diff --git a/docs/en/guides/index.md b/docs/en/guides/index.md index dca4a0bb..bd9e5915 100644 --- a/docs/en/guides/index.md +++ b/docs/en/guides/index.md @@ -52,9 +52,9 @@ Here's a compilation of in-depth guides to help you master different aspects of - [Objects Counting in Regions](region-counting.md) πŸš€ NEW: Explore counting objects in specific regions with Ultralytics YOLOv8 for precise and efficient object detection in varied areas. - [Security Alarm System](security-alarm-system.md) πŸš€ NEW: Discover the process of creating a security alarm system with Ultralytics YOLOv8. This system triggers alerts upon detecting new objects in the frame. Subsequently, you can customize the code to align with your specific use case. - [Heatmaps](heatmaps.md) πŸš€ NEW: Elevate your understanding of data with our Detection Heatmaps! These intuitive visual tools use vibrant color gradients to vividly illustrate the intensity of data values across a matrix. Essential in computer vision, heatmaps are skillfully designed to highlight areas of interest, providing an immediate, impactful way to interpret spatial information. -- [Instance Segmentation with Object Tracking](instance-segmentation-and-tracking.md) πŸš€ NEW: Explore our feature on [Object Segmentation](https://docs.ultralytics.com/tasks/segment/) in Bounding Boxes Shape, providing a visual representation of precise object boundaries for enhanced understanding and analysis. +- [Instance Segmentation with Object Tracking](instance-segmentation-and-tracking.md) πŸš€ NEW: Explore our feature on [Object Segmentation](../tasks/segment.md) in Bounding Boxes Shape, providing a visual representation of precise object boundaries for enhanced understanding and analysis. - [VisionEye View Objects Mapping](vision-eye.md) πŸš€ NEW: This feature aim computers to discern and focus on specific objects, much like the way the human eye observes details from a particular viewpoint. -- [Speed Estimation](speed-estimation.md) πŸš€ NEW: Speed estimation in computer vision relies on analyzing object motion through techniques like [object tracking](https://docs.ultralytics.com/modes/track/), crucial for applications like autonomous vehicles and traffic monitoring. +- [Speed Estimation](speed-estimation.md) πŸš€ NEW: Speed estimation in computer vision relies on analyzing object motion through techniques like [object tracking](../modes/track.md), crucial for applications like autonomous vehicles and traffic monitoring. - [Distance Calculation](distance-calculation.md) πŸš€ NEW: Distance calculation, which involves measuring the separation between two objects within a defined space, is a crucial aspect. In the context of Ultralytics YOLOv8, the method employed for this involves using the bounding box centroid to determine the distance associated with user-highlighted bounding boxes. - [Queue Management](queue-management.md) πŸš€ NEW: Queue management is the practice of efficiently controlling and directing the flow of people or tasks, often through strategic planning and technology implementation, to minimize wait times and improve overall productivity. - [Parking Management](parking-management.md) πŸš€ NEW: Parking management involves efficiently organizing and directing the flow of vehicles in parking areas, often through strategic planning and technology integration, to optimize space utilization and enhance user experience. diff --git a/docs/en/guides/nvidia-jetson.md b/docs/en/guides/nvidia-jetson.md index 82a64f88..bfc0ce8e 100644 --- a/docs/en/guides/nvidia-jetson.md +++ b/docs/en/guides/nvidia-jetson.md @@ -73,7 +73,7 @@ After this is done, skip to [Use TensorRT on NVIDIA Jetson section](#use-tensorr #### Install Ultralytics Package -Here we will install ultralyics package on the Jetson with optional dependencies so that we can export the PyTorch models to other different formats. We will mainly focus on [NVIDIA TensorRT exports](https://docs.ultralytics.com/integrations/tensorrt) because TensoRT will make sure we can get the maximum performance out of the Jetson devices. +Here we will install ultralyics package on the Jetson with optional dependencies so that we can export the PyTorch models to other different formats. We will mainly focus on [NVIDIA TensorRT exports](../integrations/tensorrt.md) because TensoRT will make sure we can get the maximum performance out of the Jetson devices. 1. Update packages list, install pip and upgrade to latest @@ -144,7 +144,7 @@ pip install onnxruntime_gpu-1.17.0-cp38-cp38-linux_aarch64.whl ## Use TensorRT on NVIDIA Jetson -Out of all the model export formats supported by Ultralytics, TensorRT delivers the best inference performance when working with NVIDIA Jetson devices and our recommendation is to use TensorRT with Jetson. We also have a detailed document on TensorRT [here](https://docs.ultralytics.com/integrations/tensorrt). +Out of all the model export formats supported by Ultralytics, TensorRT delivers the best inference performance when working with NVIDIA Jetson devices and our recommendation is to use TensorRT with Jetson. We also have a detailed document on TensorRT [here](../integrations/tensorrt.md). ## Convert Model to TensorRT and Run Inference @@ -181,7 +181,7 @@ The YOLOv8n model in PyTorch format is converted to TensorRT to run inference wi !!! Note - Visit the [Export page](https://docs.ultralytics.com/modes/export/#arguments) to access additional arguments when exporting models to different model formats + Visit the [Export page](../modes/export.md#arguments) to access additional arguments when exporting models to different model formats ## NVIDIA Jetson Orin YOLOv8 Benchmarks diff --git a/docs/en/guides/region-counting.md b/docs/en/guides/region-counting.md index 7a922ebd..9a87b136 100644 --- a/docs/en/guides/region-counting.md +++ b/docs/en/guides/region-counting.md @@ -8,7 +8,7 @@ keywords: Ultralytics, YOLOv8, Object Detection, Object Counting, Object Trackin ## What is Object Counting in Regions? -[Object counting](https://docs.ultralytics.com/guides/object-counting/) in regions with [Ultralytics YOLOv8](https://github.com/ultralytics/ultralytics/) involves precisely determining the number of objects within specified areas using advanced computer vision. This approach is valuable for optimizing processes, enhancing security, and improving efficiency in various applications. +[Object counting](../guides/object-counting.md) in regions with [Ultralytics YOLOv8](https://github.com/ultralytics/ultralytics/) involves precisely determining the number of objects within specified areas using advanced computer vision. This approach is valuable for optimizing processes, enhancing security, and improving efficiency in various applications.


diff --git a/docs/en/guides/speed-estimation.md b/docs/en/guides/speed-estimation.md index de3f5270..210f7f74 100644 --- a/docs/en/guides/speed-estimation.md +++ b/docs/en/guides/speed-estimation.md @@ -8,7 +8,7 @@ keywords: Ultralytics, YOLOv8, Object Detection, Speed Estimation, Object Tracki ## What is Speed Estimation? -Speed estimation is the process of calculating the rate of movement of an object within a given context, often employed in computer vision applications. Using [Ultralytics YOLOv8](https://github.com/ultralytics/ultralytics/) you can now calculate the speed of object using [object tracking](https://docs.ultralytics.com/modes/track/) alongside distance and time data, crucial for tasks like traffic and surveillance. The accuracy of speed estimation directly influences the efficiency and reliability of various applications, making it a key component in the advancement of intelligent systems and real-time decision-making processes. +Speed estimation is the process of calculating the rate of movement of an object within a given context, often employed in computer vision applications. Using [Ultralytics YOLOv8](https://github.com/ultralytics/ultralytics/) you can now calculate the speed of object using [object tracking](../modes/track.md) alongside distance and time data, crucial for tasks like traffic and surveillance. The accuracy of speed estimation directly influences the efficiency and reliability of various applications, making it a key component in the advancement of intelligent systems and real-time decision-making processes.


diff --git a/docs/en/hub/api/index.md b/docs/en/hub/api/index.md index f8d78022..b4171615 100644 --- a/docs/en/hub/api/index.md +++ b/docs/en/hub/api/index.md @@ -27,7 +27,7 @@ Your feedback shapes our future releases. Share your thoughts and suggestions [h ## Thank You, Community! 🌍 -Your [contributions](https://docs.ultralytics.com/help/contributing) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics! +Your [contributions](../../help/contributing.md) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics! --- diff --git a/docs/en/hub/datasets.md b/docs/en/hub/datasets.md index aadc59d9..3a427f87 100644 --- a/docs/en/hub/datasets.md +++ b/docs/en/hub/datasets.md @@ -27,7 +27,7 @@ Ultralytics HUB datasets are just like YOLOv5 and YOLOv8 πŸš€ datasets. They use Before you upload a dataset to Ultralytics HUB, make sure to **place your dataset YAML file inside the dataset root directory** and that **your dataset YAML, directory and ZIP have the same name**, as shown in the example below, and then zip the dataset directory. -For example, if your dataset is called "coco8", as our [COCO8](https://docs.ultralytics.com/datasets/detect/coco8) example dataset, then you should have a `coco8.yaml` inside your `coco8/` directory, which will create a `coco8.zip` when zipped: +For example, if your dataset is called "coco8", as our [COCO8](../datasets/detect/coco8.md) example dataset, then you should have a `coco8.yaml` inside your `coco8/` directory, which will create a `coco8.zip` when zipped: ```bash zip -r coco8.zip coco8 @@ -91,7 +91,7 @@ Also, you can analyze your dataset by click on the **Overview** tab. ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Overview tab](https://github.com/ultralytics/ultralytics/assets/19519529/5eaacd5d-fedf-4332-9091-1418c9f333cb) -Next, [train a model](https://docs.ultralytics.com/hub/models/#train-model) on your dataset. +Next, [train a model](./models.md#train-model) on your dataset. ![Ultralytics HUB screenshot of the Dataset page with an arrow pointing to the Train Model button](https://github.com/ultralytics/ultralytics/assets/19519529/cb709e5f-a10b-478f-a81d-a48f61c193fe) diff --git a/docs/en/hub/integrations.md b/docs/en/hub/integrations.md index c383ba00..8ed38c19 100644 --- a/docs/en/hub/integrations.md +++ b/docs/en/hub/integrations.md @@ -57,7 +57,7 @@ Available export formats are in the table below. You can predict or validate dir While we're in the process of creating detailed guides: -- Browse through other [HUB Docs](https://docs.ultralytics.com/hub/) for detailed guides and tutorials. +- Browse through other [HUB Docs](./index.md) for detailed guides and tutorials. - Raise an issue on our [GitHub](https://github.com/ultralytics/hub/) for technical support. - Join our [Discord Community](https://ultralytics.com/discord/) for live discussions and community support. diff --git a/docs/en/hub/models.md b/docs/en/hub/models.md index 45554d4d..a34ad4aa 100644 --- a/docs/en/hub/models.md +++ b/docs/en/hub/models.md @@ -45,7 +45,7 @@ Select the dataset for training and click **Continue**. ### 2. Model -Choose the project, model name, and architecture. Read more about available architectures in our [YOLOv8](https://docs.ultralytics.com/models/yolov8) (and [YOLOv5](https://docs.ultralytics.com/models/yolov5)) documentation. +Choose the project, model name, and architecture. Read more about available architectures in our [YOLOv8](../models/yolov8.md) (and [YOLOv5](../models/yolov5.md)) documentation. Click **Continue** when satisfied with the configuration. @@ -53,7 +53,7 @@ Click **Continue** when satisfied with the configuration. !!! note "Note" - By default, your model will use a pre-trained model (trained on the [COCO](https://docs.ultralytics.com/datasets/detect/coco) dataset) to reduce training time. + By default, your model will use a pre-trained model (trained on the [COCO](../datasets/detect/coco.md) dataset) to reduce training time. Advanced options are available to modify this behavior. diff --git a/docs/en/hub/on-premise/index.md b/docs/en/hub/on-premise/index.md index f8d78022..b4171615 100644 --- a/docs/en/hub/on-premise/index.md +++ b/docs/en/hub/on-premise/index.md @@ -27,7 +27,7 @@ Your feedback shapes our future releases. Share your thoughts and suggestions [h ## Thank You, Community! 🌍 -Your [contributions](https://docs.ultralytics.com/help/contributing) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics! +Your [contributions](../../help/contributing.md) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics! --- diff --git a/docs/en/hub/projects.md b/docs/en/hub/projects.md index a512331a..d0195e14 100644 --- a/docs/en/hub/projects.md +++ b/docs/en/hub/projects.md @@ -49,7 +49,7 @@ After your project is created, you will be able to access it from the Projects p ![Ultralytics HUB screenshot of the Projects page with an arrow pointing to one of the projects](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/projects/hub_create_project_5.jpg) -Next, [train a model](https://docs.ultralytics.com/hub/models/#train-model) inside your project. +Next, [train a model](./models.md#train-model) inside your project. ![Ultralytics HUB screenshot of the Project page with an arrow pointing to the Train Model button](https://raw.githubusercontent.com/ultralytics/assets/main/docs/hub/projects/hub_create_project_6.jpg) diff --git a/docs/en/integrations/index.md b/docs/en/integrations/index.md index 927cf328..91f5c330 100644 --- a/docs/en/integrations/index.md +++ b/docs/en/integrations/index.md @@ -109,6 +109,6 @@ We're always excited to see how the community integrates Ultralytics YOLO with o By writing a guide or tutorial, you can help expand our documentation and provide real-world examples that benefit the community. It's an excellent way to contribute to the growing ecosystem around Ultralytics YOLO. -To contribute, please check out our [Contributing Guide](https://docs.ultralytics.com/help/contributing) for instructions on how to submit a Pull Request (PR) πŸ› οΈ. We eagerly await your contributions! +To contribute, please check out our [Contributing Guide](../help/contributing.md) for instructions on how to submit a Pull Request (PR) πŸ› οΈ. We eagerly await your contributions! Let's collaborate to make the Ultralytics YOLO ecosystem more expansive and feature-rich πŸ™! diff --git a/docs/en/integrations/mlflow.md b/docs/en/integrations/mlflow.md index 0dcf4da4..c2fc53e9 100644 --- a/docs/en/integrations/mlflow.md +++ b/docs/en/integrations/mlflow.md @@ -32,7 +32,7 @@ Ensure MLflow is installed. If not, install it using pip: pip install mlflow ``` -Make sure that MLflow logging is enabled in Ultralytics settings. Usually, this is controlled by the settings `mflow` key. See the [settings](https://docs.ultralytics.com/quickstart/#ultralytics-settings) page for more info. +Make sure that MLflow logging is enabled in Ultralytics settings. Usually, this is controlled by the settings `mflow` key. See the [settings](../quickstart.md#ultralytics-settings) page for more info. !!! Example "Update Ultralytics MLflow Settings" diff --git a/docs/en/integrations/roboflow.md b/docs/en/integrations/roboflow.md index 9d19c8fb..a4a07d9c 100644 --- a/docs/en/integrations/roboflow.md +++ b/docs/en/integrations/roboflow.md @@ -22,7 +22,7 @@ In this guide, we are going to showcase how to find, label, and organize data fo - Gather data for training a custom YOLOv8 model - Upload, convert and label data for YOLOv8 format - Pre-process and augment data for model robustness -- Dataset management for [YOLOv8](https://docs.ultralytics.com/models/yolov8/) +- Dataset management for [YOLOv8](../models/yolov8.md) - Export data in 40+ formats for model training - Upload custom YOLOv8 model weights for testing and deployment - Gather Data for Training a Custom YOLOv8 Model @@ -157,7 +157,7 @@ When your dataset version has been generated, you can export your data into a ra Exporting a dataset

-You are now ready to train YOLOv8 on a custom dataset. Follow this [written guide](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset/) and [YouTube video](https://www.youtube.com/watch?v=wuZtUMEiKWY) for step-by-step instructions or refer to the [Ultralytics documentation](https://docs.ultralytics.com/modes/train/). +You are now ready to train YOLOv8 on a custom dataset. Follow this [written guide](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset/) and [YouTube video](https://www.youtube.com/watch?v=wuZtUMEiKWY) for step-by-step instructions or refer to the [Ultralytics documentation](../modes/train.md). ## Upload Custom YOLOv8 Model Weights for Testing and Deployment diff --git a/docs/en/models/sam.md b/docs/en/models/sam.md index 6a552aa6..e3e14b87 100644 --- a/docs/en/models/sam.md +++ b/docs/en/models/sam.md @@ -175,7 +175,7 @@ Tests run on a 2023 Apple M2 Macbook with 16GB of RAM. To reproduce this test: ## Auto-Annotation: A Quick Path to Segmentation Datasets -Auto-annotation is a key feature of SAM, allowing users to generate a [segmentation dataset](https://docs.ultralytics.com/datasets/segment) using a pre-trained detection model. This feature enables rapid and accurate annotation of a large number of images, bypassing the need for time-consuming manual labeling. +Auto-annotation is a key feature of SAM, allowing users to generate a [segmentation dataset](../datasets/segment/index.md) using a pre-trained detection model. This feature enables rapid and accurate annotation of a large number of images, bypassing the need for time-consuming manual labeling. ### Generate Your Segmentation Dataset Using a Detection Model diff --git a/docs/en/models/yolov5.md b/docs/en/models/yolov5.md index bbfc6307..67a2b14b 100644 --- a/docs/en/models/yolov5.md +++ b/docs/en/models/yolov5.md @@ -36,7 +36,7 @@ This table provides a detailed overview of the YOLOv5u model variants, highlight === "Detection" - See [Detection Docs](https://docs.ultralytics.com/tasks/detect/) for usage examples with these models trained on [COCO](https://docs.ultralytics.com/datasets/detect/coco/), which include 80 pre-trained classes. + See [Detection Docs](../tasks/detect.md) for usage examples with these models trained on [COCO](../datasets/detect/coco.md), which include 80 pre-trained classes. | Model | YAML | size
(pixels) | mAPval
50-95 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) | |---------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------|-----------------------|----------------------|--------------------------------|-------------------------------------|--------------------|-------------------| diff --git a/docs/en/models/yolov8.md b/docs/en/models/yolov8.md index 26c3b315..8b3aebc6 100644 --- a/docs/en/models/yolov8.md +++ b/docs/en/models/yolov8.md @@ -52,7 +52,7 @@ This table provides an overview of the YOLOv8 model variants, highlighting their === "Detection (COCO)" - See [Detection Docs](https://docs.ultralytics.com/tasks/detect/) for usage examples with these models trained on [COCO](https://docs.ultralytics.com/datasets/detect/coco/), which include 80 pre-trained classes. + See [Detection Docs](../tasks/detect.md) for usage examples with these models trained on [COCO](../datasets/detect/coco.md), which include 80 pre-trained classes. | Model | size
(pixels) | mAPval
50-95 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) | | ------------------------------------------------------------------------------------ | --------------------- | -------------------- | ------------------------------ | ----------------------------------- | ------------------ | ----------------- | @@ -64,7 +64,7 @@ This table provides an overview of the YOLOv8 model variants, highlighting their === "Detection (Open Images V7)" - See [Detection Docs](https://docs.ultralytics.com/tasks/detect/) for usage examples with these models trained on [Open Image V7](https://docs.ultralytics.com/datasets/detect/open-images-v7/), which include 600 pre-trained classes. + See [Detection Docs](../tasks/detect.md) for usage examples with these models trained on [Open Image V7](../datasets/detect/open-images-v7.md), which include 600 pre-trained classes. | Model | size
(pixels) | mAPval
50-95 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) | | ----------------------------------------------------------------------------------------- | --------------------- | -------------------- | ------------------------------ | ----------------------------------- | ------------------ | ----------------- | @@ -76,7 +76,7 @@ This table provides an overview of the YOLOv8 model variants, highlighting their === "Segmentation (COCO)" - See [Segmentation Docs](https://docs.ultralytics.com/tasks/segment/) for usage examples with these models trained on [COCO](https://docs.ultralytics.com/datasets/segment/coco/), which include 80 pre-trained classes. + See [Segmentation Docs](../tasks/segment.md) for usage examples with these models trained on [COCO](../datasets/segment/coco.md), which include 80 pre-trained classes. | Model | size
(pixels) | mAPbox
50-95 | mAPmask
50-95 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) | | -------------------------------------------------------------------------------------------- | --------------------- | -------------------- | --------------------- | ------------------------------ | ----------------------------------- | ------------------ | ----------------- | @@ -88,7 +88,7 @@ This table provides an overview of the YOLOv8 model variants, highlighting their === "Classification (ImageNet)" - See [Classification Docs](https://docs.ultralytics.com/tasks/classify/) for usage examples with these models trained on [ImageNet](https://docs.ultralytics.com/datasets/classify/imagenet/), which include 1000 pre-trained classes. + See [Classification Docs](../tasks/classify.md) for usage examples with these models trained on [ImageNet](../datasets/classify/imagenet.md), which include 1000 pre-trained classes. | Model | size
(pixels) | acc
top1 | acc
top5 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) at 640 | | -------------------------------------------------------------------------------------------- | --------------------- | ---------------- | ---------------- | ------------------------------ | ----------------------------------- | ------------------ | ------------------------ | @@ -100,7 +100,7 @@ This table provides an overview of the YOLOv8 model variants, highlighting their === "Pose (COCO)" - See [Pose Estimation Docs](https://docs.ultralytics.com/tasks/pose/) for usage examples with these models trained on [COCO](https://docs.ultralytics.com/datasets/pose/coco/), which include 1 pre-trained class, 'person'. + See [Pose Estimation Docs](../tasks/pose.md) for usage examples with these models trained on [COCO](../datasets/pose/coco.md), which include 1 pre-trained class, 'person'. | Model | size
(pixels) | mAPpose
50-95 | mAPpose
50 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) | | ---------------------------------------------------------------------------------------------------- | --------------------- | --------------------- | ------------------ | ------------------------------ | ----------------------------------- | ------------------ | ----------------- | @@ -113,7 +113,7 @@ This table provides an overview of the YOLOv8 model variants, highlighting their === "OBB (DOTAv1)" - See [Oriented Detection Docs](https://docs.ultralytics.com/tasks/obb/) for usage examples with these models trained on [DOTAv1](https://docs.ultralytics.com/datasets/obb/dota-v2/#dota-v10/), which include 15 pre-trained classes. + See [Oriented Detection Docs](../tasks/obb.md) for usage examples with these models trained on [DOTAv1](../datasets/obb/dota-v2.md#dota-v10), which include 15 pre-trained classes. | Model | size
(pixels) | mAPtest
50 | Speed
CPU ONNX
(ms) | Speed
A100 TensorRT
(ms) | params
(M) | FLOPs
(B) | |----------------------------------------------------------------------------------------------|-----------------------| -------------------- | -------------------------------- | ------------------------------------- | -------------------- | ----------------- | diff --git a/docs/en/modes/track.md b/docs/en/modes/track.md index 22ec51f7..a1a05434 100644 --- a/docs/en/modes/track.md +++ b/docs/en/modes/track.md @@ -357,7 +357,7 @@ Are you proficient in multi-object tracking and have successfully implemented or By contributing to this section, you help expand the scope of tracking solutions available within the Ultralytics YOLO framework, adding another layer of functionality and utility for the community. -To initiate your contribution, please refer to our [Contributing Guide](https://docs.ultralytics.com/help/contributing) for comprehensive instructions on submitting a Pull Request (PR) πŸ› οΈ. We are excited to see what you bring to the table! +To initiate your contribution, please refer to our [Contributing Guide](../help/contributing.md) for comprehensive instructions on submitting a Pull Request (PR) πŸ› οΈ. We are excited to see what you bring to the table! Together, let's enhance the tracking capabilities of the Ultralytics YOLO ecosystem πŸ™! diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md index b8317e38..59095d56 100644 --- a/docs/en/quickstart.md +++ b/docs/en/quickstart.md @@ -126,7 +126,7 @@ Ultralytics provides various installation methods including pip, conda, and Dock Alter `/path/on/host` with the directory path on your local machine, and `/path/in/container` with the desired path inside the Docker container for accessibility. - For advanced Docker usage, feel free to explore the [Ultralytics Docker Guide](https://docs.ultralytics.com/guides/docker-quickstart/). + For advanced Docker usage, feel free to explore the [Ultralytics Docker Guide](./guides/docker-quickstart.md). See the `ultralytics` [requirements.txt](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) file for a list of dependencies. Note that all examples above install all required dependencies. diff --git a/docs/en/reference/cfg/__init__.md b/docs/en/reference/cfg/__init__.md index c6627fd1..152994ba 100644 --- a/docs/en/reference/cfg/__init__.md +++ b/docs/en/reference/cfg/__init__.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_ !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/annotator.md b/docs/en/reference/data/annotator.md index ab685b22..766b30bc 100644 --- a/docs/en/reference/data/annotator.md +++ b/docs/en/reference/data/annotator.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Pro !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/augment.md b/docs/en/reference/data/augment.md index b28fd08a..66e05237 100644 --- a/docs/en/reference/data/augment.md +++ b/docs/en/reference/data/augment.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/base.md b/docs/en/reference/data/base.md index c98a7c30..bbea8039 100644 --- a/docs/en/reference/data/base.md +++ b/docs/en/reference/data/base.md @@ -7,7 +7,7 @@ keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/build.md b/docs/en/reference/data/build.md index 3c80e1ed..08bae433 100644 --- a/docs/en/reference/data/build.md +++ b/docs/en/reference/data/build.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/converter.md b/docs/en/reference/data/converter.md index 1d456b3e..97572851 100644 --- a/docs/en/reference/data/converter.md +++ b/docs/en/reference/data/converter.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/dataset.md b/docs/en/reference/data/dataset.md index f8ed4711..b7643e49 100644 --- a/docs/en/reference/data/dataset.md +++ b/docs/en/reference/data/dataset.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data m !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/explorer/explorer.md b/docs/en/reference/data/explorer/explorer.md index d8608635..e7b363a9 100644 --- a/docs/en/reference/data/explorer/explorer.md +++ b/docs/en/reference/data/explorer/explorer.md @@ -8,7 +8,7 @@ keywords: Ultralytics, explorer.py, data explorer, Semantic search, vector simil !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/explorer/gui/dash.md b/docs/en/reference/data/explorer/gui/dash.md index fd241d9e..bd613eec 100644 --- a/docs/en/reference/data/explorer/gui/dash.md +++ b/docs/en/reference/data/explorer/gui/dash.md @@ -8,7 +8,7 @@ keywords: Ultralytics, data explorer, gui, function reference, documentation, AI !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/explorer/utils.md b/docs/en/reference/data/explorer/utils.md index d1769c5e..4aaaef5a 100644 --- a/docs/en/reference/data/explorer/utils.md +++ b/docs/en/reference/data/explorer/utils.md @@ -8,7 +8,7 @@ keywords: Ultralytics, data explorer, function reference, documentation, get tab !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/loaders.md b/docs/en/reference/data/loaders.md index 99d7749a..022c6cc4 100644 --- a/docs/en/reference/data/loaders.md +++ b/docs/en/reference/data/loaders.md @@ -7,7 +7,7 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/split_dota.md b/docs/en/reference/data/split_dota.md index ae3dfaa2..7cf5985c 100644 --- a/docs/en/reference/data/split_dota.md +++ b/docs/en/reference/data/split_dota.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DOTA dataset, object detection, image processing, p !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/data/utils.md b/docs/en/reference/data/utils.md index 7ec77826..2178e2f8 100644 --- a/docs/en/reference/data/utils.md +++ b/docs/en/reference/data/utils.md @@ -7,7 +7,7 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/exporter.md b/docs/en/reference/engine/exporter.md index e8daeacc..f4e1aa4b 100644 --- a/docs/en/reference/engine/exporter.md +++ b/docs/en/reference/engine/exporter.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Exporter, IOSDetectModel, Export Formats, Try export !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/model.md b/docs/en/reference/engine/model.md index 5579d754..24c40d16 100644 --- a/docs/en/reference/engine/model.md +++ b/docs/en/reference/engine/model.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/predictor.md b/docs/en/reference/engine/predictor.md index ad50352c..93623a07 100644 --- a/docs/en/reference/engine/predictor.md +++ b/docs/en/reference/engine/predictor.md @@ -7,7 +7,7 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/results.md b/docs/en/reference/engine/results.md index 9b389ee3..8a810604 100644 --- a/docs/en/reference/engine/results.md +++ b/docs/en/reference/engine/results.md @@ -7,7 +7,7 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/trainer.md b/docs/en/reference/engine/trainer.md index 7c74b048..a0a72fd5 100644 --- a/docs/en/reference/engine/trainer.md +++ b/docs/en/reference/engine/trainer.md @@ -7,7 +7,7 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/tuner.md b/docs/en/reference/engine/tuner.md index 7882b8cf..ebedd89b 100644 --- a/docs/en/reference/engine/tuner.md +++ b/docs/en/reference/engine/tuner.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Tuner, YOLO, hyperparameter tuning, optimization, object !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/engine/validator.md b/docs/en/reference/engine/validator.md index 5c0f4cdd..c22dac50 100644 --- a/docs/en/reference/engine/validator.md +++ b/docs/en/reference/engine/validator.md @@ -7,7 +7,7 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/hub/__init__.md b/docs/en/reference/hub/__init__.md index 912de061..6b64b0a0 100644 --- a/docs/en/reference/hub/__init__.md +++ b/docs/en/reference/hub/__init__.md @@ -7,7 +7,7 @@ keywords: Ultralytics, hub functions, model export, dataset check, reset model, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/hub/auth.md b/docs/en/reference/hub/auth.md index 964dc737..8b8db006 100644 --- a/docs/en/reference/hub/auth.md +++ b/docs/en/reference/hub/auth.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/hub/session.md b/docs/en/reference/hub/session.md index fb307153..ce0fe4aa 100644 --- a/docs/en/reference/hub/session.md +++ b/docs/en/reference/hub/session.md @@ -7,7 +7,7 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/hub/utils.md b/docs/en/reference/hub/utils.md index e310a013..276278e3 100644 --- a/docs/en/reference/hub/utils.md +++ b/docs/en/reference/hub/utils.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/fastsam/model.md b/docs/en/reference/models/fastsam/model.md index 0e99a8c4..3daad48e 100644 --- a/docs/en/reference/models/fastsam/model.md +++ b/docs/en/reference/models/fastsam/model.md @@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/fastsam/predict.md b/docs/en/reference/models/fastsam/predict.md index 7c7196eb..4bfc38d1 100644 --- a/docs/en/reference/models/fastsam/predict.md +++ b/docs/en/reference/models/fastsam/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/fastsam/prompt.md b/docs/en/reference/models/fastsam/prompt.md index 0a370233..3261b74c 100644 --- a/docs/en/reference/models/fastsam/prompt.md +++ b/docs/en/reference/models/fastsam/prompt.md @@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/prompt.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/prompt.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/fastsam/utils.md b/docs/en/reference/models/fastsam/utils.md index 0ba33ab5..acad666d 100644 --- a/docs/en/reference/models/fastsam/utils.md +++ b/docs/en/reference/models/fastsam/utils.md @@ -7,7 +7,7 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/fastsam/val.md b/docs/en/reference/models/fastsam/val.md index 4064f055..67694207 100644 --- a/docs/en/reference/models/fastsam/val.md +++ b/docs/en/reference/models/fastsam/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/nas/model.md b/docs/en/reference/models/nas/model.md index 9536e54f..d3b6ed96 100644 --- a/docs/en/reference/models/nas/model.md +++ b/docs/en/reference/models/nas/model.md @@ -7,7 +7,7 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/nas/predict.md b/docs/en/reference/models/nas/predict.md index 3dcc0fdb..79387748 100644 --- a/docs/en/reference/models/nas/predict.md +++ b/docs/en/reference/models/nas/predict.md @@ -7,7 +7,7 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/nas/val.md b/docs/en/reference/models/nas/val.md index 5d0adf60..b5a61412 100644 --- a/docs/en/reference/models/nas/val.md +++ b/docs/en/reference/models/nas/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/rtdetr/model.md b/docs/en/reference/models/rtdetr/model.md index a4578b27..d199b4a3 100644 --- a/docs/en/reference/models/rtdetr/model.md +++ b/docs/en/reference/models/rtdetr/model.md @@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/rtdetr/predict.md b/docs/en/reference/models/rtdetr/predict.md index 47633813..37f970fd 100644 --- a/docs/en/reference/models/rtdetr/predict.md +++ b/docs/en/reference/models/rtdetr/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/rtdetr/train.md b/docs/en/reference/models/rtdetr/train.md index 4f9faaae..1fe106e7 100644 --- a/docs/en/reference/models/rtdetr/train.md +++ b/docs/en/reference/models/rtdetr/train.md @@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/rtdetr/val.md b/docs/en/reference/models/rtdetr/val.md index d31bc862..33a20715 100644 --- a/docs/en/reference/models/rtdetr/val.md +++ b/docs/en/reference/models/rtdetr/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/amg.md b/docs/en/reference/models/sam/amg.md index dea35e48..9f35b367 100644 --- a/docs/en/reference/models/sam/amg.md +++ b/docs/en/reference/models/sam/amg.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/build.md b/docs/en/reference/models/sam/build.md index 9adeeb41..7d519414 100644 --- a/docs/en/reference/models/sam/build.md +++ b/docs/en/reference/models/sam/build.md @@ -7,7 +7,7 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/model.md b/docs/en/reference/models/sam/model.md index 32444bce..50320ab1 100644 --- a/docs/en/reference/models/sam/model.md +++ b/docs/en/reference/models/sam/model.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/modules/decoders.md b/docs/en/reference/models/sam/modules/decoders.md index 215b8325..20206fb4 100644 --- a/docs/en/reference/models/sam/modules/decoders.md +++ b/docs/en/reference/models/sam/modules/decoders.md @@ -7,7 +7,7 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/modules/encoders.md b/docs/en/reference/models/sam/modules/encoders.md index ffcbf446..c2039e26 100644 --- a/docs/en/reference/models/sam/modules/encoders.md +++ b/docs/en/reference/models/sam/modules/encoders.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/modules/sam.md b/docs/en/reference/models/sam/modules/sam.md index d309e24c..66a8e257 100644 --- a/docs/en/reference/models/sam/modules/sam.md +++ b/docs/en/reference/models/sam/modules/sam.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/modules/tiny_encoder.md b/docs/en/reference/models/sam/modules/tiny_encoder.md index 1d945beb..767d4c30 100644 --- a/docs/en/reference/models/sam/modules/tiny_encoder.md +++ b/docs/en/reference/models/sam/modules/tiny_encoder.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/modules/transformer.md b/docs/en/reference/models/sam/modules/transformer.md index d36a31eb..67b57e90 100644 --- a/docs/en/reference/models/sam/modules/transformer.md +++ b/docs/en/reference/models/sam/modules/transformer.md @@ -7,7 +7,7 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/sam/predict.md b/docs/en/reference/models/sam/predict.md index ae4c788e..6eed5f06 100644 --- a/docs/en/reference/models/sam/predict.md +++ b/docs/en/reference/models/sam/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/utils/loss.md b/docs/en/reference/models/utils/loss.md index 567308e2..ad3fe205 100644 --- a/docs/en/reference/models/utils/loss.md +++ b/docs/en/reference/models/utils/loss.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/utils/ops.md b/docs/en/reference/models/utils/ops.md index 4ca7614c..a295d18b 100644 --- a/docs/en/reference/models/utils/ops.md +++ b/docs/en/reference/models/utils/ops.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/classify/predict.md b/docs/en/reference/models/yolo/classify/predict.md index 581107bd..c427269e 100644 --- a/docs/en/reference/models/yolo/classify/predict.md +++ b/docs/en/reference/models/yolo/classify/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/classify/train.md b/docs/en/reference/models/yolo/classify/train.md index e4b9ea8b..9cd5034f 100644 --- a/docs/en/reference/models/yolo/classify/train.md +++ b/docs/en/reference/models/yolo/classify/train.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/classify/val.md b/docs/en/reference/models/yolo/classify/val.md index 27f64ffa..12e1f46a 100644 --- a/docs/en/reference/models/yolo/classify/val.md +++ b/docs/en/reference/models/yolo/classify/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/detect/predict.md b/docs/en/reference/models/yolo/detect/predict.md index 4b6cafd3..9e918ab2 100644 --- a/docs/en/reference/models/yolo/detect/predict.md +++ b/docs/en/reference/models/yolo/detect/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/detect/train.md b/docs/en/reference/models/yolo/detect/train.md index bca6faf0..d81715e5 100644 --- a/docs/en/reference/models/yolo/detect/train.md +++ b/docs/en/reference/models/yolo/detect/train.md @@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/detect/val.md b/docs/en/reference/models/yolo/detect/val.md index c5333d01..48f5a092 100644 --- a/docs/en/reference/models/yolo/detect/val.md +++ b/docs/en/reference/models/yolo/detect/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/model.md b/docs/en/reference/models/yolo/model.md index 6df6b73d..36192874 100644 --- a/docs/en/reference/models/yolo/model.md +++ b/docs/en/reference/models/yolo/model.md @@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/obb/predict.md b/docs/en/reference/models/yolo/obb/predict.md index 159f59a4..fb420c4f 100644 --- a/docs/en/reference/models/yolo/obb/predict.md +++ b/docs/en/reference/models/yolo/obb/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, OBBPredictor, YOLO, Oriented Bounding Box, object detecti !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/obb/train.md b/docs/en/reference/models/yolo/obb/train.md index 1a9c8ec6..f2ad913c 100644 --- a/docs/en/reference/models/yolo/obb/train.md +++ b/docs/en/reference/models/yolo/obb/train.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO OBB Trainer, Oriented Bounding Box, OBB model traini !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/obb/val.md b/docs/en/reference/models/yolo/obb/val.md index b18db7ec..76ebcda9 100644 --- a/docs/en/reference/models/yolo/obb/val.md +++ b/docs/en/reference/models/yolo/obb/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, OBBValidator, object detection, oriented bounding b !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/pose/predict.md b/docs/en/reference/models/yolo/pose/predict.md index 9eb4af41..3b8ca5fd 100644 --- a/docs/en/reference/models/yolo/pose/predict.md +++ b/docs/en/reference/models/yolo/pose/predict.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/pose/train.md b/docs/en/reference/models/yolo/pose/train.md index 1d02bf20..64514038 100644 --- a/docs/en/reference/models/yolo/pose/train.md +++ b/docs/en/reference/models/yolo/pose/train.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/pose/val.md b/docs/en/reference/models/yolo/pose/val.md index 77207be3..ea759b72 100644 --- a/docs/en/reference/models/yolo/pose/val.md +++ b/docs/en/reference/models/yolo/pose/val.md @@ -7,7 +7,7 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/segment/predict.md b/docs/en/reference/models/yolo/segment/predict.md index a92b6f6c..6bebb741 100644 --- a/docs/en/reference/models/yolo/segment/predict.md +++ b/docs/en/reference/models/yolo/segment/predict.md @@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/segment/train.md b/docs/en/reference/models/yolo/segment/train.md index 1b5c3d53..38a2ece0 100644 --- a/docs/en/reference/models/yolo/segment/train.md +++ b/docs/en/reference/models/yolo/segment/train.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/segment/val.md b/docs/en/reference/models/yolo/segment/val.md index 745b22c4..3e26f8b6 100644 --- a/docs/en/reference/models/yolo/segment/val.md +++ b/docs/en/reference/models/yolo/segment/val.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/world/train.md b/docs/en/reference/models/yolo/world/train.md index 4de8474b..20240e51 100644 --- a/docs/en/reference/models/yolo/world/train.md +++ b/docs/en/reference/models/yolo/world/train.md @@ -2,7 +2,7 @@ !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/models/yolo/world/train_world.md b/docs/en/reference/models/yolo/world/train_world.md index c5028fd5..8030331d 100644 --- a/docs/en/reference/models/yolo/world/train_world.md +++ b/docs/en/reference/models/yolo/world/train_world.md @@ -2,7 +2,7 @@ !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train_world.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train_world.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/autobackend.md b/docs/en/reference/nn/autobackend.md index 3e8c2f7a..7c913c94 100644 --- a/docs/en/reference/nn/autobackend.md +++ b/docs/en/reference/nn/autobackend.md @@ -7,7 +7,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/modules/block.md b/docs/en/reference/nn/modules/block.md index e94da5ae..2e83adf4 100644 --- a/docs/en/reference/nn/modules/block.md +++ b/docs/en/reference/nn/modules/block.md @@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/modules/conv.md b/docs/en/reference/nn/modules/conv.md index 6c9fb357..969dd44f 100644 --- a/docs/en/reference/nn/modules/conv.md +++ b/docs/en/reference/nn/modules/conv.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/modules/head.md b/docs/en/reference/nn/modules/head.md index 6dc3e442..af24d09c 100644 --- a/docs/en/reference/nn/modules/head.md +++ b/docs/en/reference/nn/modules/head.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/modules/transformer.md b/docs/en/reference/nn/modules/transformer.md index 91904be5..ddb52ad5 100644 --- a/docs/en/reference/nn/modules/transformer.md +++ b/docs/en/reference/nn/modules/transformer.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/modules/utils.md b/docs/en/reference/nn/modules/utils.md index 22b813e4..e199efe8 100644 --- a/docs/en/reference/nn/modules/utils.md +++ b/docs/en/reference/nn/modules/utils.md @@ -7,7 +7,7 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/nn/tasks.md b/docs/en/reference/nn/tasks.md index 66d2e0e1..9934a516 100644 --- a/docs/en/reference/nn/tasks.md +++ b/docs/en/reference/nn/tasks.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/ai_gym.md b/docs/en/reference/solutions/ai_gym.md index eb3e634a..d1e8234d 100644 --- a/docs/en/reference/solutions/ai_gym.md +++ b/docs/en/reference/solutions/ai_gym.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, AI Gym, pose estimation, real-time tracking, machin !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/ai_gym.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/ai_gym.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/distance_calculation.md b/docs/en/reference/solutions/distance_calculation.md index 43618856..2e726a9b 100644 --- a/docs/en/reference/solutions/distance_calculation.md +++ b/docs/en/reference/solutions/distance_calculation.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, distance calculation, object tracking, data visuali !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/distance_calculation.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/distance_calculation.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/heatmap.md b/docs/en/reference/solutions/heatmap.md index 133125c7..04852d30 100644 --- a/docs/en/reference/solutions/heatmap.md +++ b/docs/en/reference/solutions/heatmap.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, heatmaps, object tracking, data visualization, real !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/object_counter.md b/docs/en/reference/solutions/object_counter.md index 6cd3e00e..dd24664a 100644 --- a/docs/en/reference/solutions/object_counter.md +++ b/docs/en/reference/solutions/object_counter.md @@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, object tracking software, real-time counting solutio !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/object_counter.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/object_counter.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/parking_management.md b/docs/en/reference/solutions/parking_management.md index 59382b1a..4bf9a8ff 100644 --- a/docs/en/reference/solutions/parking_management.md +++ b/docs/en/reference/solutions/parking_management.md @@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, object tracking software, real-time counting solutio !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/parking_management.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/parking_management.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/queue_management.md b/docs/en/reference/solutions/queue_management.md index 14094a34..775b5dbc 100644 --- a/docs/en/reference/solutions/queue_management.md +++ b/docs/en/reference/solutions/queue_management.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, AI Queue Management, retail analytics, queue detect !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/queue_management.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/queue_management.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/solutions/speed_estimation.md b/docs/en/reference/solutions/speed_estimation.md index 93cc87e6..93cf3b65 100644 --- a/docs/en/reference/solutions/speed_estimation.md +++ b/docs/en/reference/solutions/speed_estimation.md @@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, speed estimation software, real-time vehicle trackin !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/speed_estimation.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/speed_estimation.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/basetrack.md b/docs/en/reference/trackers/basetrack.md index 97f5c4a7..c2eda45e 100644 --- a/docs/en/reference/trackers/basetrack.md +++ b/docs/en/reference/trackers/basetrack.md @@ -7,7 +7,7 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/bot_sort.md b/docs/en/reference/trackers/bot_sort.md index 85dfeee2..64778343 100644 --- a/docs/en/reference/trackers/bot_sort.md +++ b/docs/en/reference/trackers/bot_sort.md @@ -7,7 +7,7 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/byte_tracker.md b/docs/en/reference/trackers/byte_tracker.md index e240d442..0465c21a 100644 --- a/docs/en/reference/trackers/byte_tracker.md +++ b/docs/en/reference/trackers/byte_tracker.md @@ -7,7 +7,7 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/track.md b/docs/en/reference/trackers/track.md index 7f151304..31f5ba32 100644 --- a/docs/en/reference/trackers/track.md +++ b/docs/en/reference/trackers/track.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/utils/gmc.md b/docs/en/reference/trackers/utils/gmc.md index fa51e8e3..1b462995 100644 --- a/docs/en/reference/trackers/utils/gmc.md +++ b/docs/en/reference/trackers/utils/gmc.md @@ -7,7 +7,7 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/utils/kalman_filter.md b/docs/en/reference/trackers/utils/kalman_filter.md index 11063ef7..c6505f9f 100644 --- a/docs/en/reference/trackers/utils/kalman_filter.md +++ b/docs/en/reference/trackers/utils/kalman_filter.md @@ -7,7 +7,7 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/trackers/utils/matching.md b/docs/en/reference/trackers/utils/matching.md index fb7d326f..e0c70706 100644 --- a/docs/en/reference/trackers/utils/matching.md +++ b/docs/en/reference/trackers/utils/matching.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/__init__.md b/docs/en/reference/utils/__init__.md index 67592073..36f11b5a 100644 --- a/docs/en/reference/utils/__init__.md +++ b/docs/en/reference/utils/__init__.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/autobatch.md b/docs/en/reference/utils/autobatch.md index 4dc132b1..f4deb596 100644 --- a/docs/en/reference/utils/autobatch.md +++ b/docs/en/reference/utils/autobatch.md @@ -7,7 +7,7 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/benchmarks.md b/docs/en/reference/utils/benchmarks.md index fc75bd22..5c59acc2 100644 --- a/docs/en/reference/utils/benchmarks.md +++ b/docs/en/reference/utils/benchmarks.md @@ -7,7 +7,7 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/base.md b/docs/en/reference/utils/callbacks/base.md index 609e34b0..3d1acc76 100644 --- a/docs/en/reference/utils/callbacks/base.md +++ b/docs/en/reference/utils/callbacks/base.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/clearml.md b/docs/en/reference/utils/callbacks/clearml.md index a05b08cf..a1b5ff8d 100644 --- a/docs/en/reference/utils/callbacks/clearml.md +++ b/docs/en/reference/utils/callbacks/clearml.md @@ -7,7 +7,7 @@ keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation en !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/clearml.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/clearml.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/comet.md b/docs/en/reference/utils/callbacks/comet.md index 2ba62fa8..b194a6b9 100644 --- a/docs/en/reference/utils/callbacks/comet.md +++ b/docs/en/reference/utils/callbacks/comet.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experime !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/comet.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/comet.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/dvc.md b/docs/en/reference/utils/callbacks/dvc.md index a3259891..50371c98 100644 --- a/docs/en/reference/utils/callbacks/dvc.md +++ b/docs/en/reference/utils/callbacks/dvc.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine l !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/dvc.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/dvc.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/hub.md b/docs/en/reference/utils/callbacks/hub.md index 3735e907..5053513b 100644 --- a/docs/en/reference/utils/callbacks/hub.md +++ b/docs/en/reference/utils/callbacks/hub.md @@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_tra !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/hub.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/hub.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/mlflow.md b/docs/en/reference/utils/callbacks/mlflow.md index e3fab6c5..3c4c1566 100644 --- a/docs/en/reference/utils/callbacks/mlflow.md +++ b/docs/en/reference/utils/callbacks/mlflow.md @@ -7,7 +7,7 @@ keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/mlflow.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/mlflow.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/neptune.md b/docs/en/reference/utils/callbacks/neptune.md index 82906acf..5045a601 100644 --- a/docs/en/reference/utils/callbacks/neptune.md +++ b/docs/en/reference/utils/callbacks/neptune.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_p !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/neptune.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/neptune.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/raytune.md b/docs/en/reference/utils/callbacks/raytune.md index 2ed6191c..48957fb1 100644 --- a/docs/en/reference/utils/callbacks/raytune.md +++ b/docs/en/reference/utils/callbacks/raytune.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep le !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/raytune.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/raytune.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/tensorboard.md b/docs/en/reference/utils/callbacks/tensorboard.md index 74fb3b15..64d852fc 100644 --- a/docs/en/reference/utils/callbacks/tensorboard.md +++ b/docs/en/reference/utils/callbacks/tensorboard.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_ !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/tensorboard.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/tensorboard.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/callbacks/wb.md b/docs/en/reference/utils/callbacks/wb.md index 59a2088d..826ad90c 100644 --- a/docs/en/reference/utils/callbacks/wb.md +++ b/docs/en/reference/utils/callbacks/wb.md @@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/wb.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/wb.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/checks.md b/docs/en/reference/utils/checks.md index f2e4ed92..3848023b 100644 --- a/docs/en/reference/utils/checks.md +++ b/docs/en/reference/utils/checks.md @@ -7,7 +7,7 @@ keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_p !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/checks.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/checks.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/dist.md b/docs/en/reference/utils/dist.md index 1ca18e39..5176f387 100644 --- a/docs/en/reference/utils/dist.md +++ b/docs/en/reference/utils/dist.md @@ -7,7 +7,7 @@ keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/dist.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/dist.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/downloads.md b/docs/en/reference/utils/downloads.md index aeef4c90..61a5f0d2 100644 --- a/docs/en/reference/utils/downloads.md +++ b/docs/en/reference/utils/downloads.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/downloads.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/downloads.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/errors.md b/docs/en/reference/utils/errors.md index 816328ae..80c3f639 100644 --- a/docs/en/reference/utils/errors.md +++ b/docs/en/reference/utils/errors.md @@ -7,7 +7,7 @@ keywords: Ultralytics, HUBModelError, Machine Learning, Error troubleshooting, U !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/errors.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/errors.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/files.md b/docs/en/reference/utils/files.md index e9bd16dd..79e3a81b 100644 --- a/docs/en/reference/utils/files.md +++ b/docs/en/reference/utils/files.md @@ -7,7 +7,7 @@ keywords: Ultralytics, utility functions, file operations, working directory, fi !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/files.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/files.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/instance.md b/docs/en/reference/utils/instance.md index 6771cd81..df9d10bb 100644 --- a/docs/en/reference/utils/instance.md +++ b/docs/en/reference/utils/instance.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Bboxes, _ntuple, utility, ultralytics utils.instance !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/instance.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/instance.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/loss.md b/docs/en/reference/utils/loss.md index 94ae7918..9336537c 100644 --- a/docs/en/reference/utils/loss.md +++ b/docs/en/reference/utils/loss.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/loss.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/loss.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/metrics.md b/docs/en/reference/utils/metrics.md index 21c85066..7ab969d3 100644 --- a/docs/en/reference/utils/metrics.md +++ b/docs/en/reference/utils/metrics.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/metrics.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/metrics.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/ops.md b/docs/en/reference/utils/ops.md index 4cd9d5f3..892dfc4b 100644 --- a/docs/en/reference/utils/ops.md +++ b/docs/en/reference/utils/ops.md @@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/ops.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/ops.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/patches.md b/docs/en/reference/utils/patches.md index fdcf3942..3b864de0 100644 --- a/docs/en/reference/utils/patches.md +++ b/docs/en/reference/utils/patches.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, Patches, imread, imshow, torch_save, image process !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/patches.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/patches.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/plotting.md b/docs/en/reference/utils/plotting.md index bf00d2fb..ab167188 100644 --- a/docs/en/reference/utils/plotting.md +++ b/docs/en/reference/utils/plotting.md @@ -7,7 +7,7 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/plotting.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/plotting.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/tal.md b/docs/en/reference/utils/tal.md index 9f832aad..ba80a2bb 100644 --- a/docs/en/reference/utils/tal.md +++ b/docs/en/reference/utils/tal.md @@ -7,7 +7,7 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/tal.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/tal.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/torch_utils.md b/docs/en/reference/utils/torch_utils.md index 971a1072..bbceef4b 100644 --- a/docs/en/reference/utils/torch_utils.md +++ b/docs/en/reference/utils/torch_utils.md @@ -7,7 +7,7 @@ keywords: Ultralytics, Torch Utils, Model EMA, Early Stopping, Smart Inference, !!! Note - 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). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/torch_utils.py) πŸ› οΈ. Thank you πŸ™! + 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). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/torch_utils.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/triton.md b/docs/en/reference/utils/triton.md index 6a86de6b..63a7bb3b 100644 --- a/docs/en/reference/utils/triton.md +++ b/docs/en/reference/utils/triton.md @@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, TritonRemoteModel, machine learning, model serving, !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/triton.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/triton.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/triton.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/reference/utils/tuner.md b/docs/en/reference/utils/tuner.md index d05f83d5..2db05781 100644 --- a/docs/en/reference/utils/tuner.md +++ b/docs/en/reference/utils/tuner.md @@ -7,7 +7,7 @@ keywords: Ultralytics, run_ray_tune, machine learning tuning, machine learning e !!! Note - This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/tuner.py) πŸ› οΈ. Thank you πŸ™! + This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/tuner.py) πŸ› οΈ. Thank you πŸ™!

diff --git a/docs/en/tasks/classify.md b/docs/en/tasks/classify.md index b916c23f..f2ef3a2e 100644 --- a/docs/en/tasks/classify.md +++ b/docs/en/tasks/classify.md @@ -133,7 +133,7 @@ Use a trained YOLOv8n-cls model to run predictions on images. yolo classify predict model=path/to/best.pt source='https://ultralytics.com/images/bus.jpg' # predict with custom model ``` -See full `predict` mode details in the [Predict](https://docs.ultralytics.com/modes/predict/) page. +See full `predict` mode details in the [Predict](../modes/predict.md) page. ## Export diff --git a/docs/en/tasks/detect.md b/docs/en/tasks/detect.md index ec3a914b..41dea862 100644 --- a/docs/en/tasks/detect.md +++ b/docs/en/tasks/detect.md @@ -134,7 +134,7 @@ Use a trained YOLOv8n model to run predictions on images. yolo detect predict model=path/to/best.pt source='https://ultralytics.com/images/bus.jpg' # predict with custom model ``` -See full `predict` mode details in the [Predict](https://docs.ultralytics.com/modes/predict/) page. +See full `predict` mode details in the [Predict](../modes/predict.md) page. ## Export diff --git a/docs/en/tasks/obb.md b/docs/en/tasks/obb.md index e96dd73e..fdc9ad92 100644 --- a/docs/en/tasks/obb.md +++ b/docs/en/tasks/obb.md @@ -155,7 +155,7 @@ Use a trained YOLOv8n-obb model to run predictions on images. yolo obb predict model=path/to/best.pt source='https://ultralytics.com/images/bus.jpg' # predict with custom model ``` -See full `predict` mode details in the [Predict](https://docs.ultralytics.com/modes/predict/) page. +See full `predict` mode details in the [Predict](../modes/predict.md) page. ## Export diff --git a/docs/en/tasks/pose.md b/docs/en/tasks/pose.md index bd9ae02e..be6800c5 100644 --- a/docs/en/tasks/pose.md +++ b/docs/en/tasks/pose.md @@ -149,7 +149,7 @@ Use a trained YOLOv8n-pose model to run predictions on images. yolo pose predict model=path/to/best.pt source='https://ultralytics.com/images/bus.jpg' # predict with custom model ``` -See full `predict` mode details in the [Predict](https://docs.ultralytics.com/modes/predict/) page. +See full `predict` mode details in the [Predict](../modes/predict.md) page. ## Export diff --git a/docs/en/tasks/segment.md b/docs/en/tasks/segment.md index 7ec390e5..8b22f207 100644 --- a/docs/en/tasks/segment.md +++ b/docs/en/tasks/segment.md @@ -139,7 +139,7 @@ Use a trained YOLOv8n-seg model to run predictions on images. yolo segment predict model=path/to/best.pt source='https://ultralytics.com/images/bus.jpg' # predict with custom model ``` -See full `predict` mode details in the [Predict](https://docs.ultralytics.com/modes/predict/) page. +See full `predict` mode details in the [Predict](../modes/predict.md) page. ## Export diff --git a/docs/en/yolov5/environments/aws_quickstart_tutorial.md b/docs/en/yolov5/environments/aws_quickstart_tutorial.md index 2bf32405..82fcc4fc 100644 --- a/docs/en/yolov5/environments/aws_quickstart_tutorial.md +++ b/docs/en/yolov5/environments/aws_quickstart_tutorial.md @@ -8,7 +8,7 @@ keywords: YOLOv5, AWS Deep Learning AMIs, object detection, machine learning, AI Setting up a high-performance deep learning environment can be daunting for newcomers, but fear not! πŸ› οΈ With this guide, we'll walk you through the process of getting YOLOv5 up and running on an AWS Deep Learning instance. By leveraging the power of Amazon Web Services (AWS), even those new to machine learning can get started quickly and cost-effectively. The AWS platform's scalability is perfect for both experimentation and production deployment. -Other quickstart options for YOLOv5 include our [Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) Open In Colab Open In Kaggle, [GCP Deep Learning VM](https://docs.ultralytics.com/yolov5/environments/google_cloud_quickstart_tutorial), and our Docker image at [Docker Hub](https://hub.docker.com/r/ultralytics/yolov5) Docker Pulls. +Other quickstart options for YOLOv5 include our [Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) Open In Colab Open In Kaggle, [GCP Deep Learning VM](./google_cloud_quickstart_tutorial.md), and our Docker image at [Docker Hub](https://hub.docker.com/r/ultralytics/yolov5) Docker Pulls. ## Step 1: AWS Console Sign-In diff --git a/docs/en/yolov5/environments/docker_image_quickstart_tutorial.md b/docs/en/yolov5/environments/docker_image_quickstart_tutorial.md index 2e2bd81f..cbf632c1 100644 --- a/docs/en/yolov5/environments/docker_image_quickstart_tutorial.md +++ b/docs/en/yolov5/environments/docker_image_quickstart_tutorial.md @@ -8,7 +8,7 @@ keywords: YOLOv5, Docker, Ultralytics, Image Detection, YOLOv5 Docker Image, Doc This tutorial will guide you through the process of setting up and running YOLOv5 in a Docker container. -You can also explore other quickstart options for YOLOv5, such as our [Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) Open In Colab Open In Kaggle, [GCP Deep Learning VM](https://docs.ultralytics.com/yolov5/environments/google_cloud_quickstart_tutorial), and [Amazon AWS](https://docs.ultralytics.com/yolov5/environments/aws_quickstart_tutorial). +You can also explore other quickstart options for YOLOv5, such as our [Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) Open In Colab Open In Kaggle, [GCP Deep Learning VM](./google_cloud_quickstart_tutorial.md), and [Amazon AWS](./aws_quickstart_tutorial.md). ## Prerequisites diff --git a/docs/en/yolov5/environments/google_cloud_quickstart_tutorial.md b/docs/en/yolov5/environments/google_cloud_quickstart_tutorial.md index fd96e849..45754445 100644 --- a/docs/en/yolov5/environments/google_cloud_quickstart_tutorial.md +++ b/docs/en/yolov5/environments/google_cloud_quickstart_tutorial.md @@ -10,7 +10,7 @@ Embarking on the journey of artificial intelligence and machine learning can be πŸ†“ Plus, if you're a fresh GCP user, you’re in luck with a [$300 free credit offer](https://cloud.google.com/free/docs/gcp-free-tier#free-trial) to kickstart your projects. -In addition to GCP, explore other accessible quickstart options for YOLOv5, like our [Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) Open In Colab for a browser-based experience, or the scalability of [Amazon AWS](https://docs.ultralytics.com/yolov5/environments/aws_quickstart_tutorial). Furthermore, container aficionados can utilize our official Docker image at [Docker Hub](https://hub.docker.com/r/ultralytics/yolov5) Docker Pulls for an encapsulated environment. +In addition to GCP, explore other accessible quickstart options for YOLOv5, like our [Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) Open In Colab for a browser-based experience, or the scalability of [Amazon AWS](./aws_quickstart_tutorial.md). Furthermore, container aficionados can utilize our official Docker image at [Docker Hub](https://hub.docker.com/r/ultralytics/yolov5) Docker Pulls for an encapsulated environment. ## Step 1: Create and Configure Your Deep Learning VM @@ -84,4 +84,4 @@ Congratulations! You are now empowered to harness the capabilities of YOLOv5 wit Do remember to document your journey, share insights with the Ultralytics community, and leverage the collaborative arenas such as [GitHub discussions](https://github.com/ultralytics/yolov5/discussions) to grow further. Now, go forth and innovate with YOLOv5 and GCP! 🌟 -Want to keep improving your ML skills and knowledge? Dive into our [documentation and tutorials](https://docs.ultralytics.com/) for more resources. Let your AI adventure continue! +Want to keep improving your ML skills and knowledge? Dive into our [documentation and tutorials](../../index.md) for more resources. Let your AI adventure continue! diff --git a/docs/en/yolov5/index.md b/docs/en/yolov5/index.md index 1afe277c..eda1baf9 100644 --- a/docs/en/yolov5/index.md +++ b/docs/en/yolov5/index.md @@ -88,6 +88,6 @@ This badge indicates that all [YOLOv5 GitHub Actions](https://github.com/ultraly Your journey with YOLOv5 doesn't have to be a solitary one. Join our vibrant community on [GitHub](https://github.com/ultralytics/yolov5), connect with professionals on [LinkedIn](https://www.linkedin.com/company/ultralytics/), share your results on [Twitter](https://twitter.com/ultralytics), and find educational resources on [YouTube](https://youtube.com/ultralytics). Follow us on [TikTok](https://www.tiktok.com/@ultralytics) and [Instagram](https://www.instagram.com/ultralytics/) for more engaging content. -Interested in contributing? We welcome contributions of all forms; from code improvements and bug reports to documentation updates. Check out our [contributing guidelines](https://docs.ultralytics.com/help/contributing/) for more information. +Interested in contributing? We welcome contributions of all forms; from code improvements and bug reports to documentation updates. Check out our [contributing guidelines](../help/contributing.md/) for more information. We're excited to see the innovative ways you'll use YOLOv5. Dive in, experiment, and revolutionize your computer vision projects! πŸš€ diff --git a/docs/en/yolov5/quickstart_tutorial.md b/docs/en/yolov5/quickstart_tutorial.md index e5a379c2..0e18e308 100644 --- a/docs/en/yolov5/quickstart_tutorial.md +++ b/docs/en/yolov5/quickstart_tutorial.md @@ -20,7 +20,7 @@ pip install -r requirements.txt # install dependencies ## Inference with PyTorch Hub -Experience the simplicity of YOLOv5 [PyTorch Hub](https://docs.ultralytics.com/yolov5/tutorials/pytorch_hub_model_loading) inference, where [models](https://github.com/ultralytics/yolov5/tree/master/models) are seamlessly downloaded from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases). +Experience the simplicity of YOLOv5 [PyTorch Hub](./tutorials/pytorch_hub_model_loading.md) inference, where [models](https://github.com/ultralytics/yolov5/tree/master/models) are seamlessly downloaded from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases). ```python import torch @@ -57,7 +57,7 @@ python detect.py --weights yolov5s.pt --source 0 # ## Training -Replicate the YOLOv5 [COCO](https://github.com/ultralytics/yolov5/blob/master/data/scripts/get_coco.sh) benchmarks with the instructions below. The necessary [models](https://github.com/ultralytics/yolov5/tree/master/models) and [datasets](https://github.com/ultralytics/yolov5/tree/master/data) are pulled directly from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases). Training YOLOv5n/s/m/l/x on a V100 GPU should typically take 1/2/4/6/8 days respectively (note that [Multi-GPU](https://docs.ultralytics.com/yolov5/tutorials/multi_gpu_training) setups work faster). Maximize performance by using the highest possible `--batch-size` or use `--batch-size -1` for the YOLOv5 [AutoBatch](https://github.com/ultralytics/yolov5/pull/5092) feature. The following batch sizes are ideal for V100-16GB GPUs. +Replicate the YOLOv5 [COCO](https://github.com/ultralytics/yolov5/blob/master/data/scripts/get_coco.sh) benchmarks with the instructions below. The necessary [models](https://github.com/ultralytics/yolov5/tree/master/models) and [datasets](https://github.com/ultralytics/yolov5/tree/master/data) are pulled directly from the latest YOLOv5 [release](https://github.com/ultralytics/yolov5/releases). Training YOLOv5n/s/m/l/x on a V100 GPU should typically take 1/2/4/6/8 days respectively (note that [Multi-GPU](./tutorials/multi_gpu_training.md) setups work faster). Maximize performance by using the highest possible `--batch-size` or use `--batch-size -1` for the YOLOv5 [AutoBatch](https://github.com/ultralytics/yolov5/pull/5092) feature. The following batch sizes are ideal for V100-16GB GPUs. ```bash python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5n.yaml --batch-size 128 diff --git a/docs/en/yolov5/tutorials/multi_gpu_training.md b/docs/en/yolov5/tutorials/multi_gpu_training.md index 35c17fdc..e213b926 100644 --- a/docs/en/yolov5/tutorials/multi_gpu_training.md +++ b/docs/en/yolov5/tutorials/multi_gpu_training.md @@ -16,7 +16,7 @@ cd yolov5 pip install -r requirements.txt # install ``` -πŸ’‘ ProTip! **Docker Image** is recommended for all Multi-GPU trainings. See [Docker Quickstart Guide](https://docs.ultralytics.com/yolov5/environments/docker_image_quickstart_tutorial/) Docker Pulls +πŸ’‘ ProTip! **Docker Image** is recommended for all Multi-GPU trainings. See [Docker Quickstart Guide](../environments/docker_image_quickstart_tutorial.md) Docker Pulls πŸ’‘ ProTip! `torch.distributed.run` replaces `torch.distributed.launch` in **PyTorch>=1.9**. See [docs](https://pytorch.org/docs/stable/distributed.html) for details. @@ -121,7 +121,7 @@ python -m torch.distributed.run --master_port 1234 --nproc_per_node 2 ... ## Results -DDP profiling results on an [AWS EC2 P4d instance](https://docs.ultralytics.com/yolov5/environments/aws_quickstart_tutorial/) with 8x A100 SXM4-40GB for YOLOv5l for 1 COCO epoch. +DDP profiling results on an [AWS EC2 P4d instance](../environments/aws_quickstart_tutorial.md) with 8x A100 SXM4-40GB for YOLOv5l for 1 COCO epoch.
Profiling code diff --git a/docs/en/yolov5/tutorials/pytorch_hub_model_loading.md b/docs/en/yolov5/tutorials/pytorch_hub_model_loading.md index 3e8b74ea..be4baaf2 100644 --- a/docs/en/yolov5/tutorials/pytorch_hub_model_loading.md +++ b/docs/en/yolov5/tutorials/pytorch_hub_model_loading.md @@ -195,7 +195,7 @@ threading.Thread(target=run, args=[model1, 'https://ultralytics.com/images/bus.j ### Training -To load a YOLOv5 model for training rather than inference, set `autoshape=False`. To load a model with randomly initialized weights (to train from scratch) use `pretrained=False`. You must provide your own training script in this case. Alternatively see our YOLOv5 [Train Custom Data Tutorial](https://docs.ultralytics.com/yolov5/tutorials/train_custom_data) for model training. +To load a YOLOv5 model for training rather than inference, set `autoshape=False`. To load a model with randomly initialized weights (to train from scratch) use `pretrained=False`. You must provide your own training script in this case. Alternatively see our YOLOv5 [Train Custom Data Tutorial](./train_custom_data.md) for model training. ```python import torch @@ -338,7 +338,7 @@ model = torch.hub.load('path/to/yolov5', 'custom', path='path/to/best.pt', sourc ## TensorRT, ONNX and OpenVINO Models -PyTorch Hub supports inference on most YOLOv5 export formats, including custom trained models. See [TFLite, ONNX, CoreML, TensorRT Export tutorial](https://docs.ultralytics.com/yolov5/tutorials/model_export) for details on exporting models. +PyTorch Hub supports inference on most YOLOv5 export formats, including custom trained models. See [TFLite, ONNX, CoreML, TensorRT Export tutorial](./model_export.md) for details on exporting models. πŸ’‘ ProTip: **TensorRT** may be up to 2-5X faster than PyTorch on [**GPU benchmarks**](https://github.com/ultralytics/yolov5/pull/6963) πŸ’‘ ProTip: **ONNX** and **OpenVINO** may be up to 2-3X faster than PyTorch on [**CPU benchmarks**](https://github.com/ultralytics/yolov5/pull/6613) diff --git a/docs/en/yolov5/tutorials/tips_for_best_training_results.md b/docs/en/yolov5/tutorials/tips_for_best_training_results.md index 10dcff37..58984d70 100644 --- a/docs/en/yolov5/tutorials/tips_for_best_training_results.md +++ b/docs/en/yolov5/tutorials/tips_for_best_training_results.md @@ -19,7 +19,7 @@ We've put together a full guide for users looking to get the best results on the - **Image variety.** Must be representative of deployed environment. For real-world use cases we recommend images from different times of day, different seasons, different weather, different lighting, different angles, different sources (scraped online, collected locally, different cameras) etc. - **Label consistency.** All instances of all classes in all images must be labelled. Partial labelling will not work. - **Label accuracy.** Labels must closely enclose each object. No space should exist between an object and it's bounding box. No objects should be missing a label. -- **Label verification.** View `train_batch*.jpg` on train start to verify your labels appear correct, i.e. see [example](https://docs.ultralytics.com/yolov5/tutorials/train_custom_data#local-logging) mosaic. +- **Label verification.** View `train_batch*.jpg` on train start to verify your labels appear correct, i.e. see [example](./train_custom_data.md#local-logging) mosaic. - **Background images.** Background images are images with no objects that are added to a dataset to reduce False Positives (FP). We recommend about 0-10% background images to help reduce FPs (COCO has 1000 background images for reference, 1% of the total). No labels are required for background images. COCO Analysis @@ -56,7 +56,7 @@ Before modifying anything, **first train with default settings to establish a pe - **Epochs.** Start with 300 epochs. If this overfits early then you can reduce epochs. If overfitting does not occur after 300 epochs, train longer, i.e. 600, 1200 etc. epochs. - **Image size.** COCO trains at native resolution of `--img 640`, though due to the high amount of small objects in the dataset it can benefit from training at higher resolutions such as `--img 1280`. If there are many small objects then custom datasets will benefit from training at native or higher resolution. Best inference results are obtained at the same `--img` as the training was run at, i.e. if you train at `--img 1280` you should also test and detect at `--img 1280`. - **Batch size.** Use the largest `--batch-size` that your hardware allows for. Small batch sizes produce poor batchnorm statistics and should be avoided. -- **Hyperparameters.** Default hyperparameters are in [hyp.scratch-low.yaml](https://github.com/ultralytics/yolov5/blob/master/data/hyps/hyp.scratch-low.yaml). We recommend you train with default hyperparameters first before thinking of modifying any. In general, increasing augmentation hyperparameters will reduce and delay overfitting, allowing for longer trainings and higher final mAP. Reduction in loss component gain hyperparameters like `hyp['obj']` will help reduce overfitting in those specific loss components. For an automated method of optimizing these hyperparameters, see our [Hyperparameter Evolution Tutorial](https://docs.ultralytics.com/yolov5/tutorials/hyperparameter_evolution). +- **Hyperparameters.** Default hyperparameters are in [hyp.scratch-low.yaml](https://github.com/ultralytics/yolov5/blob/master/data/hyps/hyp.scratch-low.yaml). We recommend you train with default hyperparameters first before thinking of modifying any. In general, increasing augmentation hyperparameters will reduce and delay overfitting, allowing for longer trainings and higher final mAP. Reduction in loss component gain hyperparameters like `hyp['obj']` will help reduce overfitting in those specific loss components. For an automated method of optimizing these hyperparameters, see our [Hyperparameter Evolution Tutorial](./hyperparameter_evolution.md). ## Further Reading diff --git a/docs/en/yolov5/tutorials/train_custom_data.md b/docs/en/yolov5/tutorials/train_custom_data.md index c6e501c5..62998254 100644 --- a/docs/en/yolov5/tutorials/train_custom_data.md +++ b/docs/en/yolov5/tutorials/train_custom_data.md @@ -161,7 +161,7 @@ export COMET_API_KEY= # 2. paste API key python train.py --img 640 --epochs 3 --data coco128.yaml --weights yolov5s.pt # 3. train ``` -To learn more about all the supported Comet features for this integration, check out the [Comet Tutorial](https://docs.ultralytics.com/yolov5/tutorials/comet_logging_integration). If you'd like to learn more about Comet, head over to our [documentation](https://bit.ly/yolov5-colab-comet-docs). Get started by trying out the Comet Colab Notebook: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1RG0WOQyxlDlo5Km8GogJpIEJlg_5lyYO?usp=sharing) +To learn more about all the supported Comet features for this integration, check out the [Comet Tutorial](./comet_logging_integration.md). If you'd like to learn more about Comet, head over to our [documentation](https://bit.ly/yolov5-colab-comet-docs). Get started by trying out the Comet Colab Notebook: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1RG0WOQyxlDlo5Km8GogJpIEJlg_5lyYO?usp=sharing) YOLO UI @@ -174,7 +174,7 @@ To learn more about all the supported Comet features for this integration, check You'll get all the great expected features from an experiment manager: live updates, model upload, experiment comparison etc. but ClearML also tracks uncommitted changes and installed packages for example. Thanks to that ClearML Tasks (which is what we call experiments) are also reproducible on different machines! With only 1 extra line, we can schedule a YOLOv5 training task on a queue to be executed by any number of ClearML Agents (workers). -You can use ClearML Data to version your dataset and then pass it to YOLOv5 simply using its unique ID. This will help you keep track of your data without adding extra hassle. Explore the [ClearML Tutorial](https://docs.ultralytics.com/yolov5/tutorials/clearml_logging_integration) for details! +You can use ClearML Data to version your dataset and then pass it to YOLOv5 simply using its unique ID. This will help you keep track of your data without adding extra hassle. Explore the [ClearML Tutorial](./clearml_logging_integration.md) for details! ClearML Experiment Management UI @@ -201,10 +201,10 @@ plot_results('path/to/results.csv') # plot 'results.csv' as 'results.png' Once your model is trained you can use your best checkpoint `best.pt` to: -- Run [CLI](https://github.com/ultralytics/yolov5#quick-start-examples) or [Python](https://docs.ultralytics.com/yolov5/tutorials/pytorch_hub_model_loading) inference on new images and videos +- Run [CLI](https://github.com/ultralytics/yolov5#quick-start-examples) or [Python](./pytorch_hub_model_loading.md) inference on new images and videos - [Validate](https://github.com/ultralytics/yolov5/blob/master/val.py) accuracy on train, val and test splits -- [Export](https://docs.ultralytics.com/yolov5/tutorials/model_export) to TensorFlow, Keras, ONNX, TFlite, TF.js, CoreML and TensorRT formats -- [Evolve](https://docs.ultralytics.com/yolov5/tutorials/hyperparameter_evolution) hyperparameters to improve performance +- [Export](./model_export.md) to TensorFlow, Keras, ONNX, TFlite, TF.js, CoreML and TensorRT formats +- [Evolve](./hyperparameter_evolution.md) hyperparameters to improve performance - [Improve](https://docs.roboflow.com/adding-data/upload-api?ref=ultralytics) your model by sampling real-world images and adding them to your dataset ## Supported Environments