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from easydict import EasyDict | |
hopper_cql_config = dict( | |
exp_name='hopper_cql_seed0', | |
env=dict( | |
env_id='Hopper-v3', | |
norm_obs=dict(use_norm=False, ), | |
norm_reward=dict(use_norm=False, ), | |
collector_env_num=1, | |
evaluator_env_num=8, | |
n_evaluator_episode=8, | |
stop_value=6000, | |
), | |
policy=dict( | |
cuda=True, | |
model=dict( | |
obs_shape=11, | |
action_shape=3, | |
twin_critic=True, | |
action_space='reparameterization', | |
actor_head_hidden_size=256, | |
critic_head_hidden_size=256, | |
), | |
learn=dict( | |
train_epoch=30000, | |
batch_size=256, | |
learning_rate_q=3e-4, | |
learning_rate_policy=1e-4, | |
learning_rate_alpha=1e-4, | |
ignore_done=False, | |
target_theta=0.005, | |
discount_factor=0.99, | |
alpha=0.2, | |
auto_alpha=False, | |
with_lagrange=False, | |
lagrange_thresh=-1.0, | |
min_q_weight=5.0, | |
), | |
collect=dict( | |
unroll_len=1, | |
data_type='naive', | |
# Users should add their own data path here. Data path should lead to a file to store data or load the stored data. | |
# Absolute path is recommended. | |
# In DI-engine, it is usually located in ``exp_name`` directory | |
data_path='data_path_placeholder', | |
), | |
command=dict(), | |
eval=dict(evaluator=dict(eval_freq=500, )), | |
other=dict(replay_buffer=dict(replay_buffer_size=2000000, ), ), | |
), | |
) | |
hopper_cql_config = EasyDict(hopper_cql_config) | |
main_config = hopper_cql_config | |
hopper_cql_create_config = dict( | |
env=dict( | |
type='mujoco', | |
import_names=['dizoo.mujoco.envs.mujoco_env'], | |
), | |
env_manager=dict(type='subprocess'), | |
policy=dict( | |
type='cql', | |
import_names=['ding.policy.cql'], | |
), | |
replay_buffer=dict(type='naive', ), | |
) | |
hopper_cql_create_config = EasyDict(hopper_cql_create_config) | |
create_config = hopper_cql_create_config | |