.. include:: /_includes/rllib/we_are_hiring.rst

.. _new-api-offline-reference-docs:

Offline RL API

.. include:: /_includes/rllib/new_api_stack.rst

Configuring Offline RL

.. currentmodule:: ray.rllib.algorithms.algorithm_config

.. autosummary:: :nosignatures: :toctree: doc/

AlgorithmConfig.offline_data
AlgorithmConfig.learners

Configuring Offline Recording EnvRunners

.. autosummary:: :nosignatures: :toctree: doc/

AlgorithmConfig.env_runners

Constructing a Recording EnvRunner

.. currentmodule:: ray.rllib.offline.offline_env_runner

.. autosummary:: :nosignatures: :toctree: doc/

OfflineSingleAgentEnvRunner

Constructing OfflineData

.. currentmodule:: ray.rllib.offline.offline_data

.. autosummary:: :nosignatures: :toctree: doc/

OfflineData
OfflineData.__init__

Sampling from Offline Data

.. autosummary:: :nosignatures: :toctree: doc/

OfflineData.sample
OfflineData.default_map_batches_kwargs
OfflineData.default_iter_batches_kwargs

Constructing an OfflinePreLearner

.. currentmodule:: ray.rllib.offline.offline_prelearner

.. autosummary:: :nosignatures: :toctree: doc/

OfflinePreLearner
OfflinePreLearner.__init__

Transforming Data with an OfflinePreLearner

.. autosummary:: :nosignatures: :toctree: doc/

SCHEMA
OfflinePreLearner.__call__
OfflinePreLearner._map_to_episodes
OfflinePreLearner._map_sample_batch_to_episode
OfflinePreLearner._should_module_be_updated