| from easydict import EasyDict | |
| main_config = dict( | |
| exp_name="halfcheetah_medium_bcq_seed0", | |
| env=dict( | |
| env_id='halfcheetah-medium-v2', | |
| collector_env_num=1, | |
| evaluator_env_num=8, | |
| use_act_scale=True, | |
| n_evaluator_episode=8, | |
| stop_value=7000, | |
| ), | |
| policy=dict( | |
| cuda=True, | |
| model=dict( | |
| obs_shape=17, | |
| action_shape=6, | |
| actor_head_hidden_size=[400, 300], | |
| critic_head_hidden_size=[400, 300], | |
| phi=0.05, | |
| ), | |
| learn=dict( | |
| data_path=None, | |
| train_epoch=30000, | |
| batch_size=100, | |
| learning_rate_q=3e-3, | |
| learning_rate_policy=3e-3, | |
| learning_rate_alpha=3e-3, | |
| lmbda=0.75, | |
| learner=dict(hook=dict(save_ckpt_after_iter=1000000000, )), | |
| ), | |
| collect=dict(data_type='d4rl', ), | |
| eval=dict(evaluator=dict(eval_freq=500, )), | |
| other=dict(replay_buffer=dict(replay_buffer_size=2000000, ), ), | |
| ), | |
| seed=123, | |
| ) | |
| main_config = EasyDict(main_config) | |
| main_config = main_config | |
| create_config = dict( | |
| env=dict( | |
| type='d4rl', | |
| import_names=['dizoo.d4rl.envs.d4rl_env'], | |
| ), | |
| env_manager=dict(type='base'), | |
| policy=dict( | |
| type='bcq', | |
| import_names=['ding.policy.bcq'], | |
| ), | |
| replay_buffer=dict(type='naive', ), | |
| ) | |
| create_config = EasyDict(create_config) | |
| create_config = create_config | |