| # Basic Usage | |
| ## Running Standardized Environments | |
| **robosuite** offers a set of standardized manipulation tasks for benchmarking purposes. These pre-defined environments can be easily instantiated with the `make` function. The APIs we provide to interact with our environments are simple and similar to the ones used by [OpenAI Gym](https://github.com/openai/gym/). Below is a minimalistic example of how to interact with an environment. | |
| <div class="admonition warning"> | |
| <p class="admonition-title">Attention Mac users!</p> | |
| Mac users who wish to use the default mjviewer renderer need to prepend the "python" command with "mj": `mjpython ...` | |
| </div> | |
| ```python | |
| import numpy as np | |
| import robosuite as suite | |
| # create environment instance | |
| env = suite.make( | |
| env_name="Lift", # try with other tasks like "Stack" and "Door" | |
| robots="Panda", # try with other robots like "Sawyer" and "Jaco" | |
| has_renderer=True, | |
| has_offscreen_renderer=False, | |
| use_camera_obs=False, | |
| ) | |
| # reset the environment | |
| env.reset() | |
| for i in range(1000): | |
| action = np.random.randn(*env.action_spec[0].shape) * 0.1 | |
| obs, reward, done, info = env.step(action) # take action in the environment | |
| env.render() # render on display | |
| ```` | |
| This script above creates a simulated environment with the on-screen renderer, which is useful for visualization and qualitative evaluation. The `step()` function takes an `action` as input and returns a tuple of `(obs, reward, done, info)` where `obs` is an `OrderedDict` containing observations `[(name_string, np.array), ...]`, `reward` is the immediate reward obtained per step, `done` is a Boolean flag indicating if the episode has terminated and `info` is a dictionary which contains additional metadata. | |
| Many other parameters can be configured for each environment. They provide functionalities such as headless rendering, getting pixel observations, changing camera settings, using reward shaping, and adding extra low-level observations. Please refer to [Environment](modules/environments) modules and the [Environment class](simulation/environment) APIs for further details. | |
| Demo scripts that showcase various features of **robosuite** are available [here](demos). The purpose of each script and usage instructions can be found at the beginning of each file. | |