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  1. training/marl/Airfoil3D-hard-v0/PPO/1/hydra.yaml +3 -4
  2. training/marl/Airfoil3D-hard-v0/PPO/1/multirun.yaml +12 -6
  3. training/marl/Airfoil3D-hard-v0/PPO/2/config.yaml +9 -2
  4. training/marl/Airfoil3D-hard-v0/PPO/2/hydra.yaml +3 -4
  5. training/marl/Airfoil3D-hard-v0/PPO/2/multirun.yaml +12 -6
  6. training/marl/Airfoil3D-hard-v0/PPO/2/overrides.yaml +0 -1
  7. training/marl/Airfoil3D-hard-v0/PPO/3/ckpt_latest.zip +2 -2
  8. training/marl/Airfoil3D-hard-v0/PPO/3/config.yaml +9 -2
  9. training/marl/Airfoil3D-hard-v0/PPO/3/eval_sequence_10000.csv +200 -200
  10. training/marl/Airfoil3D-hard-v0/PPO/3/hydra.yaml +3 -5
  11. training/marl/Airfoil3D-hard-v0/PPO/3/multirun.yaml +12 -7
  12. training/marl/Airfoil3D-hard-v0/PPO/3/overrides.yaml +0 -2
  13. training/marl/Airfoil3D-hard-v0/PPO/3/training_log.csv +48 -37
  14. training/marl/Airfoil3D-hard-v0/PPO/4/multirun.yaml +12 -7
  15. training/marl/Airfoil3D-hard-v0/SAC/4/ckpt_latest.zip +2 -2
  16. training/marl/Airfoil3D-hard-v0/SAC/4/training_log.csv +11 -0
  17. training/marl/Airfoil3D-medium-v0/SAC/1/config.yaml +1 -1
  18. training/marl/Airfoil3D-medium-v0/SAC/1/multirun.yaml +1 -1
  19. training/marl/Airfoil3D-medium-v0/SAC/3/config.yaml +1 -1
  20. training/marl/Airfoil3D-medium-v0/SAC/3/training_log copy.csv +89 -0
  21. training/marl/Airfoil3D-medium-v0/SAC/4/training_log copy.csv +67 -0
  22. training/sarl/Airfoil3D-hard-v0/PPO/0/hydra.yaml +3 -4
  23. training/sarl/Airfoil3D-hard-v0/PPO/0/multirun.yaml +12 -6
  24. training/sarl/Airfoil3D-hard-v0/PPO/0/overrides.yaml +0 -1
  25. training/sarl/Airfoil3D-hard-v0/PPO/1/hydra.yaml +3 -4
  26. training/sarl/Airfoil3D-hard-v0/PPO/1/overrides.yaml +0 -1
  27. training/sarl/Airfoil3D-hard-v0/PPO/2/overrides.yaml +0 -1
  28. training/sarl/Airfoil3D-hard-v0/PPO/2/test/test_eval_episode_0.csv +201 -0
  29. training/sarl/Airfoil3D-hard-v0/PPO/3/multirun.yaml +12 -6
  30. training/sarl/Airfoil3D-hard-v0/PPO/4/config.yaml +9 -2
  31. training/sarl/Airfoil3D-hard-v0/PPO/4/overrides.yaml +0 -2
  32. training/sarl/Airfoil3D-hard-v0/SAC/0/config.yaml +1 -1
  33. training/sarl/Airfoil3D-hard-v0/SAC/0/multirun.yaml +3 -2
  34. training/sarl/Airfoil3D-hard-v0/SAC/0/overrides.yaml +1 -0
  35. training/sarl/Airfoil3D-hard-v0/SAC/0/training_log_prev.csv +45 -0
  36. training/sarl/Airfoil3D-hard-v0/SAC/1/config.yaml +1 -1
  37. training/sarl/Airfoil3D-hard-v0/SAC/1/hydra.yaml +2 -1
  38. training/sarl/Airfoil3D-hard-v0/SAC/1/overrides.yaml +1 -0
  39. training/sarl/Airfoil3D-hard-v0/SAC/2/ckpt_latest.zip +2 -2
  40. training/sarl/Airfoil3D-hard-v0/SAC/2/training_log_prev.csv +22 -0
  41. training/sarl/Airfoil3D-hard-v0/SAC/3/config.yaml +1 -1
  42. training/sarl/Airfoil3D-hard-v0/SAC/3/overrides.yaml +1 -0
  43. training/sarl/Airfoil3D-medium-v0/PPO/0/config.yaml +10 -3
  44. training/sarl/Airfoil3D-medium-v0/PPO/0/hydra.yaml +3 -5
  45. training/sarl/Airfoil3D-medium-v0/PPO/0/multirun.yaml +13 -8
  46. training/sarl/Airfoil3D-medium-v0/PPO/0/overrides.yaml +0 -2
  47. training/sarl/Airfoil3D-medium-v0/PPO/1/config.yaml +10 -3
  48. training/sarl/Airfoil3D-medium-v0/PPO/1/hydra.yaml +3 -5
  49. training/sarl/Airfoil3D-medium-v0/PPO/1/multirun.yaml +13 -8
  50. training/sarl/Airfoil3D-medium-v0/PPO/1/overrides.yaml +0 -2
training/marl/Airfoil3D-hard-v0/PPO/1/hydra.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=20000
119
  - seed=1
120
  job:
121
- name: train_sb3
122
  chdir: true
123
- override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=1,total_timesteps=20000
124
  id: '0'
125
  num: 0
126
- config_name: train_sb3
127
  env_set: {}
128
  env_copy: []
129
  config:
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
 
118
  - seed=1
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=1
123
  id: '0'
124
  num: 0
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+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
training/marl/Airfoil3D-hard-v0/PPO/1/multirun.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=20000
119
  - seed=1
120
  job:
121
- name: train_sb3
122
  chdir: true
123
- override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=1,total_timesteps=20000
124
  id: ???
125
  num: ???
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- config_name: train_sb3
127
  env_set: {}
128
  env_copy: []
129
  config:
@@ -167,8 +166,8 @@ env_kwargs: {}
167
  eval_env_kwargs: {}
168
  seed: 1
169
  rl_mode: marl
170
- total_timesteps: 20000
171
- n_eval_steps: 10
172
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
173
  n_eval_episodes: 1
174
  continue_training: false
@@ -213,3 +212,10 @@ algorithm:
213
  device: ${rl_device}
214
  _init_setup_model: true
215
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
 
118
  - seed=1
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=1
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  id: ???
124
  num: ???
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
 
166
  eval_env_kwargs: {}
167
  seed: 1
168
  rl_mode: marl
169
+ total_timesteps: 50000.0
170
+ n_eval_steps: 5
171
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
172
  n_eval_episodes: 1
173
  continue_training: false
 
212
  device: ${rl_device}
213
  _init_setup_model: true
214
  cluster: {}
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+ test_env_id: ${env_id}
216
+ test_env_kwargs: ${env_kwargs}
217
+ test_rl_mode: ${rl_mode}
218
+ n_test_episodes: 10
219
+ deterministic: true
220
+ save_frames: true
221
+ render_3d: true
training/marl/Airfoil3D-hard-v0/PPO/2/config.yaml CHANGED
@@ -3,8 +3,8 @@ env_kwargs: {}
3
  eval_env_kwargs: {}
4
  seed: 2
5
  rl_mode: marl
6
- total_timesteps: 20000
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- n_eval_steps: 10
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  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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  n_eval_episodes: 1
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  continue_training: false
@@ -49,3 +49,10 @@ algorithm:
49
  device: ${rl_device}
50
  _init_setup_model: true
51
  cluster: {}
 
 
 
 
 
 
 
 
3
  eval_env_kwargs: {}
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  seed: 2
5
  rl_mode: marl
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+ total_timesteps: 50000.0
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+ n_eval_steps: 5
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  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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  n_eval_episodes: 1
10
  continue_training: false
 
49
  device: ${rl_device}
50
  _init_setup_model: true
51
  cluster: {}
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+ test_env_id: ${env_id}
53
+ test_env_kwargs: ${env_kwargs}
54
+ test_rl_mode: ${rl_mode}
55
+ n_test_episodes: 10
56
+ deterministic: true
57
+ save_frames: true
58
+ render_3d: true
training/marl/Airfoil3D-hard-v0/PPO/2/hydra.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=20000
119
  - seed=2
120
  job:
121
- name: train_sb3
122
  chdir: true
123
- override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=2,total_timesteps=20000
124
  id: '0'
125
  num: 0
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- config_name: train_sb3
127
  env_set: {}
128
  env_copy: []
129
  config:
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
 
118
  - seed=2
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=2
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  id: '0'
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  num: 0
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+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
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  config:
training/marl/Airfoil3D-hard-v0/PPO/2/multirun.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=20000
119
  - seed=2
120
  job:
121
- name: train_sb3
122
  chdir: true
123
- override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=2,total_timesteps=20000
124
  id: ???
125
  num: ???
126
- config_name: train_sb3
127
  env_set: {}
128
  env_copy: []
129
  config:
@@ -167,8 +166,8 @@ env_kwargs: {}
167
  eval_env_kwargs: {}
168
  seed: 2
169
  rl_mode: marl
170
- total_timesteps: 20000
171
- n_eval_steps: 10
172
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
173
  n_eval_episodes: 1
174
  continue_training: false
@@ -213,3 +212,10 @@ algorithm:
213
  device: ${rl_device}
214
  _init_setup_model: true
215
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
 
118
  - seed=2
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=2
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  id: ???
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  num: ???
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+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
 
166
  eval_env_kwargs: {}
167
  seed: 2
168
  rl_mode: marl
169
+ total_timesteps: 50000.0
170
+ n_eval_steps: 5
171
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
172
  n_eval_episodes: 1
173
  continue_training: false
 
212
  device: ${rl_device}
213
  _init_setup_model: true
214
  cluster: {}
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+ test_env_id: ${env_id}
216
+ test_env_kwargs: ${env_kwargs}
217
+ test_rl_mode: ${rl_mode}
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+ n_test_episodes: 10
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+ deterministic: true
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+ save_frames: true
221
+ render_3d: true
training/marl/Airfoil3D-hard-v0/PPO/2/overrides.yaml CHANGED
@@ -1,5 +1,4 @@
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  - env_id=Airfoil3D-hard-v0
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  - algorithm=sb3_ppo
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  - rl_mode=marl
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- - total_timesteps=20000
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  - seed=2
 
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  - env_id=Airfoil3D-hard-v0
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  - algorithm=sb3_ppo
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  - rl_mode=marl
 
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training/marl/Airfoil3D-hard-v0/PPO/3/ckpt_latest.zip CHANGED
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training/marl/Airfoil3D-hard-v0/PPO/3/config.yaml CHANGED
@@ -3,11 +3,11 @@ env_kwargs: {}
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  seed: 3
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  rl_mode: marl
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- total_timesteps: 10000
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  n_eval_steps: 5
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  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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  n_eval_episodes: 1
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- continue_training: true
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  checkpoint_latest: true
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  rl_device: cpu
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  eval_callback:
@@ -49,3 +49,10 @@ algorithm:
49
  device: ${rl_device}
50
  _init_setup_model: true
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  cluster: {}
 
 
 
 
 
 
 
 
3
  eval_env_kwargs: {}
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  seed: 3
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  rl_mode: marl
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  n_eval_steps: 5
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  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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  n_eval_episodes: 1
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+ continue_training: false
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  checkpoint_latest: true
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  rl_device: cpu
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  eval_callback:
 
49
  device: ${rl_device}
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  _init_setup_model: true
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  cluster: {}
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+ test_env_id: ${env_id}
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+ test_env_kwargs: ${env_kwargs}
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+ test_rl_mode: ${rl_mode}
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+ n_test_episodes: 10
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+ deterministic: true
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+ save_frames: true
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+ render_3d: true
training/marl/Airfoil3D-hard-v0/PPO/3/eval_sequence_10000.csv CHANGED
@@ -1,201 +1,201 @@
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184
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1
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2
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3
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4
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5
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11
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13
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14
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16
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17
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18
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20
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21
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24
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25
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26
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27
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28
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29
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30
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31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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training/marl/Airfoil3D-hard-v0/PPO/3/hydra.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=10000
119
  - seed=3
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=3,total_timesteps=10000
125
  id: '0'
126
  num: 0
127
- config_name: train_sb3
128
  env_set: {}
129
  env_copy: []
130
  config:
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
 
118
  - seed=3
 
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=3
123
  id: '0'
124
  num: 0
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
training/marl/Airfoil3D-hard-v0/PPO/3/multirun.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=10000
119
  - seed=3
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=3,total_timesteps=10000
125
  id: ???
126
  num: ???
127
- config_name: train_sb3
128
  env_set: {}
129
  env_copy: []
130
  config:
@@ -168,11 +166,11 @@ env_kwargs: {}
168
  eval_env_kwargs: {}
169
  seed: 3
170
  rl_mode: marl
171
- total_timesteps: 10000
172
  n_eval_steps: 5
173
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
174
  n_eval_episodes: 1
175
- continue_training: true
176
  checkpoint_latest: true
177
  rl_device: cpu
178
  eval_callback:
@@ -214,3 +212,10 @@ algorithm:
214
  device: ${rl_device}
215
  _init_setup_model: true
216
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
 
118
  - seed=3
 
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=3
123
  id: ???
124
  num: ???
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
 
166
  eval_env_kwargs: {}
167
  seed: 3
168
  rl_mode: marl
169
+ total_timesteps: 50000.0
170
  n_eval_steps: 5
171
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
172
  n_eval_episodes: 1
173
+ continue_training: false
174
  checkpoint_latest: true
175
  rl_device: cpu
176
  eval_callback:
 
212
  device: ${rl_device}
213
  _init_setup_model: true
214
  cluster: {}
215
+ test_env_id: ${env_id}
216
+ test_env_kwargs: ${env_kwargs}
217
+ test_rl_mode: ${rl_mode}
218
+ n_test_episodes: 10
219
+ deterministic: true
220
+ save_frames: true
221
+ render_3d: true
training/marl/Airfoil3D-hard-v0/PPO/3/overrides.yaml CHANGED
@@ -1,6 +1,4 @@
1
  - env_id=Airfoil3D-hard-v0
2
  - algorithm=sb3_ppo
3
  - rl_mode=marl
4
- - total_timesteps=10000
5
  - seed=3
6
- - continue_training=True
 
1
  - env_id=Airfoil3D-hard-v0
2
  - algorithm=sb3_ppo
3
  - rl_mode=marl
 
4
  - seed=3
 
training/marl/Airfoil3D-hard-v0/PPO/3/training_log.csv CHANGED
@@ -1,45 +1,56 @@
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- 8000,,,,,0.28042959846556187,1.3463538670539856,-0.0992523580789566
 
 
 
 
 
 
 
 
 
 
 
 
1
  step,training/mean_reward,training/mean_global_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
2
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training/marl/Airfoil3D-hard-v0/PPO/4/multirun.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=marl
118
- - total_timesteps=10000
119
  - seed=4
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=4,total_timesteps=10000
125
  id: ???
126
  num: ???
127
- config_name: train_sb3
128
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training/sarl/Airfoil3D-hard-v0/PPO/0/hydra.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=0
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  job:
121
- name: train_sb3
122
  chdir: true
123
- override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0,total_timesteps=20000
124
  id: '0'
125
  num: 0
126
- config_name: train_sb3
127
  env_set: {}
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  env_copy: []
129
  config:
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=0
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0
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  id: '0'
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  num: 0
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+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
training/sarl/Airfoil3D-hard-v0/PPO/0/multirun.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=0
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  job:
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- name: train_sb3
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  chdir: true
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- override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0,total_timesteps=20000
124
  id: ???
125
  num: ???
126
- config_name: train_sb3
127
  env_set: {}
128
  env_copy: []
129
  config:
@@ -167,8 +166,8 @@ env_kwargs: {}
167
  eval_env_kwargs: {}
168
  seed: 0
169
  rl_mode: sarl
170
- total_timesteps: 20000
171
- n_eval_steps: 10
172
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
173
  n_eval_episodes: 1
174
  continue_training: false
@@ -213,3 +212,10 @@ algorithm:
213
  device: ${rl_device}
214
  _init_setup_model: true
215
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=0
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  job:
120
+ name: test_sb3
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  chdir: true
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+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0
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  id: ???
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  num: ???
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+ config_name: test_sb3
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  env_set: {}
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  env_copy: []
128
  config:
 
166
  eval_env_kwargs: {}
167
  seed: 0
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  rl_mode: sarl
169
+ total_timesteps: 50000.0
170
+ n_eval_steps: 5
171
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
172
  n_eval_episodes: 1
173
  continue_training: false
 
212
  device: ${rl_device}
213
  _init_setup_model: true
214
  cluster: {}
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+ test_env_id: ${env_id}
216
+ test_env_kwargs: ${env_kwargs}
217
+ test_rl_mode: ${rl_mode}
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+ n_test_episodes: 10
219
+ deterministic: true
220
+ save_frames: true
221
+ render_3d: true
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@@ -1,5 +1,4 @@
1
  - env_id=Airfoil3D-hard-v0
2
  - algorithm=sb3_ppo
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  - rl_mode=sarl
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- - total_timesteps=20000
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1
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  - algorithm=sb3_ppo
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  - rl_mode=sarl
 
4
  - seed=0
training/sarl/Airfoil3D-hard-v0/PPO/1/hydra.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
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- - total_timesteps=20000
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- name: train_sb3
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  id: '0'
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- config_name: train_sb3
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  env_set: {}
128
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  config:
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=1
119
  job:
120
+ name: test_sb3
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+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=1
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  id: '0'
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  num: 0
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  env_set: {}
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  env_copy: []
128
  config:
training/sarl/Airfoil3D-hard-v0/PPO/1/overrides.yaml CHANGED
@@ -1,5 +1,4 @@
1
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  - algorithm=sb3_ppo
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  - rl_mode=sarl
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training/sarl/Airfoil3D-hard-v0/PPO/2/overrides.yaml CHANGED
@@ -1,5 +1,4 @@
1
  - env_id=Airfoil3D-hard-v0
2
  - algorithm=sb3_ppo
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  - rl_mode=sarl
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1
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4
  - seed=2
training/sarl/Airfoil3D-hard-v0/PPO/2/test/test_eval_episode_0.csv ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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training/sarl/Airfoil3D-hard-v0/PPO/3/multirun.yaml CHANGED
@@ -115,15 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=3
120
  job:
121
- name: train_sb3
122
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123
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124
  id: ???
125
  num: ???
126
- config_name: train_sb3
127
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128
  env_copy: []
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  config:
@@ -167,8 +166,8 @@ env_kwargs: {}
167
  eval_env_kwargs: {}
168
  seed: 3
169
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170
- total_timesteps: 20000
171
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172
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
173
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174
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@@ -213,3 +212,10 @@ algorithm:
213
  device: ${rl_device}
214
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215
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-hard-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=3
119
  job:
120
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121
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  id: ???
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  num: ???
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127
  env_copy: []
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  config:
 
166
  eval_env_kwargs: {}
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  seed: 3
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169
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  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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  n_eval_episodes: 1
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  continue_training: false
 
212
  device: ${rl_device}
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+ test_env_kwargs: ${env_kwargs}
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+ deterministic: true
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training/sarl/Airfoil3D-hard-v0/PPO/4/config.yaml CHANGED
@@ -3,11 +3,11 @@ env_kwargs: {}
3
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4
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5
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6
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7
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9
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10
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11
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@@ -49,3 +49,10 @@ algorithm:
49
  device: ${rl_device}
50
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51
  cluster: {}
 
 
 
 
 
 
 
 
3
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4
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5
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7
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  device: ${rl_device}
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56
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57
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58
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training/sarl/Airfoil3D-hard-v0/PPO/4/overrides.yaml CHANGED
@@ -1,6 +1,4 @@
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2
  - algorithm=sb3_ppo
3
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4
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5
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6
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1
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2
  - algorithm=sb3_ppo
3
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4
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training/sarl/Airfoil3D-hard-v0/SAC/0/config.yaml CHANGED
@@ -7,7 +7,7 @@ total_timesteps: 10000
7
  n_eval_steps: 5
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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7
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training/sarl/Airfoil3D-hard-v0/SAC/0/multirun.yaml CHANGED
@@ -117,10 +117,11 @@ hydra:
117
  - rl_mode=sarl
118
  - total_timesteps=10000
119
  - seed=0
 
120
  job:
121
  name: train_sb3
122
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123
- override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0,total_timesteps=10000
124
  id: ???
125
  num: ???
126
  config_name: train_sb3
@@ -171,7 +172,7 @@ total_timesteps: 10000
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172
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
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175
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177
  eval_callback:
 
117
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120
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121
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122
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training/sarl/Airfoil3D-hard-v0/SAC/0/overrides.yaml CHANGED
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training/sarl/Airfoil3D-hard-v0/SAC/0/training_log_prev.csv ADDED
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7
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training/sarl/Airfoil3D-hard-v0/SAC/1/hydra.yaml CHANGED
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118
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119
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120
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121
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+ 4200,2.062270164489746,0.1974061808735132,1.3107961535453796,,,
25
+ 4400,2.314398288726806,0.1986531885713338,1.329985022842884,,,
26
+ 4600,2.225078582763672,0.2026264042593538,1.336431197822094,,,
27
+ 4800,2.7093305587768555,0.1957513799611479,1.3255502519011495,,,
28
+ 5000,2.272273302078247,0.1927342569455504,1.3038905328512191,,,
29
+ 5200,2.6487295627593994,0.1794151500985026,1.2578356942534448,,,
30
+ 5400,2.563211441040039,0.1842572220601141,1.2743569669127464,,,
31
+ 5600,2.4440300464630127,0.1785810624994337,1.2058721765875815,,,
32
+ 5800,2.358036994934082,0.1852363359369337,1.2541769242286682,,,
33
+ 6000,2.0405802726745605,0.1846868756972253,1.2194547334313393,,,
34
+ 6000,,,,0.1651089331507682,0.9596745505928992,0.8603128004074097
training/sarl/Airfoil3D-hard-v0/SAC/3/config.yaml CHANGED
@@ -7,7 +7,7 @@ total_timesteps: 10000
7
  n_eval_steps: 5
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
9
  n_eval_episodes: 1
10
- continue_training: false
11
  checkpoint_latest: true
12
  rl_device: cpu
13
  eval_callback:
 
7
  n_eval_steps: 5
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
9
  n_eval_episodes: 1
10
+ continue_training: true
11
  checkpoint_latest: true
12
  rl_device: cpu
13
  eval_callback:
training/sarl/Airfoil3D-hard-v0/SAC/3/overrides.yaml CHANGED
@@ -3,3 +3,4 @@
3
  - rl_mode=sarl
4
  - total_timesteps=10000
5
  - seed=3
 
 
3
  - rl_mode=sarl
4
  - total_timesteps=10000
5
  - seed=3
6
+ - continue_training=True
training/sarl/Airfoil3D-medium-v0/PPO/0/config.yaml CHANGED
@@ -3,11 +3,11 @@ env_kwargs: {}
3
  eval_env_kwargs: {}
4
  seed: 0
5
  rl_mode: sarl
6
- total_timesteps: 20000
7
- n_eval_steps: 10
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
9
  n_eval_episodes: 1
10
- continue_training: true
11
  checkpoint_latest: true
12
  rl_device: cpu
13
  eval_callback:
@@ -49,3 +49,10 @@ algorithm:
49
  device: ${rl_device}
50
  _init_setup_model: true
51
  cluster: {}
 
 
 
 
 
 
 
 
3
  eval_env_kwargs: {}
4
  seed: 0
5
  rl_mode: sarl
6
+ total_timesteps: 50000.0
7
+ n_eval_steps: 5
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
9
  n_eval_episodes: 1
10
+ continue_training: false
11
  checkpoint_latest: true
12
  rl_device: cpu
13
  eval_callback:
 
49
  device: ${rl_device}
50
  _init_setup_model: true
51
  cluster: {}
52
+ test_env_id: ${env_id}
53
+ test_env_kwargs: ${env_kwargs}
54
+ test_rl_mode: ${rl_mode}
55
+ n_test_episodes: 10
56
+ deterministic: true
57
+ save_frames: true
58
+ render_3d: true
training/sarl/Airfoil3D-medium-v0/PPO/0/hydra.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=0
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0,total_timesteps=20000
125
  id: '0'
126
  num: 0
127
- config_name: train_sb3
128
  env_set: {}
129
  env_copy: []
130
  config:
 
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=0
 
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0
123
  id: '0'
124
  num: 0
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
training/sarl/Airfoil3D-medium-v0/PPO/0/multirun.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=0
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0,total_timesteps=20000
125
  id: ???
126
  num: ???
127
- config_name: train_sb3
128
  env_set: {}
129
  env_copy: []
130
  config:
@@ -168,11 +166,11 @@ env_kwargs: {}
168
  eval_env_kwargs: {}
169
  seed: 0
170
  rl_mode: sarl
171
- total_timesteps: 20000
172
- n_eval_steps: 10
173
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
174
  n_eval_episodes: 1
175
- continue_training: true
176
  checkpoint_latest: true
177
  rl_device: cpu
178
  eval_callback:
@@ -214,3 +212,10 @@ algorithm:
214
  device: ${rl_device}
215
  _init_setup_model: true
216
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=0
 
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0
123
  id: ???
124
  num: ???
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
 
166
  eval_env_kwargs: {}
167
  seed: 0
168
  rl_mode: sarl
169
+ total_timesteps: 50000.0
170
+ n_eval_steps: 5
171
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
172
  n_eval_episodes: 1
173
+ continue_training: false
174
  checkpoint_latest: true
175
  rl_device: cpu
176
  eval_callback:
 
212
  device: ${rl_device}
213
  _init_setup_model: true
214
  cluster: {}
215
+ test_env_id: ${env_id}
216
+ test_env_kwargs: ${env_kwargs}
217
+ test_rl_mode: ${rl_mode}
218
+ n_test_episodes: 10
219
+ deterministic: true
220
+ save_frames: true
221
+ render_3d: true
training/sarl/Airfoil3D-medium-v0/PPO/0/overrides.yaml CHANGED
@@ -1,6 +1,4 @@
1
  - env_id=Airfoil3D-medium-v0
2
  - algorithm=sb3_ppo
3
  - rl_mode=sarl
4
- - total_timesteps=20000
5
  - seed=0
6
- - continue_training=True
 
1
  - env_id=Airfoil3D-medium-v0
2
  - algorithm=sb3_ppo
3
  - rl_mode=sarl
 
4
  - seed=0
 
training/sarl/Airfoil3D-medium-v0/PPO/1/config.yaml CHANGED
@@ -3,11 +3,11 @@ env_kwargs: {}
3
  eval_env_kwargs: {}
4
  seed: 1
5
  rl_mode: sarl
6
- total_timesteps: 20000
7
- n_eval_steps: 10
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
9
  n_eval_episodes: 1
10
- continue_training: true
11
  checkpoint_latest: true
12
  rl_device: cpu
13
  eval_callback:
@@ -49,3 +49,10 @@ algorithm:
49
  device: ${rl_device}
50
  _init_setup_model: true
51
  cluster: {}
 
 
 
 
 
 
 
 
3
  eval_env_kwargs: {}
4
  seed: 1
5
  rl_mode: sarl
6
+ total_timesteps: 50000.0
7
+ n_eval_steps: 5
8
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
9
  n_eval_episodes: 1
10
+ continue_training: false
11
  checkpoint_latest: true
12
  rl_device: cpu
13
  eval_callback:
 
49
  device: ${rl_device}
50
  _init_setup_model: true
51
  cluster: {}
52
+ test_env_id: ${env_id}
53
+ test_env_kwargs: ${env_kwargs}
54
+ test_rl_mode: ${rl_mode}
55
+ n_test_episodes: 10
56
+ deterministic: true
57
+ save_frames: true
58
+ render_3d: true
training/sarl/Airfoil3D-medium-v0/PPO/1/hydra.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=1
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1,total_timesteps=20000
125
  id: '0'
126
  num: 0
127
- config_name: train_sb3
128
  env_set: {}
129
  env_copy: []
130
  config:
 
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=1
 
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1
123
  id: '0'
124
  num: 0
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
training/sarl/Airfoil3D-medium-v0/PPO/1/multirun.yaml CHANGED
@@ -115,16 +115,14 @@ hydra:
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
118
- - total_timesteps=20000
119
  - seed=1
120
- - continue_training=True
121
  job:
122
- name: train_sb3
123
  chdir: true
124
- override_dirname: algorithm=sb3_ppo,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1,total_timesteps=20000
125
  id: ???
126
  num: ???
127
- config_name: train_sb3
128
  env_set: {}
129
  env_copy: []
130
  config:
@@ -168,11 +166,11 @@ env_kwargs: {}
168
  eval_env_kwargs: {}
169
  seed: 1
170
  rl_mode: sarl
171
- total_timesteps: 20000
172
- n_eval_steps: 10
173
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
174
  n_eval_episodes: 1
175
- continue_training: true
176
  checkpoint_latest: true
177
  rl_device: cpu
178
  eval_callback:
@@ -214,3 +212,10 @@ algorithm:
214
  device: ${rl_device}
215
  _init_setup_model: true
216
  cluster: {}
 
 
 
 
 
 
 
 
115
  - env_id=Airfoil3D-medium-v0
116
  - algorithm=sb3_ppo
117
  - rl_mode=sarl
 
118
  - seed=1
 
119
  job:
120
+ name: test_sb3
121
  chdir: true
122
+ override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1
123
  id: ???
124
  num: ???
125
+ config_name: test_sb3
126
  env_set: {}
127
  env_copy: []
128
  config:
 
166
  eval_env_kwargs: {}
167
  seed: 1
168
  rl_mode: sarl
169
+ total_timesteps: 50000.0
170
+ n_eval_steps: 5
171
  eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
172
  n_eval_episodes: 1
173
+ continue_training: false
174
  checkpoint_latest: true
175
  rl_device: cpu
176
  eval_callback:
 
212
  device: ${rl_device}
213
  _init_setup_model: true
214
  cluster: {}
215
+ test_env_id: ${env_id}
216
+ test_env_kwargs: ${env_kwargs}
217
+ test_rl_mode: ${rl_mode}
218
+ n_test_episodes: 10
219
+ deterministic: true
220
+ save_frames: true
221
+ render_3d: true
training/sarl/Airfoil3D-medium-v0/PPO/1/overrides.yaml CHANGED
@@ -1,6 +1,4 @@
1
  - env_id=Airfoil3D-medium-v0
2
  - algorithm=sb3_ppo
3
  - rl_mode=sarl
4
- - total_timesteps=20000
5
  - seed=1
6
- - continue_training=True
 
1
  - env_id=Airfoil3D-medium-v0
2
  - algorithm=sb3_ppo
3
  - rl_mode=sarl
 
4
  - seed=1