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from easydict import EasyDict
beergame_ppo_config = dict(
exp_name='beergame_ppo_seed0',
env=dict(
collector_env_num=8,
evaluator_env_num=8,
n_evaluator_episode=8,
stop_value=200,
role=0, # 0-3 : retailer, warehouse, distributor, manufacturer
agent_type='bs',
# type of co-player, 'bs'- base stock, 'Strm'- use Sterman formula to model typical human behavior
demandDistribution=0
# distribution of demand, default=0, '0=uniform, 1=normal distribution, 2=the sequence of 4,4,4,4,8,..., 3= basket data, 4= forecast data'
),
policy=dict(
cuda=True,
recompute_adv=True,
action_space='discrete',
model=dict(
obs_shape=50, # statedim * multPerdInpt= 5 * 10
action_shape=5, # the quantity relative to the arriving order
action_space='discrete',
encoder_hidden_size_list=[64, 64, 128],
actor_head_hidden_size=128,
critic_head_hidden_size=128,
),
learn=dict(
epoch_per_collect=10,
batch_size=320,
learning_rate=3e-4,
entropy_weight=0.001,
adv_norm=True,
value_norm=True,
# for onppo, when we recompute adv, we need the key done in data to split traj, so we must
# use ignore_done=False here,
# but when we add key traj_flag in data as the backup for key done, we could choose to use ignore_done=True
# for halfcheetah, the length=1000
ignore_done=True,
),
collect=dict(
n_episode=8,
discount_factor=0.99,
gae_lambda=0.95,
collector=dict(
get_train_sample=True,
reward_shaping=True, # whether use total return to reshape reward
),
),
eval=dict(evaluator=dict(eval_freq=500, )),
),
)
beergame_ppo_config = EasyDict(beergame_ppo_config)
main_config = beergame_ppo_config
beergame_ppo_create_config = dict(
env=dict(
type='beergame',
import_names=['dizoo.beergame.envs.beergame_env'],
),
env_manager=dict(type='base'),
policy=dict(type='ppo'),
collector=dict(type='episode', ),
)
beergame_ppo_create_config = EasyDict(beergame_ppo_create_config)
create_config = beergame_ppo_create_config
if __name__ == "__main__":
# or you can enter `ding -m serial_onpolicy -c beergame_onppo_config.py -s 0`
from ding.entry import serial_pipeline_onpolicy
serial_pipeline_onpolicy([main_config, create_config], seed=0)
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