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from easydict import EasyDict
pong_dqn_config = dict(
exp_name='pomdp_dqn_seed0',
env=dict(
collector_env_num=8,
evaluator_env_num=8,
n_evaluator_episode=8,
stop_value=20,
env_id='Pong-ramNoFrameskip-v4',
frame_stack=4,
warp_frame=False,
use_ram=True,
pomdp=dict(noise_scale=0.01, zero_p=0.2, reward_noise=0.01, duplicate_p=0.2),
manager=dict(shared_memory=False, )
),
policy=dict(
cuda=True,
priority=False,
model=dict(
obs_shape=[
512,
],
action_shape=6,
encoder_hidden_size_list=[128, 128, 512],
),
nstep=3,
discount_factor=0.99,
learn=dict(
update_per_collect=10,
batch_size=32,
learning_rate=0.0001,
target_update_freq=500,
),
collect=dict(n_sample=100, ),
eval=dict(evaluator=dict(eval_freq=4000, )),
other=dict(
eps=dict(
type='exp',
start=1.,
end=0.05,
decay=250000,
),
replay_buffer=dict(replay_buffer_size=100000, ),
),
),
)
pong_dqn_config = EasyDict(pong_dqn_config)
main_config = pong_dqn_config
pong_dqn_create_config = dict(
env=dict(
type='pomdp',
import_names=['dizoo.pomdp.envs.atari_env'],
),
env_manager=dict(type='subprocess'),
policy=dict(type='dqn'),
)
pong_dqn_create_config = EasyDict(pong_dqn_create_config)
create_config = pong_dqn_create_config
if __name__ == '__main__':
# or you can enter `ding -m serial -c pomdp_dqn_config.py -s 0`
from ding.entry import serial_pipeline
serial_pipeline((main_config, create_config), seed=0)
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