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| GR00T-WholeBodyControl Documentation | |
| ==================================== | |
| .. image:: https://img.shields.io/badge/License-Apache%202.0%20%7C%20NVIDIA%20Open%20Model-blue.svg | |
| :target: resources/license.html | |
| :alt: License | |
| .. image:: https://img.shields.io/badge/IsaacLab-2.3.0-blue.svg | |
| :target: https://github.com/isaac-sim/IsaacLab/releases/tag/v2.3.0 | |
| :alt: IsaacLab | |
| Welcome to the official documentation for **GR00T Whole-Body Control (WBC)**! This is a unified platform for developing and deploying advanced humanoid controllers. | |
| What is GR00T-WholeBodyControl? | |
| -------------------------------- | |
| This codebase serves as the foundation for: | |
| - **Decoupled WBC** models used in NVIDIA Isaac-Gr00t, Gr00t N1.5 and N1.6 (see :doc:`detailed reference <references/decoupled_wbc>`) | |
| - **GEAR-SONIC Series**: State-of-the-art controllers from the GEAR team | |
| News | |
| ---- | |
| - **[2026-07-23]** **SONIC v1.1 checkpoint** โ released a robot-heading-normalized SONIC controller trained with wrist-pose augmentation for 3-point teleoperation and SONIC-backed VLA execution. See the `Model Card <model_card.html>`_ and `Download Models <getting_started/download_models.html#sonic-v11-checkpoint>`_. | |
| - **[06/16]** **Isaac Teleop Setup (CloudXR / DeviceIO, in-process)** โ added bring-up docs for the in-process CloudXR path via ``isaacteleop[cloudxr]``, with no separate publisher container. See `Isaac Teleop Setup <tutorials/isaac_teleop_publisher_setup.html>`_. | |
| - **[2026-06-16]** **Low-latency teleoperation checkpoint** โ released a SONIC checkpoint with 4-frame SMPL reference lookahead for more responsive whole-body teleoperation. See the `Model Card <model_card.html>`_, `Download Models <getting_started/download_models.html#low-latency-teleoperation-checkpoint>`_, and `VLA Inference <tutorials/vla_inference.html#low-latency-teleoperation-checkpoint>`_ for usage. | |
| - **[2026-05-07]** **End-to-end VLA workflow on G1** โ collect teleop data, fine-tune Isaac-GR00T N1.7, and deploy with SONIC whole-body control. See `Data Collection <tutorials/data_collection.html>`_, `VLA Workflow <tutorials/vla_workflow.html>`_, and `VLA Inference <tutorials/vla_inference.html>`_. | |
| - **[2026-04-14]** `Live web demo <https://nvlabs.github.io/GEAR-SONIC/demo.html>`_ โ try SONIC interactively in your browser. Features `Kimodo <https://github.com/nv-tlabs/kimodo>`_ text-to-motion generation. | |
| - **[2026-04-10]** Released **SONIC training code and checkpoint** on `HuggingFace <https://huggingface.co/nvidia/GEAR-SONIC>`_. Train from scratch or finetune. **Additional embodiment support** and **VLA data collection pipeline**. See `Training Guide <user_guide/training.html>`_. | |
| - **[2026-03-24]** C++ inference stack update: motor error monitoring, TTS alerts, ZMQ protocol v4, idle-mode readaptation. **ZMQ header size changed to 1280 bytes.** | |
| - **[2026-03-16]** `BONES-SEED <https://huggingface.co/datasets/bones-studio/seed>`_ open-sourced โ 142K+ human motions (~288 hours) with G1 MuJoCo trajectories. | |
| - **[2026-02-19]** Released GEAR-SONIC: pretrained checkpoints, C++ inference, VR teleoperation, and documentation. | |
| - **[2025-11-12]** Initial release with Decoupled WBC for GR00T N1.5 and N1.6. | |
| GEAR-SONIC | |
| ---------- | |
| .. image:: _static/sonic-preview-gif-480P.gif | |
| :width: 100% | |
| :align: center | |
| .. raw:: html | |
| <p style="margin-top: 0; margin-bottom: 1em;"> | |
| <a href="https://nvlabs.github.io/GEAR-SONIC/"><img src="https://img.shields.io/badge/๐_Website-GEAR--SONIC-76B900" alt="Website"></a> | |
| <a href="https://arxiv.org/abs/2511.07820"><img src="https://img.shields.io/badge/๐_arXiv-2511.07820-b31b1b" alt="Paper"></a> | |
| <a href="https://github.com/NVlabs/GR00T-WholeBodyControl"><img src="https://img.shields.io/badge/๐ป_GitHub-Repository-181717" alt="GitHub"></a> | |
| </p> | |
| **SONIC** is a humanoid behavior foundation model that gives robots a core set of motor skills learned from large-scale human motion data. Rather than building separate controllers for every motion, SONIC uses motion tracking as a scalable training task so a single unified policy can produce natural, whole-body movement and support a wide range of behaviors. | |
| ๐ฏ Key Features: | |
| - ๐ถ Natural whole-body locomotion (walking, crawling, dynamic movements) | |
| - ๐ฎ Real-time VR teleoperation support | |
| - ๐ค Foundation for higher-level planning and interaction | |
| - ๐ฆ Ready-to-deploy C++ inference stack | |
| Quick Start: Sim2Sim | |
| -------------------- | |
| Quickly test the SONIC deployment stack in MuJoCo before deploying on real hardware. | |
| .. raw:: html | |
| <video width="100%" autoplay loop muted playsinline style="border-radius: 8px; margin: 0 0 1.5em 0;"> | |
| <source src="_static/sim2sim.mp4" type="video/mp4"> | |
| </video> | |
| .. tip:: | |
| **Get running in minutes!** Follow the :doc:`Installation <getting_started/installation_deploy>` and :doc:`Quickstart <getting_started/quickstart>` guides to see this in action on your machine. | |
| Documentation | |
| ------------- | |
| .. toctree:: | |
| :maxdepth: 2 | |
| :caption: Getting Started | |
| model_card | |
| getting_started/installation_deploy | |
| getting_started/download_models | |
| getting_started/quickstart | |
| getting_started/vr_teleop_setup | |
| .. toctree:: | |
| :maxdepth: 2 | |
| :caption: Tutorials | |
| tutorials/keyboard | |
| tutorials/gamepad | |
| tutorials/zmq | |
| tutorials/manager | |
| tutorials/isaac_teleop_publisher_setup | |
| tutorials/vr_wholebody_teleop | |
| tutorials/live_camera_teleop | |
| tutorials/data_collection | |
| tutorials/vla_workflow | |
| tutorials/vla_inference | |
| .. toctree:: | |
| :maxdepth: 2 | |
| :caption: Training | |
| getting_started/installation_training | |
| user_guide/training | |
| user_guide/training_data | |
| user_guide/new_embodiments | |
| .. toctree:: | |
| :maxdepth: 2 | |
| :caption: Best Practices | |
| user_guide/teleoperation | |
| user_guide/troubleshooting | |
| .. toctree:: | |
| :maxdepth: 2 | |
| :caption: API Reference | |
| .. api/index | |
| .. api/teleop | |
| .. toctree:: | |
| :maxdepth: 2 | |
| :caption: Reference Documentation | |
| references/index | |
| user_guide/configuration | |
| references/conventions | |
| references/training_code | |
| references/deployment_code | |
| references/observation_config | |
| references/motion_reference | |
| references/planner_onnx | |
| references/jetpack6 | |
| references/decoupled_wbc | |
| .. toctree:: | |
| :maxdepth: 1 | |
| :caption: Additional Resources | |
| resources/citations | |
| resources/license | |
| resources/support | |
| .. resources/contributing | |
| Indices and tables | |
| ================== | |
| * :ref:`genindex` | |
| * :ref:`modindex` | |
| * :ref:`search` | |