Spaces:
Sleeping
Sleeping
| from easydict import EasyDict | |
| nstep = 3 | |
| lunarlander_bco_config = dict( | |
| exp_name='lunarlander_bco_seed0', | |
| env=dict( | |
| collector_env_num=8, | |
| evaluator_env_num=8, | |
| env_id='LunarLander-v2', | |
| n_evaluator_episode=8, | |
| stop_value=200, | |
| ), | |
| policy=dict( | |
| # Whether to use cuda for network. | |
| cuda=True, | |
| continuous=False, | |
| loss_type='l1_loss', | |
| model=dict( | |
| obs_shape=8, | |
| action_shape=4, | |
| encoder_hidden_size_list=[512, 64], | |
| # Whether to use dueling head. | |
| dueling=True, | |
| ), | |
| # learn_mode config | |
| learn=dict( | |
| update_per_collect=10, | |
| train_epoch=20, | |
| batch_size=64, | |
| learning_rate=0.001, | |
| weight_decay=1e-4, | |
| decay_epoch=1000, | |
| decay_rate=0.5, | |
| warmup_lr=1e-4, | |
| warmup_epoch=3, | |
| optimizer='SGD', | |
| lr_decay=True, | |
| momentum=0.9, | |
| ), | |
| # collect_mode config | |
| collect=dict( | |
| n_episode=100, | |
| model_path='abs model path', # expert model path | |
| data_path='abs data path', # expert data path | |
| ), | |
| # eval_mode config | |
| eval=dict(evaluator=dict(eval_freq=50, )), | |
| # command_mode config | |
| other=dict( | |
| # Epsilon greedy with decay. | |
| eps=dict( | |
| # Decay type. Support ['exp', 'linear']. | |
| type='exp', | |
| start=0.95, | |
| end=0.1, | |
| decay=50000, | |
| ), | |
| replay_buffer=dict(replay_buffer_size=100000, ) | |
| ), | |
| ), | |
| bco=dict( | |
| learn=dict(idm_batch_size=256, idm_learning_rate=0.001, idm_weight_decay=1e-4, idm_train_epoch=10), | |
| model=dict(idm_encoder_hidden_size_list=[60, 80, 100, 40], action_space='discrete'), | |
| alpha=0.2, | |
| ) | |
| ) | |
| lunarlander_bco_config = EasyDict(lunarlander_bco_config) | |
| main_config = lunarlander_bco_config | |
| lunarlander_bco_create_config = dict( | |
| env=dict( | |
| type='lunarlander', | |
| import_names=['dizoo.box2d.lunarlander.envs.lunarlander_env'], | |
| ), | |
| env_manager=dict(type='subprocess'), | |
| policy=dict(type='bc'), | |
| collector=dict(type='episode'), | |
| ) | |
| lunarlander_bco_create_config = EasyDict(lunarlander_bco_create_config) | |
| create_config = lunarlander_bco_create_config | |
| if __name__ == "__main__": | |
| from ding.entry import serial_pipeline_bco | |
| from dizoo.box2d.lunarlander.config import lunarlander_dqn_config, lunarlander_dqn_create_config | |
| expert_main_config = lunarlander_dqn_config | |
| expert_create_config = lunarlander_dqn_create_config | |
| serial_pipeline_bco( | |
| [main_config, create_config], [expert_main_config, expert_create_config], seed=0, max_env_step=2000000 | |
| ) | |