johnjim0816
add all benchmarks
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2023-02-04 22:31:46 - r - INFO: - Hyperparameters:
2023-02-04 22:31:46 - r - INFO: - ================================================================================
2023-02-04 22:31:46 - r - INFO: - Name Value Type
2023-02-04 22:31:46 - r - INFO: - env_name CartPole-v1 <class 'str'>
2023-02-04 22:31:46 - r - INFO: - new_step_api 1 <class 'bool'>
2023-02-04 22:31:46 - r - INFO: - wrapper None <class 'str'>
2023-02-04 22:31:46 - r - INFO: - render 0 <class 'bool'>
2023-02-04 22:31:46 - r - INFO: - algo_name DRQN <class 'str'>
2023-02-04 22:31:46 - r - INFO: - mode train <class 'str'>
2023-02-04 22:31:46 - r - INFO: - seed 1 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - device cuda <class 'str'>
2023-02-04 22:31:46 - r - INFO: - train_eps 200 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - test_eps 10 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - eval_eps 10 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - eval_per_episode 5 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - max_steps 200 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - load_checkpoint 0 <class 'bool'>
2023-02-04 22:31:46 - r - INFO: - load_path Train_CartPole-v1_ <class 'str'>
2023-02-04 22:31:46 - r - INFO: - show_fig 0 <class 'bool'>
2023-02-04 22:31:46 - r - INFO: - save_fig 1 <class 'bool'>
2023-02-04 22:31:46 - r - INFO: - epsilon_start 0.1 <class 'float'>
2023-02-04 22:31:46 - r - INFO: - epsilon_end 0.001 <class 'float'>
2023-02-04 22:31:46 - r - INFO: - epsilon_decay 0.995 <class 'float'>
2023-02-04 22:31:46 - r - INFO: - hidden_dim 64 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - gamma 0.99 <class 'float'>
2023-02-04 22:31:46 - r - INFO: - lr 0.001 <class 'float'>
2023-02-04 22:31:46 - r - INFO: - buffer_size 100000 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - batch_size 8 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - target_update 4 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - lookup_step 10 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - min_epi_num 16 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - max_epi_len 100 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - max_epi_num 100 <class 'int'>
2023-02-04 22:31:46 - r - INFO: - value_layers [{'layer_type': 'linear', 'layer_dim': ['n_states', 64], 'activation': 'relu'}, {'layer_type': 'linear', 'layer_dim': [64, 64], 'activation': 'relu'}, {'layer_type': 'linear', 'layer_dim': [64, 'n_actions'], 'activation': 'none'}] <class 'str'>
2023-02-04 22:31:46 - r - INFO: - task_dir /home/dingli/rl-tutorials/joyrl/tasks/Train_CartPole-v1_DRQN_20230204-223146 <class 'str'>
2023-02-04 22:31:46 - r - INFO: - model_dir /home/dingli/rl-tutorials/joyrl/tasks/Train_CartPole-v1_DRQN_20230204-223146/models <class 'str'>
2023-02-04 22:31:46 - r - INFO: - res_dir /home/dingli/rl-tutorials/joyrl/tasks/Train_CartPole-v1_DRQN_20230204-223146/results <class 'str'>
2023-02-04 22:31:46 - r - INFO: - log_dir /home/dingli/rl-tutorials/joyrl/tasks/Train_CartPole-v1_DRQN_20230204-223146/logs <class 'str'>
2023-02-04 22:31:46 - r - INFO: - traj_dir /home/dingli/rl-tutorials/joyrl/tasks/Train_CartPole-v1_DRQN_20230204-223146/traj <class 'str'>
2023-02-04 22:31:46 - r - INFO: - ================================================================================
2023-02-04 22:31:46 - r - INFO: - n_states: 4, n_actions: 2
2023-02-04 22:31:48 - r - INFO: - Start training!
2023-02-04 22:31:48 - r - INFO: - Env: CartPole-v1, Algorithm: DRQN, Device: cuda
2023-02-04 22:31:49 - r - INFO: - Episode: 1/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 2/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 3/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 4/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 5/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Current episode 5 has the best eval reward: 10.000
2023-02-04 22:31:49 - r - INFO: - Episode: 6/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 7/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 8/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 9/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 10/200, Reward: 12.000, Step: 12
2023-02-04 22:31:49 - r - INFO: - Current episode 10 has the best eval reward: 10.000
2023-02-04 22:31:49 - r - INFO: - Episode: 11/200, Reward: 11.000, Step: 11
2023-02-04 22:31:49 - r - INFO: - Episode: 12/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 13/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 14/200, Reward: 10.000, Step: 10
2023-02-04 22:31:49 - r - INFO: - Episode: 15/200, Reward: 11.000, Step: 11
2023-02-04 22:31:50 - r - INFO: - Current episode 15 has the best eval reward: 10.000
2023-02-04 22:31:50 - r - INFO: - Episode: 16/200, Reward: 10.000, Step: 10
2023-02-04 22:31:50 - r - INFO: - Episode: 17/200, Reward: 13.000, Step: 13
2023-02-04 22:31:50 - r - INFO: - Episode: 18/200, Reward: 14.000, Step: 14
2023-02-04 22:31:50 - r - INFO: - Episode: 19/200, Reward: 18.000, Step: 18
2023-02-04 22:31:51 - r - INFO: - Episode: 20/200, Reward: 13.000, Step: 13
2023-02-04 22:31:51 - r - INFO: - Current episode 20 has the best eval reward: 11.000
2023-02-04 22:31:51 - r - INFO: - Episode: 21/200, Reward: 12.000, Step: 12
2023-02-04 22:31:51 - r - INFO: - Episode: 22/200, Reward: 12.000, Step: 12
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2023-02-04 22:31:52 - r - INFO: - Episode: 28/200, Reward: 13.000, Step: 13
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2023-02-04 22:31:53 - r - INFO: - Episode: 30/200, Reward: 17.000, Step: 17
2023-02-04 22:31:54 - r - INFO: - Current episode 30 has the best eval reward: 102.000
2023-02-04 22:31:55 - r - INFO: - Episode: 31/200, Reward: 74.000, Step: 74
2023-02-04 22:31:56 - r - INFO: - Episode: 32/200, Reward: 87.000, Step: 87
2023-02-04 22:31:58 - r - INFO: - Episode: 33/200, Reward: 142.000, Step: 142
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2023-02-04 22:32:00 - r - INFO: - Episode: 36/200, Reward: 57.000, Step: 57
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2023-02-04 22:32:03 - r - INFO: - Episode: 39/200, Reward: 110.000, Step: 110
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2023-02-04 22:32:26 - r - INFO: - Episode: 84/200, Reward: 27.000, Step: 27
2023-02-04 22:32:26 - r - INFO: - Episode: 85/200, Reward: 30.000, Step: 30
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2023-02-04 22:32:30 - r - INFO: - Episode: 88/200, Reward: 83.000, Step: 83
2023-02-04 22:32:31 - r - INFO: - Episode: 89/200, Reward: 103.000, Step: 103
2023-02-04 22:32:32 - r - INFO: - Episode: 90/200, Reward: 30.000, Step: 30
2023-02-04 22:32:32 - r - INFO: - Episode: 91/200, Reward: 30.000, Step: 30
2023-02-04 22:32:33 - r - INFO: - Episode: 92/200, Reward: 31.000, Step: 31
2023-02-04 22:32:34 - r - INFO: - Episode: 93/200, Reward: 115.000, Step: 115
2023-02-04 22:32:36 - r - INFO: - Episode: 94/200, Reward: 160.000, Step: 160
2023-02-04 22:32:37 - r - INFO: - Episode: 95/200, Reward: 64.000, Step: 64
2023-02-04 22:32:39 - r - INFO: - Episode: 96/200, Reward: 143.000, Step: 143
2023-02-04 22:32:41 - r - INFO: - Episode: 97/200, Reward: 88.000, Step: 88
2023-02-04 22:32:42 - r - INFO: - Episode: 98/200, Reward: 111.000, Step: 111
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2023-02-04 22:32:45 - r - INFO: - Episode: 100/200, Reward: 120.000, Step: 120
2023-02-04 22:32:46 - r - INFO: - Current episode 100 has the best eval reward: 118.000
2023-02-04 22:32:48 - r - INFO: - Episode: 101/200, Reward: 112.000, Step: 112
2023-02-04 22:32:49 - r - INFO: - Episode: 102/200, Reward: 98.000, Step: 98
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2023-02-04 22:32:52 - r - INFO: - Episode: 104/200, Reward: 91.000, Step: 91
2023-02-04 22:32:53 - r - INFO: - Episode: 105/200, Reward: 112.000, Step: 112
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2023-02-04 22:32:59 - r - INFO: - Episode: 108/200, Reward: 174.000, Step: 174
2023-02-04 22:33:01 - r - INFO: - Episode: 109/200, Reward: 121.000, Step: 121
2023-02-04 22:33:02 - r - INFO: - Episode: 110/200, Reward: 82.000, Step: 82
2023-02-04 22:33:03 - r - INFO: - Episode: 111/200, Reward: 19.000, Step: 19
2023-02-04 22:33:03 - r - INFO: - Episode: 112/200, Reward: 36.000, Step: 36
2023-02-04 22:33:03 - r - INFO: - Episode: 113/200, Reward: 10.000, Step: 10
2023-02-04 22:33:03 - r - INFO: - Episode: 114/200, Reward: 12.000, Step: 12
2023-02-04 22:33:05 - r - INFO: - Episode: 115/200, Reward: 83.000, Step: 83
2023-02-04 22:33:06 - r - INFO: - Episode: 116/200, Reward: 71.000, Step: 71
2023-02-04 22:33:07 - r - INFO: - Episode: 117/200, Reward: 78.000, Step: 78
2023-02-04 22:33:09 - r - INFO: - Episode: 118/200, Reward: 102.000, Step: 102
2023-02-04 22:33:11 - r - INFO: - Episode: 119/200, Reward: 200.000, Step: 200
2023-02-04 22:33:14 - r - INFO: - Episode: 120/200, Reward: 200.000, Step: 200
2023-02-04 22:33:16 - r - INFO: - Current episode 120 has the best eval reward: 181.000
2023-02-04 22:33:18 - r - INFO: - Episode: 121/200, Reward: 200.000, Step: 200
2023-02-04 22:33:21 - r - INFO: - Episode: 122/200, Reward: 158.000, Step: 158
2023-02-04 22:33:23 - r - INFO: - Episode: 123/200, Reward: 153.000, Step: 153
2023-02-04 22:33:24 - r - INFO: - Episode: 124/200, Reward: 141.000, Step: 141
2023-02-04 22:33:27 - r - INFO: - Episode: 125/200, Reward: 178.000, Step: 178
2023-02-04 22:33:30 - r - INFO: - Episode: 126/200, Reward: 158.000, Step: 158
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2023-02-04 22:33:35 - r - INFO: - Episode: 128/200, Reward: 200.000, Step: 200
2023-02-04 22:33:37 - r - INFO: - Episode: 129/200, Reward: 168.000, Step: 168
2023-02-04 22:33:40 - r - INFO: - Episode: 130/200, Reward: 200.000, Step: 200
2023-02-04 22:33:42 - r - INFO: - Current episode 130 has the best eval reward: 200.000
2023-02-04 22:33:45 - r - INFO: - Episode: 131/200, Reward: 200.000, Step: 200
2023-02-04 22:33:47 - r - INFO: - Episode: 132/200, Reward: 200.000, Step: 200
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2023-02-04 22:33:55 - r - INFO: - Episode: 135/200, Reward: 200.000, Step: 200
2023-02-04 22:33:58 - r - INFO: - Current episode 135 has the best eval reward: 200.000
2023-02-04 22:33:58 - r - INFO: - Episode: 136/200, Reward: 30.000, Step: 30
2023-02-04 22:34:01 - r - INFO: - Episode: 137/200, Reward: 200.000, Step: 200
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2023-02-04 22:34:08 - r - INFO: - Episode: 140/200, Reward: 115.000, Step: 115
2023-02-04 22:34:10 - r - INFO: - Current episode 140 has the best eval reward: 200.000
2023-02-04 22:34:12 - r - INFO: - Episode: 141/200, Reward: 200.000, Step: 200
2023-02-04 22:34:15 - r - INFO: - Episode: 142/200, Reward: 200.000, Step: 200
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2023-02-04 22:34:53 - r - INFO: - Episode: 160/200, Reward: 81.000, Step: 81
2023-02-04 22:34:55 - r - INFO: - Current episode 160 has the best eval reward: 200.000
2023-02-04 22:34:56 - r - INFO: - Episode: 161/200, Reward: 85.000, Step: 85
2023-02-04 22:34:57 - r - INFO: - Episode: 162/200, Reward: 47.000, Step: 47
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2023-02-04 22:35:20 - r - INFO: - Episode: 172/200, Reward: 129.000, Step: 129
2023-02-04 22:35:23 - r - INFO: - Episode: 173/200, Reward: 153.000, Step: 153
2023-02-04 22:35:24 - r - INFO: - Episode: 174/200, Reward: 133.000, Step: 133
2023-02-04 22:35:26 - r - INFO: - Episode: 175/200, Reward: 106.000, Step: 106
2023-02-04 22:35:29 - r - INFO: - Episode: 176/200, Reward: 122.000, Step: 122
2023-02-04 22:35:30 - r - INFO: - Episode: 177/200, Reward: 78.000, Step: 78
2023-02-04 22:35:32 - r - INFO: - Episode: 178/200, Reward: 147.000, Step: 147
2023-02-04 22:35:34 - r - INFO: - Episode: 179/200, Reward: 200.000, Step: 200
2023-02-04 22:35:37 - r - INFO: - Episode: 180/200, Reward: 200.000, Step: 200
2023-02-04 22:35:39 - r - INFO: - Current episode 180 has the best eval reward: 200.000
2023-02-04 22:35:42 - r - INFO: - Episode: 181/200, Reward: 200.000, Step: 200
2023-02-04 22:35:45 - r - INFO: - Episode: 182/200, Reward: 200.000, Step: 200
2023-02-04 22:35:47 - r - INFO: - Episode: 183/200, Reward: 200.000, Step: 200
2023-02-04 22:35:50 - r - INFO: - Episode: 184/200, Reward: 163.000, Step: 163
2023-02-04 22:35:52 - r - INFO: - Episode: 185/200, Reward: 200.000, Step: 200
2023-02-04 22:35:54 - r - INFO: - Current episode 185 has the best eval reward: 200.000
2023-02-04 22:35:57 - r - INFO: - Episode: 186/200, Reward: 200.000, Step: 200
2023-02-04 22:36:00 - r - INFO: - Episode: 187/200, Reward: 200.000, Step: 200
2023-02-04 22:36:02 - r - INFO: - Episode: 188/200, Reward: 200.000, Step: 200
2023-02-04 22:36:05 - r - INFO: - Episode: 189/200, Reward: 177.000, Step: 177
2023-02-04 22:36:07 - r - INFO: - Episode: 190/200, Reward: 159.000, Step: 159
2023-02-04 22:36:09 - r - INFO: - Current episode 190 has the best eval reward: 200.000
2023-02-04 22:36:12 - r - INFO: - Episode: 191/200, Reward: 200.000, Step: 200
2023-02-04 22:36:13 - r - INFO: - Episode: 192/200, Reward: 44.000, Step: 44
2023-02-04 22:36:15 - r - INFO: - Episode: 193/200, Reward: 200.000, Step: 200
2023-02-04 22:36:18 - r - INFO: - Episode: 194/200, Reward: 200.000, Step: 200
2023-02-04 22:36:21 - r - INFO: - Episode: 195/200, Reward: 200.000, Step: 200
2023-02-04 22:36:26 - r - INFO: - Episode: 196/200, Reward: 200.000, Step: 200
2023-02-04 22:36:28 - r - INFO: - Episode: 197/200, Reward: 199.000, Step: 199
2023-02-04 22:36:29 - r - INFO: - Episode: 198/200, Reward: 13.000, Step: 13
2023-02-04 22:36:29 - r - INFO: - Episode: 199/200, Reward: 15.000, Step: 15
2023-02-04 22:36:31 - r - INFO: - Episode: 200/200, Reward: 200.000, Step: 200
2023-02-04 22:36:33 - r - INFO: - Current episode 200 has the best eval reward: 200.000
2023-02-04 22:36:33 - r - INFO: - Finish training!