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|**rai_perception**|Package enabling use of [GroundingDINO](https://github.com/IDEA-Research/GroundingDINO) and [GroundedSAM](https://github.com/IDEA-Research/Grounded-SAM-2)-- an open-set detection model with ROS 2. |[rai_perception](../extensions/openset.md)|
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|**rai_nomad**| Package integrating [NoMaD](https://general-navigation-models.github.io/nomad/index.html) -- an exploration model with ROS2. |[rai_nomad](../extensions/nomad.md)|
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|**rai_interfaces**| Definition of custom messages and services used in RAI. ||
|**rai_perception**|Object detection tools based on open-set models and machine learning techniques. Integrates [GroundingDINO](https://github.com/IDEA-Research/GroundingDINO) and [GroundedSAM](https://github.com/IDEA-Research/Grounded-SAM-2) with ROS 2. |[rai_perception](../extensions/perception.md)|
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|**rai_nomad**| Package integrating [NoMaD](https://general-navigation-models.github.io/nomad/index.html) -- an exploration model with ROS2. |[rai_nomad](../extensions/nomad.md)|
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|**rai_interfaces**| Definition of custom messages and services used in RAI. ||
Copy file name to clipboardExpand all lines: docs/demos/rosbot_xl.md
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The rosbot demo utilizes several components:
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1. Vision processing using Grounded SAM 2 and Grounding DINO for object detection and segmentation. See [RAI perception](../extensions/.md).
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1. Vision processing using Grounded SAM 2 and Grounding DINO for object detection and segmentation. See [RAI perception](../extensions/perception.md).
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2. RAI agent to process the request and interact with environment via [tool-calling](https://python.langchain.com/docs/concepts/tool_calling/) mechanism.
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3. Navigation is enabled via [nav2 toolkit](../API_documentation/langchain_integration/ROS_2_tools.md#nav2), which interacts with [ROS 2 nav2](https://docs.nav2.org/) asynchronously by calling [ros2 actions](https://docs.ros.org/en/jazzy/Tutorials/Beginner-CLI-Tools/Understanding-ROS2-Actions/Understanding-ROS2-Actions.html).
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4. Embodiment of the Rosbot is achieved using [RAI Whoami](../tutorials/create_robots_whoami.md) module. This makes RAI agent aware of the hardware platform and its capabilities.
Copy file name to clipboardExpand all lines: docs/setup/install.md
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!!! important "Package availability"
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`rai_openset` and `rai_nomad` are not yet available through pip. If your workflow relies on openset detection or NoMaD integration, please refer to the
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`rai_perception` and `rai_nomad` are not yet available through pip. If your workflow relies on openset detection or NoMaD integration, please refer to the
`rai_interfaces` is available as `apt` package. However, due to package distribution delays, the latest version may not be immediately available. If you encounter missing imports, please build `rai_interfaces` from [source](https://github.com/RobotecAI/rai_interfaces).
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