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| .. _template-generator: | |
| Create new project or task | |
| ========================== | |
| Traditionally, building new projects that utilize Isaac Lab's features required creating your own | |
| extensions within the Isaac Lab repository. However, this approach can obscure project visibility and | |
| complicate updates from one version of Isaac Lab to another. To circumvent these challenges, | |
| we now provide a command-line tool (**template generator**) for creating Isaac Lab-based projects and tasks. | |
| The template generator enables you to create an: | |
| * **External project** (recommended): An isolated project that is not part of the Isaac Lab repository. This approach | |
| works outside of the core Isaac Lab repository, ensuring that your development efforts remain self-contained. Also, | |
| it allows your code to be run as an extension in Omniverse. | |
| .. hint:: | |
| For the external project, the template generator will initialize a new Git repository in the specified directory. | |
| You can push the generated content to your own remote repository (e.g. GitHub) and share it with others. | |
| * **Internal task**: A task that is part of the Isaac Lab repository. This approach should only be used to create | |
| new tasks within the Isaac Lab repository in order to contribute to it. | |
| .. warning:: | |
| Pip installations of Isaac Lab do not support *Internal* templates. | |
| If ``isaaclab`` is loaded from ``site-packages`` or ``dist-packages``, the *Internal* option is disabled | |
| and the *External* template will be used instead. | |
| Running the template generator | |
| ------------------------------ | |
| Install Isaac Lab by following the `installation guide <../../setup/installation/index.html>`_. | |
| We recommend using conda or uv installation as it simplifies calling Python scripts from the terminal. | |
| Then, run the following command to generate a new external project or internal task: | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| ./isaaclab.sh --new # or "./isaaclab.sh -n" | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| isaaclab.bat --new :: or "isaaclab.bat -n" | |
| The generator will guide you in setting up the project/task for your needs by asking you the following questions: | |
| * Type of project/task (external or internal), and project/task path or names according to the selected type. | |
| * Isaac Lab workflows (see :ref:`feature-workflows`). | |
| * Reinforcement learning libraries (see :ref:`rl-frameworks`), and algorithms (if the selected libraries support multiple algorithms). | |
| External project usage (once generated) | |
| --------------------------------------- | |
| Once the external project is generated, a ``README.md`` file will be created in the specified directory. | |
| This file will contain instructions on how to install the project and run the tasks. | |
| Here are some general commands to get started with it: | |
| .. note:: | |
| If Isaac Lab is not installed in a conda environment or in a (virtual) Python environment, use ``FULL_PATH_TO_ISAACLAB/isaaclab.sh -p`` | |
| (or ``FULL_PATH_TO_ISAACLAB\isaaclab.bat -p`` on Windows) instead of ``python`` to run the commands below. | |
| * Install the project (in editable mode). | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| python -m pip install -e source/<given-project-name> | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| python -m pip install -e source\<given-project-name> | |
| * List the tasks available in the project. | |
| .. warning:: | |
| If the task names change, it may be necessary to update the search pattern ``"Template-"`` | |
| (in the ``scripts/list_envs.py`` file) so that they can be listed. | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| python scripts/list_envs.py | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| python scripts\list_envs.py | |
| * Run a task. | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| python scripts/<specific-rl-library>/train.py --task=<Task-Name> | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| python scripts\<specific-rl-library>\train.py --task=<Task-Name> | |
| For more details, please follow the instructions in the generated project's ``README.md`` file. | |
| Internal task usage (once generated) | |
| --------------------------------------- | |
| Once the internal task is generated, it will be available along with the rest of the Isaac Lab tasks. | |
| Here are some general commands to get started with it: | |
| .. note:: | |
| If Isaac Lab is not installed in a conda environment or in a (virtual) Python environment, use ``./isaaclab.sh -p`` | |
| (or ``isaaclab.bat -p`` on Windows) instead of ``python`` to run the commands below. | |
| * List the tasks available in Isaac Lab. | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| python scripts/environments/list_envs.py | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| python scripts\environments\list_envs.py | |
| * Run a task. | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| ./isaaclab.sh train --rl_library <library> --task=<Task-Name> | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| isaaclab.bat train --rl_library <library> --task=<Task-Name> | |
| * Run a task with dummy agents. | |
| These include dummy agents that output zero or random agents. They are useful to ensure that the environments are configured correctly. | |
| * Zero-action agent | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| python scripts/zero_agent.py --task=<Task-Name> | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| python scripts\zero_agent.py --task=<Task-Name> | |
| * Random-action agent | |
| .. tab-set:: | |
| :sync-group: os | |
| .. tab-item:: :icon:`fa-brands fa-linux` Linux | |
| :sync: linux | |
| .. code-block:: bash | |
| python scripts/random_agent.py --task=<Task-Name> | |
| .. tab-item:: :icon:`fa-brands fa-windows` Windows | |
| :sync: windows | |
| .. code-block:: batch | |
| python scripts\random_agent.py --task=<Task-Name> | |