ray/rllib/contrib/registry.py

"""Registry of algorithm names for `rllib train --run=contrib/<alg_name>`"""


def _import_random_agent():
    from ray.rllib.contrib.random_agent.random_agent import RandomAgent

    return RandomAgent, RandomAgent.get_default_config()


def _import_maddpg():
    from ray.rllib.contrib import maddpg

    return maddpg.MADDPGTrainer, maddpg.DEFAULT_CONFIG


def _import_alphazero():
    from ray.rllib.contrib.alpha_zero.core.alpha_zero_trainer import (
        AlphaZeroTrainer,
        DEFAULT_CONFIG,
    )

    return AlphaZeroTrainer, DEFAULT_CONFIG


def _import_bandit_lints():
    from ray.rllib.agents.bandit.bandit import BanditLinTSTrainer

    return BanditLinTSTrainer, BanditLinTSTrainer.get_default_config()


def _import_bandit_linucb():
    from ray.rllib.agents.bandit.bandit import BanditLinUCBTrainer

    return BanditLinUCBTrainer, BanditLinUCBTrainer.get_default_config()


CONTRIBUTED_ALGORITHMS = {
    "contrib/RandomAgent": _import_random_agent,
    "contrib/MADDPG": _import_maddpg,
    "contrib/AlphaZero": _import_alphazero,
    # Deprecated: Use BanditLin[TS|UCB], instead.
    "contrib/LinTS": _import_bandit_lints,
    "contrib/LinUCB": _import_bandit_linucb,
}