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import pytest |
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import torch |
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from copy import deepcopy |
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from ding.entry import serial_pipeline |
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from ding.entry.serial_entry_dqfd import serial_pipeline_dqfd |
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from dizoo.classic_control.cartpole.config.cartpole_dqn_config import cartpole_dqn_config, cartpole_dqn_create_config |
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from dizoo.classic_control.cartpole.config.cartpole_dqfd_config import cartpole_dqfd_config, cartpole_dqfd_create_config |
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@pytest.mark.unittest |
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def test_dqfd(): |
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expert_policy_state_dict_path = './expert_policy.pth' |
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config = [deepcopy(cartpole_dqn_config), deepcopy(cartpole_dqn_create_config)] |
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expert_policy = serial_pipeline(config, seed=0) |
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torch.save(expert_policy.collect_mode.state_dict(), expert_policy_state_dict_path) |
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config = [deepcopy(cartpole_dqfd_config), deepcopy(cartpole_dqfd_create_config)] |
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config[0].policy.collect.model_path = expert_policy_state_dict_path |
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config[0].policy.learn.update_per_collect = 1 |
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try: |
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serial_pipeline_dqfd(config, [cartpole_dqfd_config, cartpole_dqfd_create_config], seed=0, max_train_iter=1) |
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except Exception: |
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assert False, "pipeline fail" |
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