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| from easydict import EasyDict | |
| import os | |
| # os.environ['MUJOCO_GL']="egl" | |
| dmc2gym_sac_config = dict( | |
| exp_name='dmc2gym_sac_pixel_seed0', | |
| env=dict( | |
| env_id='dmc2gym-v0', | |
| domain_name="cartpole", | |
| task_name="swingup", | |
| frame_skip=4, | |
| warp_frame=True, | |
| scale=True, | |
| clip_rewards=False, | |
| frame_stack=3, | |
| from_pixels=True, # pixel obs | |
| channels_first=False, # obs shape (height, width, 3) | |
| collector_env_num=8, | |
| evaluator_env_num=8, | |
| n_evaluator_episode=8, | |
| stop_value=1e6, | |
| manager=dict(shared_memory=False, ), | |
| ), | |
| policy=dict( | |
| model_type='pixel', | |
| cuda=True, | |
| random_collect_size=10000, | |
| model=dict( | |
| obs_shape=(3, 84, 84), | |
| action_shape=1, | |
| twin_critic=True, | |
| encoder_hidden_size_list=[32, 32, 32], | |
| actor_head_hidden_size=1024, | |
| critic_head_hidden_size=1024, | |
| share_encoder=True, | |
| ), | |
| learn=dict( | |
| ignore_done=True, | |
| update_per_collect=1, | |
| batch_size=128, | |
| learning_rate_q=1e-3, | |
| learning_rate_policy=1e-3, | |
| learning_rate_alpha=3e-4, | |
| target_theta=0.005, | |
| discount_factor=0.99, | |
| alpha=0.2, | |
| reparameterization=True, | |
| auto_alpha=True, | |
| ), | |
| collect=dict( | |
| n_sample=1, | |
| unroll_len=1, | |
| ), | |
| eval=dict(), | |
| other=dict(replay_buffer=dict(replay_buffer_size=100000, ), ), | |
| ), | |
| ) | |
| dmc2gym_sac_config = EasyDict(dmc2gym_sac_config) | |
| main_config = dmc2gym_sac_config | |
| dmc2gym_sac_create_config = dict( | |
| env=dict( | |
| type='dmc2gym', | |
| import_names=['dizoo.dmc2gym.envs.dmc2gym_env'], | |
| ), | |
| env_manager=dict(type='subprocess'), | |
| policy=dict( | |
| type='sac', | |
| import_names=['ding.policy.sac'], | |
| ), | |
| replay_buffer=dict(type='naive', ), | |
| ) | |
| dmc2gym_sac_create_config = EasyDict(dmc2gym_sac_create_config) | |
| create_config = dmc2gym_sac_create_config | |
| if __name__ == "__main__": | |
| # or you can enter `ding -m serial -c ant_sac_config.py -s 0 --env-step 1e7` | |
| from ding.entry import serial_pipeline | |
| serial_pipeline((main_config, create_config), seed=0) |