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base

Shared MLP model for basic LAV2 tasks.

Classes:

Name Description
SharedMLP

Shared actor-critic with a configurable MLP trunk.

SharedMLP

SharedMLP(observation_space, state_space, action_space, device, clip_actions=False, clip_log_std=True, min_log_std=-20, max_log_std=2, reduction='sum', hidden_dims=(64, 64), activation=nn.ELU)

Bases: GaussianMixin, DeterministicMixin, Model

Shared actor-critic with a configurable MLP trunk.

Parameters:

Name Type Description Default

hidden_dims

Hidden dimensions of the MLP.

(64, 64)

activation

Activation module class to instantiate.

ELU

Initialize shared model layers and mixins.

Methods:

Name Description
act

Compute actions or values depending on role.

compute

Compute policy/value outputs depending on role.

act

act(inputs: Any, role: str) -> Any

Compute actions or values depending on role.

Returns:

Type Description
Any

tuple | None: Action outputs for the given role, or None if role is unknown.

compute

compute(inputs: Any, role: str) -> Any

Compute policy/value outputs depending on role.

Returns:

Type Description
Any

tuple | None: (output_tensor, extras_dict) for policy/value roles, or None.