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Tianshou/docs/api/tianshou.policy.rst

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test api doc
2020-04-02 09:07:04 +08:00
tianshou.policy
===============
fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
Base
----
.. autoclass:: tianshou.policy.BasePolicy
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:show-inheritance:
.. autoclass:: tianshou.policy.RandomPolicy
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Model-free
----------
DQN Family
~~~~~~~~~~
.. autoclass:: tianshou.policy.DQNPolicy
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Add BranchingDQN for large discrete action spaces (#618)
2022-05-15 15:40:32 +02:00
.. autoclass:: tianshou.policy.BranchingDQNPolicy
:members:
:undoc-members:
:show-inheritance:
fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
.. autoclass:: tianshou.policy.C51Policy
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:show-inheritance:
Add Rainbow DQN (#386) - add RainbowPolicy - add `set_beta` method in prio_buffer - add NoisyLinear in utils/network
2021-08-29 08:34:59 -07:00
.. autoclass:: tianshou.policy.RainbowPolicy
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fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
.. autoclass:: tianshou.policy.QRDQNPolicy
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Add Implicit Quantile Network (#371)
2021-05-28 18:44:23 -07:00
.. autoclass:: tianshou.policy.IQNPolicy
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Add Fully-parameterized Quantile Function (#376)
2021-06-14 20:59:02 -07:00
.. autoclass:: tianshou.policy.FQFPolicy
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fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
On-policy
~~~~~~~~~
.. autoclass:: tianshou.policy.PGPolicy
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Add NPG policy (#344)
2021-04-21 09:52:15 +08:00
.. autoclass:: tianshou.policy.NPGPolicy
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:show-inheritance:
fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
.. autoclass:: tianshou.policy.A2CPolicy
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:undoc-members:
Add TRPO policy (#337)
2021-04-16 20:37:12 +08:00
:show-inheritance:
.. autoclass:: tianshou.policy.TRPOPolicy
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:undoc-members:
fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
:show-inheritance:
.. autoclass:: tianshou.policy.PPOPolicy
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:show-inheritance:
Off-policy
~~~~~~~~~~
.. autoclass:: tianshou.policy.DDPGPolicy
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.. autoclass:: tianshou.policy.TD3Policy
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:show-inheritance:
.. autoclass:: tianshou.policy.SACPolicy
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:undoc-members:
:show-inheritance:
implement REDQ based on original contribution by @Jimenius (#623) Co-authored-by: Minhui Li <limh@lamda.nju.edu.cn>
2022-04-30 09:06:00 -07:00
.. autoclass:: tianshou.policy.REDQPolicy
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fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
.. autoclass:: tianshou.policy.DiscreteSACPolicy
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Imitation
---------
.. autoclass:: tianshou.policy.ImitationPolicy
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Implement BCQPolicy and offline_bcq example (#480) This PR implements BCQPolicy, which could be used to train an offline agent in the environment of continuous action space. An experimental result 'halfcheetah-expert-v1' is provided, which is a d4rl environment (for Offline Reinforcement Learning). Example usage is in the examples/offline/offline_bcq.py.
2021-11-22 22:21:02 +08:00
.. autoclass:: tianshou.policy.BCQPolicy
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Implement CQLPolicy and offline_cql example (#506)
2022-01-16 05:30:21 +08:00
.. autoclass:: tianshou.policy.CQLPolicy
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Implement TD3+BC for offline RL (#660) - implement TD3+BC for offline RL; - fix a bug in trainer about test reward not logged because self.env_step is not set for offline setting;
2022-06-06 09:39:37 -07:00
.. autoclass:: tianshou.policy.TD3BCPolicy
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:show-inheritance:
fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
.. autoclass:: tianshou.policy.DiscreteBCQPolicy
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Add discrete Conservative Q-Learning for offline RL (#359) Co-authored-by: Yi Su <yi.su@antgroup.com> Co-authored-by: Yi Su <yi.su@antfin.com>
2021-05-11 18:24:48 -07:00
.. autoclass:: tianshou.policy.DiscreteCQLPolicy
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Add discrete Critic Regularized Regression (#367)
2021-05-18 22:29:56 -07:00
.. autoclass:: tianshou.policy.DiscreteCRRPolicy
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Implement Generative Adversarial Imitation Learning (GAIL) (#550) Implement GAIL based on PPO and provide example script and sample (i.e., most likely not the best) results with Mujoco tasks. (#531, #173)
2022-03-06 07:57:15 -08:00
.. autoclass:: tianshou.policy.GAILPolicy
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fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
Model-based
-----------
.. autoclass:: tianshou.policy.PSRLPolicy
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Add Intrinsic Curiosity Module (#503)
2022-01-14 10:43:48 -08:00
.. autoclass:: tianshou.policy.ICMPolicy
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fix venv seed, add TOC in docs, and split buffer.py into several files (#303) Things changed in this PR: - various docs update, add TOC - split buffer into several files - fix venv action_space randomness
2021-03-02 12:28:28 +08:00
Multi-agent
-----------
.. autoclass:: tianshou.policy.MultiAgentPolicyManager
test api doc
2020-04-02 09:07:04 +08:00
:members:
:undoc-members:
:show-inheritance:
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