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