file is available at [{url}]({url}). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!\n\n')
md_content = [f'---\n## ::: {module_name}.{class_name}\n<br><br>\n' for class_name in classes] md_content = [f'---\n## ::: {module_name}.{class_name}\n<br><br>\n' for class_name in classes]
md_content.extend(f'---\n## ::: {module_name}.{func_name}\n<br><br>\n' for func_name in functions) md_content.extend(f'---\n## ::: {module_name}.{func_name}\n<br><br>\n' for func_name in functions)
md_content = header_content + title_content + '\n'.join(md_content) md_content = header_content + title_content + '\n'.join(md_content)

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docs/datasets/detect/argoverse.md
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@ -8,6 +8,11 @@ keywords: Argoverse dataset, autonomous driving, YOLO, 3D tracking, motion forec
The [Argoverse](https://www.argoverse.org/) dataset is a collection of data designed to support research in autonomous driving tasks, such as 3D tracking, motion forecasting, and stereo depth estimation. Developed by Argo AI, the dataset provides a wide range of high-quality sensor data, including high-resolution images, LiDAR point clouds, and map data. The [Argoverse](https://www.argoverse.org/) dataset is a collection of data designed to support research in autonomous driving tasks, such as 3D tracking, motion forecasting, and stereo depth estimation. Developed by Argo AI, the dataset provides a wide range of high-quality sensor data, including high-resolution images, LiDAR point clouds, and map data.
!!! note
The Argoverse dataset *.zip file required for training was removed from Amazon S3 after the shutdown of Argo AI by Ford, but we have made it available for manual download on [Google Drive](https://drive.google.com/file/d/1st9qW3BeIwQsnR0t8mRpvbsSWIo16ACi/view?usp=drive_link).
## Key Features ## Key Features
- Argoverse contains over 290K labeled 3D object tracks and 5 million object instances across 1,263 distinct scenes. - Argoverse contains over 290K labeled 3D object tracks and 5 million object instances across 1,263 distinct scenes.

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@ -32,7 +32,7 @@ names:
79: toothbrush 79: toothbrush
``` ```
Labels for this format should be exported to YOLO format with one `*.txt` file per image. If there are no objects in an image, no `*.txt` file is required. The `*.txt` file should be formatted with one row per object in `class x_center y_center width height` format. Box coordinates must be in **normalized xywh** format (from 0 - 1). If your boxes are in pixels, you should divide `x_center` and `width` by image width, and `y_center` and `height` by image height. Class numbers should be zero-indexed (start with 0). Labels for this format should be exported to YOLO format with one `*.txt` file per image. If there are no objects in an image, no `*.txt` file is required. The `*.txt` file should be formatted with one row per object in `class x_center y_center width height` format. Box coordinates must be in **normalized xywh** format (from 0 to 1). If your boxes are in pixels, you should divide `x_center` and `width` by image width, and `y_center` and `height` by image height. Class numbers should be zero-indexed (start with 0).
<p align="center"><img width="750" src="https://user-images.githubusercontent.com/26833433/91506361-c7965000-e886-11ea-8291-c72b98c25eec.jpg"></p> <p align="center"><img width="750" src="https://user-images.githubusercontent.com/26833433/91506361-c7965000-e886-11ea-8291-c72b98c25eec.jpg"></p>
@ -59,13 +59,13 @@ Here's how you can use these formats to train your model:
model = YOLO('yolov8n.pt') # load a pretrained model (recommended for training) model = YOLO('yolov8n.pt') # load a pretrained model (recommended for training)
# Train the model # Train the model
model.train(data='coco128.yaml', epochs=100, imgsz=640) model.train(data='coco8.yaml', epochs=100, imgsz=640)
``` ```
=== "CLI" === "CLI"
```bash ```bash
# Start training from a pretrained *.pt model # Start training from a pretrained *.pt model
yolo detect train data=coco128.yaml model=yolov8n.pt epochs=100 imgsz=640 yolo detect train data=coco8.yaml model=yolov8n.pt epochs=100 imgsz=640
``` ```
## Supported Datasets ## Supported Datasets
@ -77,6 +77,7 @@ Here is a list of the supported datasets and a brief description for each:
- [**COCO8**](./coco8.md): A smaller subset of the COCO dataset, COCO8 is more lightweight and faster to train. - [**COCO8**](./coco8.md): A smaller subset of the COCO dataset, COCO8 is more lightweight and faster to train.
- [**GlobalWheat2020**](./globalwheat2020.md): A dataset containing images of wheat heads for the Global Wheat Challenge 2020. - [**GlobalWheat2020**](./globalwheat2020.md): A dataset containing images of wheat heads for the Global Wheat Challenge 2020.
- [**Objects365**](./objects365.md): A large-scale object detection dataset with 365 object categories and 600k images, aimed at advancing object detection research. - [**Objects365**](./objects365.md): A large-scale object detection dataset with 365 object categories and 600k images, aimed at advancing object detection research.
- [**OpenImagesV7**](./open-images-v7.md): A comprehensive dataset by Google with 1.7M train images and 42k validation images.
- [**SKU-110K**](./sku-110k.md): A dataset containing images of densely packed retail products, intended for retail environment object detection. - [**SKU-110K**](./sku-110k.md): A dataset containing images of densely packed retail products, intended for retail environment object detection.
- [**VisDrone**](./visdrone.md): A dataset focusing on drone-based images, containing various object categories like cars, pedestrians, and cyclists. - [**VisDrone**](./visdrone.md): A dataset focusing on drone-based images, containing various object categories like cars, pedestrians, and cyclists.
- [**VOC**](./voc.md): PASCAL VOC is a popular object detection dataset with 20 object categories including vehicles, animals, and furniture. - [**VOC**](./voc.md): PASCAL VOC is a popular object detection dataset with 20 object categories including vehicles, animals, and furniture.

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@ -0,0 +1,106 @@
---
comments: true
description: Dive into Google's Open Images V7, a comprehensive dataset offering a broad scope for computer vision research. Understand its usage with deep learning models.
keywords: Open Images V7, object detection, segmentation masks, visual relationships, localized narratives, computer vision, deep learning, annotations, bounding boxes
---
# Open Images V7 Dataset
[Open Images V7](https://storage.googleapis.com/openimages/web/index.html) is a versatile and expansive dataset championed by Google. Aimed at propelling research in the realm of computer vision, it boasts a vast collection of images annotated with a plethora of data, including image-level labels, object bounding boxes, object segmentation masks, visual relationships, and localized narratives.
![Open Images V7 classes visual](https://user-images.githubusercontent.com/26833433/258660358-2dc07771-ec08-4d11-b24a-f66e07550050.png)
## Key Features
- Encompasses ~9M images annotated in various ways to suit multiple computer vision tasks.
- Houses a staggering 16M bounding boxes across 600 object classes in 1.9M images. These boxes are primarily hand-drawn by experts ensuring high precision.
- Visual relationship annotations totaling 3.3M are available, detailing 1,466 unique relationship triplets, object properties, and human activities.
- V5 introduced segmentation masks for 2.8M objects across 350 classes.
- V6 introduced 675k localized narratives that amalgamate voice, text, and mouse traces highlighting described objects.
- V7 introduced 66.4M point-level labels on 1.4M images, spanning 5,827 classes.
- Encompasses 61.4M image-level labels across a diverse set of 20,638 classes.
- Provides a unified platform for image classification, object detection, relationship detection, instance segmentation, and multimodal image descriptions.
## Dataset Structure
Open Images V7 is structured in multiple components catering to varied computer vision challenges:
- **Images**: About 9 million images, often showcasing intricate scenes with an average of 8.3 objects per image.
- **Bounding Boxes**: Over 16 million boxes that demarcate objects across 600 categories.
- **Segmentation Masks**: These detail the exact boundary of 2.8M objects across 350 classes.
- **Visual Relationships**: 3.3M annotations indicating object relationships, properties, and actions.
- **Localized Narratives**: 675k descriptions combining voice, text, and mouse traces.
- **Point-Level Labels**: 66.4M labels across 1.4M images, suitable for zero/few-shot semantic segmentation.
## Applications
Open Images V7 is a cornerstone for training and evaluating state-of-the-art models in various computer vision tasks. The dataset's broad scope and high-quality annotations make it indispensable for researchers and developers specializing in computer vision.
## Dataset YAML
Typically, datasets come with a YAML (Yet Another Markup Language) file that delineates the dataset's configuration. For the case of Open Images V7, a hypothetical `OpenImagesV7.yaml` might exist. For accurate paths and configurations, one should refer to the dataset's official repository or documentation.
!!! example "OpenImagesV7.yaml"
```yaml
--8<-- "ultralytics/cfg/datasets/open-images-v7.yaml"
```
## Usage
To train a YOLOv8n model on the Open Images V7 dataset for 100 epochs with an image size of 640, you can use the following code snippets. For a comprehensive list of available arguments, refer to the model [Training](../../modes/train.md) page.
!!! warning
The complete Open Images V7 dataset comprises 1,743,042 training images and 41,620 validation images, requiring approximately **561 GB of storage space** upon download.
Executing the commands provided below will trigger an automatic download of the full dataset if it's not already present locally. Before running the below example it's crucial to:
- Verify that your device has enough storage capacity.
- Ensure a robust and speedy internet connection.
!!! example "Train Example"
=== "Python"
```python
from ultralytics import YOLO
# Load a COCO-pretrained YOLOv8n model
model = YOLO('yolov8n.pt')
# Train the model on the Open Images V7 dataset
model.train(data='open-images-v7.yaml', epochs=100, imgsz=640)
```
=== "CLI"
```bash
# Train a COCO-pretrained YOLOv8n model on the Open Images V7 dataset
yolo detect train data=open-images-v7.yaml model=yolov8n.pt epochs=100 imgsz=640
```
## Sample Data and Annotations
Illustrations of the dataset help provide insights into its richness:
![Dataset sample image](https://storage.googleapis.com/openimages/web/images/oidv7_all-in-one_example_ab.jpg)
- **Open Images V7**: This image exemplifies the depth and detail of annotations available, including bounding boxes, relationships, and segmentation masks.
Researchers can gain invaluable insights into the array of computer vision challenges that the dataset addresses, from basic object detection to intricate relationship identification.
## Citations and Acknowledgments
For those employing Open Images V7 in their work, it's prudent to cite the relevant papers and acknowledge the creators:
```bibtex
@article{OpenImages,
author = {Alina Kuznetsova and Hassan Rom and Neil Alldrin and Jasper Uijlings and Ivan Krasin and Jordi Pont-Tuset and Shahab Kamali and Stefan Popov and Matteo Malloci and Alexander Kolesnikov and Tom Duerig and Vittorio Ferrari},
title = {The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scale},
year = {2020},
journal = {IJCV}
}
```
A heartfelt acknowledgment goes out to the Google AI team for creating and maintaining the Open Images V7 dataset. For a deep dive into the dataset and its offerings, navigate to the [official Open Images V7 website](https://storage.googleapis.com/openimages/web/index.html).

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@ -12,48 +12,49 @@ Ultralytics provides support for various datasets to facilitate computer vision
Bounding box object detection is a computer vision technique that involves detecting and localizing objects in an image by drawing a bounding box around each object. Bounding box object detection is a computer vision technique that involves detecting and localizing objects in an image by drawing a bounding box around each object.
* [Argoverse](detect/argoverse.md): A dataset containing 3D tracking and motion forecasting data from urban environments with rich annotations. - [Argoverse](detect/argoverse.md): A dataset containing 3D tracking and motion forecasting data from urban environments with rich annotations.
* [COCO](detect/coco.md): A large-scale dataset designed for object detection, segmentation, and captioning with over 200K labeled images. - [COCO](detect/coco.md): A large-scale dataset designed for object detection, segmentation, and captioning with over 200K labeled images.
* [COCO8](detect/coco8.md): Contains the first 4 images from COCO train and COCO val, suitable for quick tests. - [COCO8](detect/coco8.md): Contains the first 4 images from COCO train and COCO val, suitable for quick tests.
* [Global Wheat 2020](detect/globalwheat2020.md): A dataset of wheat head images collected from around the world for object detection and localization tasks. - [Global Wheat 2020](detect/globalwheat2020.md): A dataset of wheat head images collected from around the world for object detection and localization tasks.
* [Objects365](detect/objects365.md): A high-quality, large-scale dataset for object detection with 365 object categories and over 600K annotated images. - [Objects365](detect/objects365.md): A high-quality, large-scale dataset for object detection with 365 object categories and over 600K annotated images.
* [SKU-110K](detect/sku-110k.md): A dataset featuring dense object detection in retail environments with over 11K images and 1.7 million bounding boxes. - [OpenImagesV7](detect/open-images-v7.md): A comprehensive dataset by Google with 1.7M train images and 42k validation images.
* [VisDrone](detect/visdrone.md): A dataset containing object detection and multi-object tracking data from drone-captured imagery with over 10K images and video sequences. - [SKU-110K](detect/sku-110k.md): A dataset featuring dense object detection in retail environments with over 11K images and 1.7 million bounding boxes.
* [VOC](detect/voc.md): The Pascal Visual Object Classes (VOC) dataset for object detection and segmentation with 20 object classes and over 11K images. - [VisDrone](detect/visdrone.md): A dataset containing object detection and multi-object tracking data from drone-captured imagery with over 10K images and video sequences.
* [xView](detect/xview.md): A dataset for object detection in overhead imagery with 60 object categories and over 1 million annotated objects. - [VOC](detect/voc.md): The Pascal Visual Object Classes (VOC) dataset for object detection and segmentation with 20 object classes and over 11K images.
- [xView](detect/xview.md): A dataset for object detection in overhead imagery with 60 object categories and over 1 million annotated objects.
## [Instance Segmentation Datasets](segment/index.md) ## [Instance Segmentation Datasets](segment/index.md)
Instance segmentation is a computer vision technique that involves identifying and localizing objects in an image at the pixel level. Instance segmentation is a computer vision technique that involves identifying and localizing objects in an image at the pixel level.
* [COCO](segment/coco.md): A large-scale dataset designed for object detection, segmentation, and captioning tasks with over 200K labeled images. - [COCO](segment/coco.md): A large-scale dataset designed for object detection, segmentation, and captioning tasks with over 200K labeled images.
* [COCO8-seg](segment/coco8-seg.md): A smaller dataset for instance segmentation tasks, containing a subset of 8 COCO images with segmentation annotations. - [COCO8-seg](segment/coco8-seg.md): A smaller dataset for instance segmentation tasks, containing a subset of 8 COCO images with segmentation annotations.
## [Pose Estimation](pose/index.md) ## [Pose Estimation](pose/index.md)
Pose estimation is a technique used to determine the pose of the object relative to the camera or the world coordinate system. Pose estimation is a technique used to determine the pose of the object relative to the camera or the world coordinate system.
* [COCO](pose/coco.md): A large-scale dataset with human pose annotations designed for pose estimation tasks. - [COCO](pose/coco.md): A large-scale dataset with human pose annotations designed for pose estimation tasks.
* [COCO8-pose](pose/coco8-pose.md): A smaller dataset for pose estimation tasks, containing a subset of 8 COCO images with human pose annotations. - [COCO8-pose](pose/coco8-pose.md): A smaller dataset for pose estimation tasks, containing a subset of 8 COCO images with human pose annotations.
## [Classification](classify/index.md) ## [Classification](classify/index.md)
Image classification is a computer vision task that involves categorizing an image into one or more predefined classes or categories based on its visual content. Image classification is a computer vision task that involves categorizing an image into one or more predefined classes or categories based on its visual content.
* [Caltech 101](classify/caltech101.md): A dataset containing images of 101 object categories for image classification tasks. - [Caltech 101](classify/caltech101.md): A dataset containing images of 101 object categories for image classification tasks.
* [Caltech 256](classify/caltech256.md): An extended version of Caltech 101 with 256 object categories and more challenging images. - [Caltech 256](classify/caltech256.md): An extended version of Caltech 101 with 256 object categories and more challenging images.
* [CIFAR-10](classify/cifar10.md): A dataset of 60K 32x32 color images in 10 classes, with 6K images per class. - [CIFAR-10](classify/cifar10.md): A dataset of 60K 32x32 color images in 10 classes, with 6K images per class.
* [CIFAR-100](classify/cifar100.md): An extended version of CIFAR-10 with 100 object categories and 600 images per class. - [CIFAR-100](classify/cifar100.md): An extended version of CIFAR-10 with 100 object categories and 600 images per class.
* [Fashion-MNIST](classify/fashion-mnist.md): A dataset consisting of 70,000 grayscale images of 10 fashion categories for image classification tasks. - [Fashion-MNIST](classify/fashion-mnist.md): A dataset consisting of 70,000 grayscale images of 10 fashion categories for image classification tasks.
* [ImageNet](classify/imagenet.md): A large-scale dataset for object detection and image classification with over 14 million images and 20,000 categories. - [ImageNet](classify/imagenet.md): A large-scale dataset for object detection and image classification with over 14 million images and 20,000 categories.
* [ImageNet-10](classify/imagenet10.md): A smaller subset of ImageNet with 10 categories for faster experimentation and testing. - [ImageNet-10](classify/imagenet10.md): A smaller subset of ImageNet with 10 categories for faster experimentation and testing.
* [Imagenette](classify/imagenette.md): A smaller subset of ImageNet that contains 10 easily distinguishable classes for quicker training and testing. - [Imagenette](classify/imagenette.md): A smaller subset of ImageNet that contains 10 easily distinguishable classes for quicker training and testing.
* [Imagewoof](classify/imagewoof.md): A more challenging subset of ImageNet containing 10 dog breed categories for image classification tasks. - [Imagewoof](classify/imagewoof.md): A more challenging subset of ImageNet containing 10 dog breed categories for image classification tasks.
* [MNIST](classify/mnist.md): A dataset of 70,000 grayscale images of handwritten digits for image classification tasks. - [MNIST](classify/mnist.md): A dataset of 70,000 grayscale images of handwritten digits for image classification tasks.
## [Multi-Object Tracking](track/index.md) ## [Multi-Object Tracking](track/index.md)
Multi-object tracking is a computer vision technique that involves detecting and tracking multiple objects over time in a video sequence. Multi-object tracking is a computer vision technique that involves detecting and tracking multiple objects over time in a video sequence.
* [Argoverse](detect/argoverse.md): A dataset containing 3D tracking and motion forecasting data from urban environments with rich annotations for multi-object tracking tasks. - [Argoverse](detect/argoverse.md): A dataset containing 3D tracking and motion forecasting data from urban environments with rich annotations for multi-object tracking tasks.
* [VisDrone](detect/visdrone.md): A dataset containing object detection and multi-object tracking data from drone-captured imagery with over 10K images and video sequences. - [VisDrone](detect/visdrone.md): A dataset containing object detection and multi-object tracking data from drone-captured imagery with over 10K images and video sequences.

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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.cfg.cfg2dict ## ::: ultralytics.cfg.cfg2dict

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

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@ -7,7 +7,7 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.data.augment.BaseTransform ## ::: ultralytics.data.augment.BaseTransform

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

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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.data.build.InfiniteDataLoader ## ::: ultralytics.data.build.InfiniteDataLoader

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@ -7,7 +7,7 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.data.converter.coco91_to_coco80_class ## ::: ultralytics.data.converter.coco91_to_coco80_class

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

2
docs/reference/data/loaders.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.data.loaders.SourceTypes ## ::: ultralytics.data.loaders.SourceTypes

2
docs/reference/data/utils.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.data.utils.HUBDatasetStats ## ::: ultralytics.data.utils.HUBDatasetStats

2
docs/reference/engine/exporter.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Exporter, iOSDetectModel, Export Formats, Try export
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.engine.exporter.Exporter ## ::: ultralytics.engine.exporter.Exporter

2
docs/reference/engine/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.engine.model.Model ## ::: ultralytics.engine.model.Model

2
docs/reference/engine/predictor.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.engine.predictor.BasePredictor ## ::: ultralytics.engine.predictor.BasePredictor

2
docs/reference/engine/results.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.engine.results.BaseTensor ## ::: ultralytics.engine.results.BaseTensor

2
docs/reference/engine/trainer.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.engine.trainer.BaseTrainer ## ::: ultralytics.engine.trainer.BaseTrainer

2
docs/reference/engine/validator.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.engine.validator.BaseValidator ## ::: ultralytics.engine.validator.BaseValidator

2
docs/reference/hub/__init__.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, hub functions, model export, dataset check, reset model,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.hub.login ## ::: ultralytics.hub.login

2
docs/reference/hub/auth.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.hub.auth.Auth ## ::: ultralytics.hub.auth.Auth

2
docs/reference/hub/session.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.hub.session.HUBTrainingSession ## ::: ultralytics.hub.session.HUBTrainingSession

2
docs/reference/hub/utils.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.hub.utils.Events ## ::: ultralytics.hub.utils.Events

2
docs/reference/models/fastsam/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.fastsam.model.FastSAM ## ::: ultralytics.models.fastsam.model.FastSAM

2
docs/reference/models/fastsam/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.fastsam.predict.FastSAMPredictor ## ::: ultralytics.models.fastsam.predict.FastSAMPredictor

2
docs/reference/models/fastsam/prompt.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt ## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt

2
docs/reference/models/fastsam/utils.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border ## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border

2
docs/reference/models/fastsam/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.fastsam.val.FastSAMValidator ## ::: ultralytics.models.fastsam.val.FastSAMValidator

2
docs/reference/models/nas/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.nas.model.NAS ## ::: ultralytics.models.nas.model.NAS

2
docs/reference/models/nas/predict.md
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@ -7,7 +7,7 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.nas.predict.NASPredictor ## ::: ultralytics.models.nas.predict.NASPredictor

2
docs/reference/models/nas/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.nas.val.NASValidator ## ::: ultralytics.models.nas.val.NASValidator

2
docs/reference/models/rtdetr/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.rtdetr.model.RTDETR ## ::: ultralytics.models.rtdetr.model.RTDETR

2
docs/reference/models/rtdetr/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor ## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor

2
docs/reference/models/rtdetr/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.rtdetr.train.RTDETRTrainer ## ::: ultralytics.models.rtdetr.train.RTDETRTrainer

2
docs/reference/models/rtdetr/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.rtdetr.val.RTDETRDataset ## ::: ultralytics.models.rtdetr.val.RTDETRDataset

2
docs/reference/models/sam/amg.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.amg.MaskData ## ::: ultralytics.models.sam.amg.MaskData

2
docs/reference/models/sam/build.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.build.build_sam_vit_h ## ::: ultralytics.models.sam.build.build_sam_vit_h

2
docs/reference/models/sam/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.model.SAM ## ::: ultralytics.models.sam.model.SAM

2
docs/reference/models/sam/modules/decoders.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.modules.decoders.MaskDecoder ## ::: ultralytics.models.sam.modules.decoders.MaskDecoder

2
docs/reference/models/sam/modules/encoders.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT ## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT

2
docs/reference/models/sam/modules/sam.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.modules.sam.Sam ## ::: ultralytics.models.sam.modules.sam.Sam

2
docs/reference/models/sam/modules/tiny_encoder.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN ## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN

2
docs/reference/models/sam/modules/transformer.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer ## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer

2
docs/reference/models/sam/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.sam.predict.Predictor ## ::: ultralytics.models.sam.predict.Predictor

2
docs/reference/models/utils/loss.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.utils.loss.DETRLoss ## ::: ultralytics.models.utils.loss.DETRLoss

2
docs/reference/models/utils/ops.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.utils.ops.HungarianMatcher ## ::: ultralytics.models.utils.ops.HungarianMatcher

2
docs/reference/models/yolo/classify/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor ## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor

2
docs/reference/models/yolo/classify/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer ## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer

2
docs/reference/models/yolo/classify/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.classify.val.ClassificationValidator ## ::: ultralytics.models.yolo.classify.val.ClassificationValidator

2
docs/reference/models/yolo/detect/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor ## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor

2
docs/reference/models/yolo/detect/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.detect.train.DetectionTrainer ## ::: ultralytics.models.yolo.detect.train.DetectionTrainer

2
docs/reference/models/yolo/detect/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.detect.val.DetectionValidator ## ::: ultralytics.models.yolo.detect.val.DetectionValidator

2
docs/reference/models/yolo/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.model.YOLO ## ::: ultralytics.models.yolo.model.YOLO

2
docs/reference/models/yolo/pose/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.pose.predict.PosePredictor ## ::: ultralytics.models.yolo.pose.predict.PosePredictor

2
docs/reference/models/yolo/pose/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.pose.train.PoseTrainer ## ::: ultralytics.models.yolo.pose.train.PoseTrainer

2
docs/reference/models/yolo/pose/val.md
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@ -7,7 +7,7 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.pose.val.PoseValidator ## ::: ultralytics.models.yolo.pose.val.PoseValidator

2
docs/reference/models/yolo/segment/predict.md
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@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor ## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor

2
docs/reference/models/yolo/segment/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer ## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer

2
docs/reference/models/yolo/segment/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.models.yolo.segment.val.SegmentationValidator ## ::: ultralytics.models.yolo.segment.val.SegmentationValidator

2
docs/reference/nn/autobackend.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.nn.autobackend.AutoBackend ## ::: ultralytics.nn.autobackend.AutoBackend

2
docs/reference/nn/modules/block.md
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@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.nn.modules.block.DFL ## ::: ultralytics.nn.modules.block.DFL

2
docs/reference/nn/modules/conv.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.nn.modules.conv.Conv ## ::: ultralytics.nn.modules.conv.Conv

2
docs/reference/nn/modules/head.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.nn.modules.head.Detect ## ::: ultralytics.nn.modules.head.Detect

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

2
docs/reference/nn/modules/utils.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.nn.modules.utils._get_clones ## ::: ultralytics.nn.modules.utils._get_clones

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

2
docs/reference/trackers/basetrack.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.basetrack.TrackState ## ::: ultralytics.trackers.basetrack.TrackState

2
docs/reference/trackers/bot_sort.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.bot_sort.BOTrack ## ::: ultralytics.trackers.bot_sort.BOTrack

2
docs/reference/trackers/byte_tracker.md
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@ -7,7 +7,7 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.byte_tracker.STrack ## ::: ultralytics.trackers.byte_tracker.STrack

2
docs/reference/trackers/track.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.track.on_predict_start ## ::: ultralytics.trackers.track.on_predict_start

2
docs/reference/trackers/utils/gmc.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.utils.gmc.GMC ## ::: ultralytics.trackers.utils.gmc.GMC

2
docs/reference/trackers/utils/kalman_filter.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH ## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH

2
docs/reference/trackers/utils/matching.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.trackers.utils.matching.merge_matches ## ::: ultralytics.trackers.utils.matching.merge_matches

10
docs/reference/utils/__init__.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.SimpleClass ## ::: ultralytics.utils.SimpleClass
@ -57,6 +57,10 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo
## ::: ultralytics.utils.yaml_print ## ::: ultralytics.utils.yaml_print
<br><br> <br><br>
---
## ::: ultralytics.utils.is_ubuntu
<br><br>
--- ---
## ::: ultralytics.utils.is_colab ## ::: ultralytics.utils.is_colab
<br><br> <br><br>
@ -113,6 +117,10 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo
## ::: ultralytics.utils.get_default_args ## ::: ultralytics.utils.get_default_args
<br><br> <br><br>
---
## ::: ultralytics.utils.get_ubuntu_version
<br><br>
--- ---
## ::: ultralytics.utils.get_user_config_dir ## ::: ultralytics.utils.get_user_config_dir
<br><br> <br><br>

2
docs/reference/utils/autobatch.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.autobatch.check_train_batch_size ## ::: ultralytics.utils.autobatch.check_train_batch_size

2
docs/reference/utils/benchmarks.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.benchmarks.ProfileModels ## ::: ultralytics.utils.benchmarks.ProfileModels

2
docs/reference/utils/callbacks/base.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start ## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start

2
docs/reference/utils/callbacks/clearml.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation en
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.clearml._log_debug_samples ## ::: ultralytics.utils.callbacks.clearml._log_debug_samples

2
docs/reference/utils/callbacks/comet.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experime
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.comet._get_comet_mode ## ::: ultralytics.utils.callbacks.comet._get_comet_mode

2
docs/reference/utils/callbacks/dvc.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine l
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.dvc._logger_disabled ## ::: ultralytics.utils.callbacks.dvc._logger_disabled

2
docs/reference/utils/callbacks/hub.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_tra
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end ## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end

2
docs/reference/utils/callbacks/mlflow.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end ## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end

2
docs/reference/utils/callbacks/neptune.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_p
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.neptune._log_scalars ## ::: ultralytics.utils.callbacks.neptune._log_scalars

2
docs/reference/utils/callbacks/raytune.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep le
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end ## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end

2
docs/reference/utils/callbacks/tensorboard.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.tensorboard._log_scalars ## ::: ultralytics.utils.callbacks.tensorboard._log_scalars

2
docs/reference/utils/callbacks/wb.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.callbacks.wb._log_plots ## ::: ultralytics.utils.callbacks.wb._log_plots

2
docs/reference/utils/checks.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_p
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.checks.is_ascii ## ::: ultralytics.utils.checks.is_ascii

2
docs/reference/utils/dist.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.dist.find_free_network_port ## ::: ultralytics.utils.dist.find_free_network_port

10
docs/reference/utils/downloads.md
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@ -7,12 +7,16 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.downloads.is_url ## ::: ultralytics.utils.downloads.is_url
<br><br> <br><br>
---
## ::: ultralytics.utils.downloads.zip_directory
<br><br>
--- ---
## ::: ultralytics.utils.downloads.unzip_file ## ::: ultralytics.utils.downloads.unzip_file
<br><br> <br><br>
@ -21,6 +25,10 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g
## ::: ultralytics.utils.downloads.check_disk_space ## ::: ultralytics.utils.downloads.check_disk_space
<br><br> <br><br>
---
## ::: ultralytics.utils.downloads.get_google_drive_file_info
<br><br>
--- ---
## ::: ultralytics.utils.downloads.safe_download ## ::: ultralytics.utils.downloads.safe_download
<br><br> <br><br>

2
docs/reference/utils/errors.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, HUBModelError, Machine Learning, Error troubleshooting, U
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.errors.HUBModelError ## ::: ultralytics.utils.errors.HUBModelError

2
docs/reference/utils/files.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, utility functions, file operations, working directory, fi
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.files.WorkingDirectory ## ::: ultralytics.utils.files.WorkingDirectory

2
docs/reference/utils/instance.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Bboxes, _ntuple, utility, ultralytics utils.instance
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.instance.Bboxes ## ::: ultralytics.utils.instance.Bboxes

2
docs/reference/utils/loss.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.loss.VarifocalLoss ## ::: ultralytics.utils.loss.VarifocalLoss

2
docs/reference/utils/metrics.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.metrics.ConfusionMatrix ## ::: ultralytics.utils.metrics.ConfusionMatrix

2
docs/reference/utils/ops.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.ops.Profile ## ::: ultralytics.utils.ops.Profile

2
docs/reference/utils/patches.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, Patches, imread, imshow, torch_save, image process
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.patches.imread ## ::: ultralytics.utils.patches.imread

2
docs/reference/utils/plotting.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.plotting.Colors ## ::: ultralytics.utils.plotting.Colors

2
docs/reference/utils/tal.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.tal.TaskAlignedAssigner ## ::: ultralytics.utils.tal.TaskAlignedAssigner

2
docs/reference/utils/torch_utils.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Torch Utils, Model EMA, Early Stopping, Smart Inference,
!!! note !!! note
Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏! Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py). Help us fix any issues you see by submitting a [Pull Request](https://docs.ultralytics.com/help/contributing/) 🛠️. Thank you 🙏!
--- ---
## ::: ultralytics.utils.torch_utils.ModelEMA ## ::: ultralytics.utils.torch_utils.ModelEMA

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