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ActorCritic Class
=================

This class implements a GBT-based Actor-Critic learner for reinforcement learning.
The ActorCritic class can be used with a shared-tree structure or a separate tree strucutre.
Usage examples: GBT-based PPO/AWR implementations.

.. autoclass:: gbrl.ac_gbrl.ActorCritic
:members:
:undoc-members:
:show-inheritance:
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ContinuousCritic Class
======================

This class implements a GBT-based Continuous Critic learner for reinforcement learning.
The ContinuousCritic class is designed to output the parameters of a differentiable Critic function (e.g., linear, quadratic).
Usage examples: GBT-based SAC/DDPG/TD3 implementations.

.. autoclass:: gbrl.ac_gbrl.ContinuousCritic
:members:
:undoc-members:
:show-inheritance:
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DiscreteCritic Class
====================

This class implements a GBT-based Discrete Critic learner for reinforcement learning.
The DiscreteCritic class is designed to output the parameters of a discrete Critic (e.g., Q-function).
Usage examples: GBT-based DQN implementations.


.. autoclass:: gbrl.ac_gbrl.DiscreteCritic
:members:
:undoc-members:
:show-inheritance:
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GaussianActor Class
===================

This class implements a GBT-based Gaussian Actor for reinforcement learning.
The GaussianActor outputs mu and sigma of a Gaussain Distribution.
Usage examples: GBT-based SAC/TD3/DDPG implementations.

.. autoclass:: gbrl.ac_gbrl.GaussianActor
:members:
:undoc-members:
:show-inheritance:
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ParametricActor Class
=====================

This class implements a GBT-based Parametric Actor for reinforcement learning.
The ParametricActor outputs a single parameter per action dimension.
This allows the ParametericActor to parameterized deterministic policies or discrete stochastic policies such as a Categorical Distribution.

.. autoclass:: gbrl.ac_gbrl.ParametricActor
:members:
:undoc-members:
:show-inheritance:
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Actor Critic Module
====================

This module handles Actor-Critic methods within the GBRL library. It provides various classes and functions to implement and train GBT-based Actor-Critic algorithm.

.. toctree::
:maxdepth: 2
:caption: Classes:

ActorCritic
ParametricActor
GaussianActor
ContinuousCritic
DiscreteCritic
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