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from easydict import EasyDict
n_bits = 4
bitflip_pure_dqn_config = dict(
exp_name='bitflip_{}bit_puredqn_seed0'.format(n_bits),
env=dict(
collector_env_num=8,
evaluator_env_num=8,
n_bits=n_bits,
n_evaluator_episode=8,
stop_value=0.9,
),
policy=dict(
cuda=False,
model=dict(
obs_shape=2 * n_bits,
action_shape=n_bits,
encoder_hidden_size_list=[128, 128, 64],
dueling=True,
),
discount_factor=0.9,
learn=dict(
update_per_collect=10,
batch_size=128,
learning_rate=0.0005,
target_update_freq=500,
),
collect=dict(n_episode=8, unroll_len=1, collector=dict(get_train_sample=True, )),
other=dict(
eps=dict(
type='exp',
start=0.95,
end=0.1,
decay=10000,
),
replay_buffer=dict(replay_buffer_size=4000, ),
),
),
)
bitflip_pure_dqn_config = EasyDict(bitflip_pure_dqn_config)
main_config = bitflip_pure_dqn_config
bitflip_pure_dqn_create_config = dict(
env=dict(
type='bitflip',
import_names=['dizoo.bitflip.envs.bitflip_env'],
),
env_manager=dict(type='base'),
policy=dict(type='dqn'),
replay_buffer=dict(type='episode'),
collector=dict(type='episode'),
)
bitflip_pure_dqn_create_config = EasyDict(bitflip_pure_dqn_create_config)
create_config = bitflip_pure_dqn_create_config
if __name__ == '__main__':
# or you can enter `ding -m serial -c bitflip_pure_dqn_config.py -s 0`
from ding.entry import serial_pipeline
serial_pipeline((main_config, create_config), seed=0)
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