ConstructTraining / docs /source /experimental-features /newton-physics-integration /visualization.rst
| Visualization | |
| ============= | |
| .. currentmodule:: isaaclab | |
| Isaac Lab offers several lightweight visualizers for real-time simulation inspection and debugging. Unlike renderers that process sensor data, visualizers are meant for fast, interactive feedback. | |
| You can use any visualizer regardless of your chosen physics engine or rendering backend. | |
| Overview | |
| -------- | |
| Isaac Lab supports three visualizer backends, each optimized for different use cases: | |
| .. list-table:: Visualizer Comparison | |
| :widths: 15 35 50 | |
| :header-rows: 1 | |
| * - Visualizer | |
| - Best For | |
| - Key Features | |
| * - **Omniverse** | |
| - High-fidelity, Isaac Sim integration | |
| - USD, visual markers, live plots | |
| * - **Newton** | |
| - Fast iteration | |
| - Low overhead, visual markers | |
| * - **Rerun** | |
| - Remote viewing, replay | |
| - Webviewer, time scrubbing, recording export | |
| *The following visualizers are shown training the Isaac-Velocity-Flat-Anymal-D-v0 environment.* | |
| .. figure:: ../../_static/visualizers/ov_viz.jpg | |
| :width: 100% | |
| :alt: Omniverse Visualizer | |
| Omniverse Visualizer | |
| .. figure:: ../../_static/visualizers/newton_viz.jpg | |
| :width: 100% | |
| :alt: Newton Visualizer | |
| Newton Visualizer | |
| .. figure:: ../../_static/visualizers/rerun_viz.jpg | |
| :width: 100% | |
| :alt: Rerun Visualizer | |
| Rerun Visualizer | |
| Quick Start | |
| ----------- | |
| Launch visualizers from the command line with ``--visualizer``: | |
| .. code-block:: bash | |
| # Launch all visualizers | |
| python scripts/reinforcement_learning/rsl_rl/train.py --task Isaac-Cartpole-v0 --visualizer omniverse newton rerun | |
| # Launch just newton visualizer | |
| python scripts/reinforcement_learning/rsl_rl/train.py --task Isaac-Cartpole-v0 --visualizer newton | |
| If ``--headless`` is given, no visualizers will be launched. | |
| .. note:: | |
| The ``--headless`` argument may be deprecated in future versions to avoid confusion with the ``--visualizer`` | |
| argument. For now, ``--headless`` takes precedence and disables all visualizers. | |
| Configuration | |
| ~~~~~~~~~~~~~ | |
| Launching visualizers with the command line will use default visualizer configurations. Default configs can be found and edited in ``source/isaaclab/isaaclab/visualizers``. | |
| You can also configure custom visualizers in the code by defining new ``VisualizerCfg`` instances for the ``SimulationCfg``, for example: | |
| .. code-block:: python | |
| from isaaclab.sim import SimulationCfg | |
| from isaaclab.visualizers import NewtonVisualizerCfg, OVVisualizerCfg, RerunVisualizerCfg | |
| sim_cfg = SimulationCfg( | |
| visualizer_cfgs=[ | |
| OVVisualizerCfg( | |
| viewport_name="Visualizer Viewport", | |
| create_viewport=True, | |
| dock_position="SAME", | |
| window_width=1280, | |
| window_height=720, | |
| camera_position=(0.0, 0.0, 20.0), # high top down view | |
| camera_target=(0.0, 0.0, 0.0), | |
| ), | |
| NewtonVisualizerCfg( | |
| camera_position=(5.0, 5.0, 5.0), # closer quarter view | |
| camera_target=(0.0, 0.0, 0.0), | |
| show_joints=True, | |
| ), | |
| RerunVisualizerCfg( | |
| keep_historical_data=True, | |
| keep_scalar_history=True, | |
| record_to_rrd="my_training.rrd", | |
| ), | |
| ] | |
| ) | |
| Visualizer Backends | |
| ------------------- | |
| Omniverse Visualizer | |
| ~~~~~~~~~~~~~~~~~~~~ | |
| **Main Features:** | |
| - Native USD stage integration | |
| - Visualization markers for debugging (arrows, frames, points, etc.) | |
| - Live plots for monitoring training metrics | |
| - Full Isaac Sim rendering capabilities and tooling | |
| **Core Configuration:** | |
| .. code-block:: python | |
| from isaaclab.visualizers import OVVisualizerCfg | |
| visualizer_cfg = OVVisualizerCfg( | |
| # Viewport settings | |
| viewport_name="Visualizer Viewport", # Viewport window name | |
| create_viewport=True, # Create new viewport vs. use existing | |
| dock_position="SAME", # Docking: 'LEFT', 'RIGHT', 'BOTTOM', 'SAME' | |
| window_width=1280, # Viewport width in pixels | |
| window_height=720, # Viewport height in pixels | |
| # Camera settings | |
| camera_position=(8.0, 8.0, 3.0), # Initial camera position (x, y, z) | |
| camera_target=(0.0, 0.0, 0.0), # Camera look-at target | |
| # Feature toggles | |
| enable_markers=True, # Enable visualization markers | |
| enable_live_plots=True, # Enable live plots (auto-expands frames) | |
| ) | |
| Newton Visualizer | |
| ~~~~~~~~~~~~~~~~~~~~~~~~~ | |
| **Main Features:** | |
| - Lightweight OpenGL rendering with low overhead | |
| - Visualization markers (joints, contacts, springs, COM) | |
| - Training and rendering pause controls | |
| - Adjustable update frequency for performance tuning | |
| - Some customizable rendering options (shadows, sky, wireframe) | |
| **Interactive Controls:** | |
| .. list-table:: | |
| :widths: 30 70 | |
| :header-rows: 1 | |
| * - Key/Input | |
| - Action | |
| * - **W, A, S, D** or **Arrow Keys** | |
| - Forward / Left / Back / Right | |
| * - **Q, E** | |
| - Down / Up | |
| * - **Left Click + Drag** | |
| - Look around | |
| * - **Mouse Scroll** | |
| - Zoom in/out | |
| * - **Space** | |
| - Pause/resume rendering (physics continues) | |
| * - **H** | |
| - Toggle UI sidebar | |
| * - **ESC** | |
| - Exit viewer | |
| **Core Configuration:** | |
| .. code-block:: python | |
| from isaaclab.visualizers import NewtonVisualizerCfg | |
| visualizer_cfg = NewtonVisualizerCfg( | |
| # Window settings | |
| window_width=1920, # Window width in pixels | |
| window_height=1080, # Window height in pixels | |
| # Camera settings | |
| camera_position=(8.0, 8.0, 3.0), # Initial camera position (x, y, z) | |
| camera_target=(0.0, 0.0, 0.0), # Camera look-at target | |
| # Performance tuning | |
| update_frequency=1, # Update every N frames (1=every frame) | |
| # Physics debug visualization | |
| show_joints=False, # Show joint visualizations | |
| show_contacts=False, # Show contact points and normals | |
| show_springs=False, # Show spring constraints | |
| show_com=False, # Show center of mass markers | |
| # Rendering options | |
| enable_shadows=True, # Enable shadow rendering | |
| enable_sky=True, # Enable sky rendering | |
| enable_wireframe=False, # Enable wireframe mode | |
| # Color customization | |
| background_color=(0.53, 0.81, 0.92), # Sky/background color (RGB [0,1]) | |
| ground_color=(0.18, 0.20, 0.25), # Ground plane color (RGB [0,1]) | |
| light_color=(1.0, 1.0, 1.0), # Directional light color (RGB [0,1]) | |
| ) | |
| Rerun Visualizer | |
| ~~~~~~~~~~~~~~~~ | |
| **Main Features:** | |
| - Web viewer interface accessible from local or remote browser | |
| - Metadata logging and filtering | |
| - Recording to .rrd files for offline replay (.rrd files can be opened with ctrl+O from the web viewer) | |
| - Timeline scrubbing and playback controls of recordings | |
| **Core Configuration:** | |
| .. code-block:: python | |
| from isaaclab.visualizers import RerunVisualizerCfg | |
| visualizer_cfg = RerunVisualizerCfg( | |
| # Server settings | |
| app_id="isaaclab-simulation", # Application identifier for viewer | |
| web_port=9090, # Port for local web viewer (launched in browser) | |
| # Camera settings | |
| camera_position=(8.0, 8.0, 3.0), # Initial camera position (x, y, z) | |
| camera_target=(0.0, 0.0, 0.0), # Camera look-at target | |
| # History settings | |
| keep_historical_data=False, # Keep transforms for time scrubbing | |
| keep_scalar_history=False, # Keep scalar/plot history | |
| # Recording | |
| record_to_rrd="recording.rrd", # Path to save .rrd file (None = no recording) | |
| ) | |
| Performance Note | |
| ---------------- | |
| To reduce overhead when visualizing large-scale environments, consider: | |
| - Using Newton instead of Omniverse or Rerun | |
| - Reducing window sizes | |
| - Higher update frequencies | |
| - Pausing visualizers while they are not being used | |
| Limitations | |
| ----------- | |
| **Rerun Visualizer Performance** | |
| The Rerun web-based visualizer may experience performance issues or crashes when visualizing large-scale | |
| environments. For large-scale simulations, the Newton visualizer is recommended. Alternatively, to reduce load, | |
| the num of environments can be overwritten and decreased using ``--num_envs``: | |
| .. code-block:: bash | |
| python scripts/reinforcement_learning/rsl_rl/train.py --task Isaac-Cartpole-v0 --visualizer rerun --num_envs 512 | |
| .. note:: | |
| A future feature will support visualizing only a subset of environments, which will improve visualization performance | |
| and reduce resource usage while maintaining full-scale training in the background. | |
| **Rerun Visualizer FPS Control** | |
| The FPS control in the Rerun visualizer UI may not affect the visualization frame rate in all configurations. | |
| **Newton Visualizer Contact and Center of Mass Markers** | |
| Contact and center of mass markers are not yet supported in the Newton visualizer. This will be addressed in a future release. | |
| **Newton Visualizer CUDA/OpenGL Interoperability Warnings** | |
| On some system configurations, the Newton visualizer may display warnings about CUDA/OpenGL interoperability: | |
| .. code-block:: text | |
| Warning: Could not get MSAA config, falling back to non-AA. | |
| Warp CUDA error 999: unknown error (in function wp_cuda_graphics_register_gl_buffer) | |
| Warp UserWarning: Could not register GL buffer since CUDA/OpenGL interoperability | |
| is not available. Falling back to copy operations between the Warp array and the | |
| OpenGL buffer. | |
| The visualizer will still function correctly but may experience reduced performance due to falling back to | |
| CPU copy operations instead of direct GPU memory sharing. | |