jaxdem.rl.env_wrappers#
Wrappers that modify RL environments.
Functions
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Clip actions consistently for checkpointing and physics steps. |
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Check whether an environment instance is a wrapped environment. |
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Unwrap an environment to its original base class. |
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Promote an environment instance to a parallel version by applying jax.vmap(...) to its static methods. |
- jaxdem.rl.env_wrappers.vectorise_env(env: Environment, n: int | None = None) Environment[source]#
Promote an environment instance to a parallel version by applying jax.vmap(…) to its static methods.
- Parameters:
env (Environment) – The environment to vectorize. May already carry a leading batch dimension (e.g. produced with
jax.vmap).n (int, optional) – When given, the wrapper first broadcasts the (scalar) environment to a batch of
nidentical copies, so callers do not need to writejax.vmap(lambda _: env)(jnp.arange(n))themselves. Then callenv.reset(env, keys)to randomize each copy.
Example
>>> env = vectorise_env(env, n=32) >>> env = env.reset(env, jax.random.split(key, 32))
- jaxdem.rl.env_wrappers.clip_action_env(env: Environment, min_val: float = -1.0, max_val: float = 1.0) Environment[source]#
Clip actions consistently for checkpointing and physics steps.
Both
checkpoint(env, action)andstep(env, action)receive the action clipped to[min_val, max_val]. This keeps action-dependent historical baselines consistent with the applied dynamics. Inactive slots stay zero even when zero lies outside the clipping interval. This wrapper requires floating-point continuous actions; integer categories are rejected.
- jaxdem.rl.env_wrappers.is_wrapped(env: Environment) bool[source]#
Check whether an environment instance is a wrapped environment.
- Parameters:
env (Environment) – The environment instance to check.
- Returns:
True if the environment is wrapped, False otherwise.
- Return type:
bool
- jaxdem.rl.env_wrappers.unwrap(env: Environment) Environment[source]#
Unwrap an environment to its original base class. Keeps all current field values.
- Parameters:
env (Environment) – The wrapped environment instance.
- Returns:
A new instance of the original base environment class with the same field values as the wrapped instance.
- Return type: