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from easydict import EasyDict
from functools import partial
import ding.envs.gym_env

cfg = dict(
    exp_name='LunarLanderContinuous-v2-SAC',
    seed=0,
    env=dict(
        env_id='LunarLanderContinuous-v2',
        collector_env_num=4,
        evaluator_env_num=8,
        n_evaluator_episode=8,
        stop_value=260,
        act_scale=True,
    ),
    policy=dict(
        cuda=True,
        random_collect_size=10000,
        model=dict(
            obs_shape=8,
            action_shape=2,
            action_space='reparameterization',
            twin_critic=True,
        ),
        learn=dict(
            update_per_collect=256,
            batch_size=128,
            learning_rate_q=1e-3,
            learning_rate_policy=3e-4,
            learning_rate_alpha=3e-4,
            auto_alpha=True,
        ),
        collect=dict(n_sample=256, ),
        eval=dict(evaluator=dict(eval_freq=1000, ), ),
        other=dict(replay_buffer=dict(replay_buffer_size=int(1e5), ), ),
    ),
    wandb_logger=dict(
        gradient_logger=True, video_logger=True, plot_logger=True, action_logger=True, return_logger=False
    ),
)

cfg = EasyDict(cfg)

env = partial(ding.envs.gym_env.env, continuous=True)