2023-05-16 11:45:40 - SimpleLog - INFO: - General Configs: 2023-05-16 11:45:40 - SimpleLog - INFO: - ================================================================================ 2023-05-16 11:45:40 - SimpleLog - INFO: - Name Value Type 2023-05-16 11:45:40 - SimpleLog - INFO: - env_name gym 2023-05-16 11:45:40 - SimpleLog - INFO: - algo_name DoubleDQN 2023-05-16 11:45:40 - SimpleLog - INFO: - mode train 2023-05-16 11:45:40 - SimpleLog - INFO: - device cpu 2023-05-16 11:45:40 - SimpleLog - INFO: - seed 1 2023-05-16 11:45:40 - SimpleLog - INFO: - max_episode 100 2023-05-16 11:45:40 - SimpleLog - INFO: - max_step 200 2023-05-16 11:45:40 - SimpleLog - INFO: - collect_traj 0 2023-05-16 11:45:40 - SimpleLog - INFO: - mp_backend single 2023-05-16 11:45:40 - SimpleLog - INFO: - n_workers 2 2023-05-16 11:45:40 - SimpleLog - INFO: - online_eval 1 2023-05-16 11:45:40 - SimpleLog - INFO: - online_eval_episode 10 2023-05-16 11:45:40 - SimpleLog - INFO: - model_save_fre 500 2023-05-16 11:45:40 - SimpleLog - INFO: - load_checkpoint 0 2023-05-16 11:45:40 - SimpleLog - INFO: - load_path Train_CartPole-v1_DQN_20221026-054757 2023-05-16 11:45:40 - SimpleLog - INFO: - load_model_step best 2023-05-16 11:45:40 - SimpleLog - INFO: - ================================================================================ 2023-05-16 11:45:40 - SimpleLog - INFO: - Algo Configs: 2023-05-16 11:45:40 - SimpleLog - INFO: - ================================================================================ 2023-05-16 11:45:40 - SimpleLog - INFO: - Name Value Type 2023-05-16 11:45:40 - SimpleLog - INFO: - epsilon_start 0.95 2023-05-16 11:45:40 - SimpleLog - INFO: - epsilon_end 0.01 2023-05-16 11:45:40 - SimpleLog - INFO: - epsilon_decay 500 2023-05-16 11:45:40 - SimpleLog - INFO: - gamma 0.99 2023-05-16 11:45:40 - SimpleLog - INFO: - lr 0.0001 2023-05-16 11:45:40 - SimpleLog - INFO: - buffer_size 100000 2023-05-16 11:45:40 - SimpleLog - INFO: - batch_size 64 2023-05-16 11:45:40 - SimpleLog - INFO: - target_update 4 2023-05-16 11:45:40 - SimpleLog - INFO: - value_layers [{'layer_type': 'linear', 'layer_dim': [256], 'activation': 'relu'}, {'layer_type': 'linear', 'layer_dim': [256], 'activation': 'relu'}] 2023-05-16 11:45:40 - SimpleLog - INFO: - buffer_type REPLAY_QUE 2023-05-16 11:45:40 - SimpleLog - INFO: - ================================================================================ 2023-05-16 11:45:40 - SimpleLog - INFO: - Env Configs: 2023-05-16 11:45:40 - SimpleLog - INFO: - ================================================================================ 2023-05-16 11:45:40 - SimpleLog - INFO: - Name Value Type 2023-05-16 11:45:40 - SimpleLog - INFO: - id CartPole-v1 2023-05-16 11:45:40 - SimpleLog - INFO: - render_mode None 2023-05-16 11:45:40 - SimpleLog - INFO: - wrapper None 2023-05-16 11:45:40 - SimpleLog - INFO: - ignore_params ['wrapper', 'ignore_params'] 2023-05-16 11:45:40 - SimpleLog - INFO: - ================================================================================ 2023-05-16 11:45:40 - SimpleLog - INFO: - obs_space: Box([-4.8000002e+00 -3.4028235e+38 -4.1887903e-01 -3.4028235e+38], [4.8000002e+00 3.4028235e+38 4.1887903e-01 3.4028235e+38], (4,), float32), n_actions: Discrete(2) 2023-05-16 11:45:40 - SimpleLog - INFO: - Start training! 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 0, ep_reward: 25.0, ep_step: 25 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 1, ep_reward: 17.0, ep_step: 17 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 2, ep_reward: 19.0, ep_step: 19 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 3, ep_reward: 14.0, ep_step: 14 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 4, ep_reward: 14.0, ep_step: 14 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 5, ep_reward: 21.0, ep_step: 21 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 6, ep_reward: 22.0, ep_step: 22 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 7, ep_reward: 13.0, ep_step: 13 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 8, ep_reward: 27.0, ep_step: 27 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 9, ep_reward: 11.0, ep_step: 11 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 10, ep_reward: 14.0, ep_step: 14 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 11, ep_reward: 24.0, ep_step: 24 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 12, ep_reward: 23.0, ep_step: 23 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 13, ep_reward: 12.0, ep_step: 12 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 14, ep_reward: 12.0, ep_step: 12 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 15, ep_reward: 13.0, ep_step: 13 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 16, ep_reward: 11.0, ep_step: 11 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 17, ep_reward: 15.0, ep_step: 15 2023-05-16 11:45:40 - SimpleLog - INFO: - episode: 18, ep_reward: 12.0, ep_step: 12 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 19, ep_reward: 27.0, ep_step: 27 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 20, ep_reward: 14.0, ep_step: 14 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 21, ep_reward: 19.0, ep_step: 19 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 22, ep_reward: 10.0, ep_step: 10 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 23, ep_reward: 10.0, ep_step: 10 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 24, ep_reward: 15.0, ep_step: 15 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 25, ep_reward: 15.0, ep_step: 15 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 26, ep_reward: 14.0, ep_step: 14 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 27, ep_reward: 11.0, ep_step: 11 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 28, ep_reward: 10.0, ep_step: 10 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 29, ep_reward: 12.0, ep_step: 12 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 30, ep_reward: 10.0, ep_step: 10 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 31, ep_reward: 9.0, ep_step: 9 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 32, ep_reward: 11.0, ep_step: 11 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 33, ep_reward: 9.0, ep_step: 9 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 34, ep_reward: 13.0, ep_step: 13 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 35, ep_reward: 10.0, ep_step: 10 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 36, ep_reward: 9.0, ep_step: 9 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 37, ep_reward: 10.0, ep_step: 10 2023-05-16 11:45:41 - SimpleLog - INFO: - update_step: 500, online_eval_reward: 9.000 2023-05-16 11:45:41 - SimpleLog - INFO: - current update step obtain a better online_eval_reward: 9.000, save the best model! 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 38, ep_reward: 14.0, ep_step: 14 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 39, ep_reward: 11.0, ep_step: 11 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 40, ep_reward: 9.0, ep_step: 9 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 41, ep_reward: 9.0, ep_step: 9 2023-05-16 11:45:41 - SimpleLog - INFO: - episode: 42, ep_reward: 9.0, ep_step: 9 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 43, ep_reward: 11.0, ep_step: 11 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 44, ep_reward: 21.0, ep_step: 21 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 45, ep_reward: 13.0, ep_step: 13 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 46, ep_reward: 12.0, ep_step: 12 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 47, ep_reward: 30.0, ep_step: 30 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 48, ep_reward: 20.0, ep_step: 20 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 49, ep_reward: 28.0, ep_step: 28 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 50, ep_reward: 22.0, ep_step: 22 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 51, ep_reward: 20.0, ep_step: 20 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 52, ep_reward: 26.0, ep_step: 26 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 53, ep_reward: 24.0, ep_step: 24 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 54, ep_reward: 30.0, ep_step: 30 2023-05-16 11:45:42 - SimpleLog - INFO: - episode: 55, ep_reward: 26.0, ep_step: 26 2023-05-16 11:45:43 - SimpleLog - INFO: - episode: 56, ep_reward: 41.0, ep_step: 41 2023-05-16 11:45:43 - SimpleLog - INFO: - episode: 57, ep_reward: 58.0, ep_step: 58 2023-05-16 11:45:43 - SimpleLog - INFO: - episode: 58, ep_reward: 59.0, ep_step: 59 2023-05-16 11:45:43 - SimpleLog - INFO: - update_step: 1000, online_eval_reward: 63.000 2023-05-16 11:45:43 - SimpleLog - INFO: - current update step obtain a better online_eval_reward: 63.000, save the best model! 2023-05-16 11:45:43 - SimpleLog - INFO: - episode: 59, ep_reward: 58.0, ep_step: 58 2023-05-16 11:45:43 - SimpleLog - INFO: - episode: 60, ep_reward: 47.0, ep_step: 47 2023-05-16 11:45:44 - SimpleLog - INFO: - episode: 61, ep_reward: 84.0, ep_step: 84 2023-05-16 11:45:44 - SimpleLog - INFO: - episode: 62, ep_reward: 44.0, ep_step: 44 2023-05-16 11:45:44 - SimpleLog - INFO: - episode: 63, ep_reward: 59.0, ep_step: 59 2023-05-16 11:45:44 - SimpleLog - INFO: - episode: 64, ep_reward: 39.0, ep_step: 39 2023-05-16 11:45:44 - SimpleLog - INFO: - episode: 65, ep_reward: 53.0, ep_step: 53 2023-05-16 11:45:44 - SimpleLog - INFO: - episode: 66, ep_reward: 70.0, ep_step: 70 2023-05-16 11:45:45 - SimpleLog - INFO: - episode: 67, ep_reward: 58.0, ep_step: 58 2023-05-16 11:45:45 - SimpleLog - INFO: - update_step: 1500, online_eval_reward: 65.000 2023-05-16 11:45:45 - SimpleLog - INFO: - current update step obtain a better online_eval_reward: 65.000, save the best model! 2023-05-16 11:45:45 - SimpleLog - INFO: - episode: 68, ep_reward: 101.0, ep_step: 101 2023-05-16 11:45:45 - SimpleLog - INFO: - episode: 69, ep_reward: 52.0, ep_step: 52 2023-05-16 11:45:45 - SimpleLog - INFO: - episode: 70, ep_reward: 58.0, ep_step: 58 2023-05-16 11:45:46 - SimpleLog - INFO: - episode: 71, ep_reward: 61.0, ep_step: 61 2023-05-16 11:45:46 - SimpleLog - INFO: - episode: 72, ep_reward: 91.0, ep_step: 91 2023-05-16 11:45:46 - SimpleLog - INFO: - episode: 73, ep_reward: 54.0, ep_step: 54 2023-05-16 11:45:46 - SimpleLog - INFO: - update_step: 2000, online_eval_reward: 65.000 2023-05-16 11:45:46 - SimpleLog - INFO: - episode: 74, ep_reward: 98.0, ep_step: 98 2023-05-16 11:45:47 - SimpleLog - INFO: - episode: 75, ep_reward: 67.0, ep_step: 67 2023-05-16 11:45:47 - SimpleLog - INFO: - episode: 76, ep_reward: 70.0, ep_step: 70 2023-05-16 11:45:47 - SimpleLog - INFO: - episode: 77, ep_reward: 74.0, ep_step: 74 2023-05-16 11:45:47 - SimpleLog - INFO: - episode: 78, ep_reward: 72.0, ep_step: 72 2023-05-16 11:45:48 - SimpleLog - INFO: - episode: 79, ep_reward: 81.0, ep_step: 81 2023-05-16 11:45:48 - SimpleLog - INFO: - episode: 80, ep_reward: 82.0, ep_step: 82 2023-05-16 11:45:48 - SimpleLog - INFO: - update_step: 2500, online_eval_reward: 94.000 2023-05-16 11:45:48 - SimpleLog - INFO: - current update step obtain a better online_eval_reward: 94.000, save the best model! 2023-05-16 11:45:48 - SimpleLog - INFO: - episode: 81, ep_reward: 97.0, ep_step: 97 2023-05-16 11:45:48 - SimpleLog - INFO: - episode: 82, ep_reward: 89.0, ep_step: 89 2023-05-16 11:45:49 - SimpleLog - INFO: - episode: 83, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:50 - SimpleLog - INFO: - episode: 84, ep_reward: 142.0, ep_step: 142 2023-05-16 11:45:50 - SimpleLog - INFO: - update_step: 3000, online_eval_reward: 153.000 2023-05-16 11:45:50 - SimpleLog - INFO: - current update step obtain a better online_eval_reward: 153.000, save the best model! 2023-05-16 11:45:50 - SimpleLog - INFO: - episode: 85, ep_reward: 114.0, ep_step: 114 2023-05-16 11:45:51 - SimpleLog - INFO: - episode: 86, ep_reward: 162.0, ep_step: 162 2023-05-16 11:45:51 - SimpleLog - INFO: - episode: 87, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:51 - SimpleLog - INFO: - update_step: 3500, online_eval_reward: 200.000 2023-05-16 11:45:51 - SimpleLog - INFO: - current update step obtain a better online_eval_reward: 200.000, save the best model! 2023-05-16 11:45:52 - SimpleLog - INFO: - episode: 88, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:53 - SimpleLog - INFO: - episode: 89, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:53 - SimpleLog - INFO: - update_step: 4000, online_eval_reward: 200.000 2023-05-16 11:45:53 - SimpleLog - INFO: - episode: 90, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:54 - SimpleLog - INFO: - episode: 91, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:55 - SimpleLog - INFO: - episode: 92, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:55 - SimpleLog - INFO: - update_step: 4500, online_eval_reward: 200.000 2023-05-16 11:45:55 - SimpleLog - INFO: - episode: 93, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:56 - SimpleLog - INFO: - episode: 94, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:57 - SimpleLog - INFO: - update_step: 5000, online_eval_reward: 200.000 2023-05-16 11:45:57 - SimpleLog - INFO: - episode: 95, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:58 - SimpleLog - INFO: - episode: 96, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:58 - SimpleLog - INFO: - episode: 97, ep_reward: 200.0, ep_step: 200 2023-05-16 11:45:58 - SimpleLog - INFO: - update_step: 5500, online_eval_reward: 200.000 2023-05-16 11:45:59 - SimpleLog - INFO: - episode: 98, ep_reward: 200.0, ep_step: 200 2023-05-16 11:46:00 - SimpleLog - INFO: - episode: 99, ep_reward: 200.0, ep_step: 200 2023-05-16 11:46:00 - SimpleLog - INFO: - Finish training! total time consumed: 20.03s