Add files using upload-large-folder tool
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- training/marl/Airfoil3D-hard-v0/PPO/1/hydra.yaml +3 -4
- training/marl/Airfoil3D-hard-v0/PPO/1/multirun.yaml +12 -6
- training/marl/Airfoil3D-hard-v0/PPO/2/config.yaml +9 -2
- training/marl/Airfoil3D-hard-v0/PPO/2/hydra.yaml +3 -4
- training/marl/Airfoil3D-hard-v0/PPO/2/multirun.yaml +12 -6
- training/marl/Airfoil3D-hard-v0/PPO/2/overrides.yaml +0 -1
- training/marl/Airfoil3D-hard-v0/PPO/3/ckpt_latest.zip +2 -2
- training/marl/Airfoil3D-hard-v0/PPO/3/config.yaml +9 -2
- training/marl/Airfoil3D-hard-v0/PPO/3/eval_sequence_10000.csv +200 -200
- training/marl/Airfoil3D-hard-v0/PPO/3/hydra.yaml +3 -5
- training/marl/Airfoil3D-hard-v0/PPO/3/multirun.yaml +12 -7
- training/marl/Airfoil3D-hard-v0/PPO/3/overrides.yaml +0 -2
- training/marl/Airfoil3D-hard-v0/PPO/3/training_log.csv +48 -37
- training/marl/Airfoil3D-hard-v0/PPO/4/multirun.yaml +12 -7
- training/marl/Airfoil3D-hard-v0/SAC/4/ckpt_latest.zip +2 -2
- training/marl/Airfoil3D-hard-v0/SAC/4/training_log.csv +11 -0
- training/marl/Airfoil3D-medium-v0/SAC/1/config.yaml +1 -1
- training/marl/Airfoil3D-medium-v0/SAC/1/multirun.yaml +1 -1
- training/marl/Airfoil3D-medium-v0/SAC/3/config.yaml +1 -1
- training/marl/Airfoil3D-medium-v0/SAC/3/training_log copy.csv +89 -0
- training/marl/Airfoil3D-medium-v0/SAC/4/training_log copy.csv +67 -0
- training/sarl/Airfoil3D-hard-v0/PPO/0/hydra.yaml +3 -4
- training/sarl/Airfoil3D-hard-v0/PPO/0/multirun.yaml +12 -6
- training/sarl/Airfoil3D-hard-v0/PPO/0/overrides.yaml +0 -1
- training/sarl/Airfoil3D-hard-v0/PPO/1/hydra.yaml +3 -4
- training/sarl/Airfoil3D-hard-v0/PPO/1/overrides.yaml +0 -1
- training/sarl/Airfoil3D-hard-v0/PPO/2/overrides.yaml +0 -1
- training/sarl/Airfoil3D-hard-v0/PPO/2/test/test_eval_episode_0.csv +201 -0
- training/sarl/Airfoil3D-hard-v0/PPO/3/multirun.yaml +12 -6
- training/sarl/Airfoil3D-hard-v0/PPO/4/config.yaml +9 -2
- training/sarl/Airfoil3D-hard-v0/PPO/4/overrides.yaml +0 -2
- training/sarl/Airfoil3D-hard-v0/SAC/0/config.yaml +1 -1
- training/sarl/Airfoil3D-hard-v0/SAC/0/multirun.yaml +3 -2
- training/sarl/Airfoil3D-hard-v0/SAC/0/overrides.yaml +1 -0
- training/sarl/Airfoil3D-hard-v0/SAC/0/training_log_prev.csv +45 -0
- training/sarl/Airfoil3D-hard-v0/SAC/1/config.yaml +1 -1
- training/sarl/Airfoil3D-hard-v0/SAC/1/hydra.yaml +2 -1
- training/sarl/Airfoil3D-hard-v0/SAC/1/overrides.yaml +1 -0
- training/sarl/Airfoil3D-hard-v0/SAC/2/ckpt_latest.zip +2 -2
- training/sarl/Airfoil3D-hard-v0/SAC/2/training_log_prev.csv +22 -0
- training/sarl/Airfoil3D-hard-v0/SAC/3/config.yaml +1 -1
- training/sarl/Airfoil3D-hard-v0/SAC/3/overrides.yaml +1 -0
- training/sarl/Airfoil3D-medium-v0/PPO/0/config.yaml +10 -3
- training/sarl/Airfoil3D-medium-v0/PPO/0/hydra.yaml +3 -5
- training/sarl/Airfoil3D-medium-v0/PPO/0/multirun.yaml +13 -8
- training/sarl/Airfoil3D-medium-v0/PPO/0/overrides.yaml +0 -2
- training/sarl/Airfoil3D-medium-v0/PPO/1/config.yaml +10 -3
- training/sarl/Airfoil3D-medium-v0/PPO/1/hydra.yaml +3 -5
- training/sarl/Airfoil3D-medium-v0/PPO/1/multirun.yaml +13 -8
- 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:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=1
|
| 124 |
id: '0'
|
| 125 |
num: 0
|
| 126 |
-
config_name:
|
| 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
|
| 125 |
+
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:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=1
|
| 124 |
id: ???
|
| 125 |
num: ???
|
| 126 |
-
config_name:
|
| 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:
|
| 171 |
-
n_eval_steps:
|
| 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
|
| 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: 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: {}
|
| 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/2/config.yaml
CHANGED
|
@@ -3,8 +3,8 @@ env_kwargs: {}
|
|
| 3 |
eval_env_kwargs: {}
|
| 4 |
seed: 2
|
| 5 |
rl_mode: marl
|
| 6 |
-
total_timesteps:
|
| 7 |
-
n_eval_steps:
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
continue_training: false
|
|
@@ -49,3 +49,10 @@ algorithm:
|
|
| 49 |
device: ${rl_device}
|
| 50 |
_init_setup_model: true
|
| 51 |
cluster: {}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
eval_env_kwargs: {}
|
| 4 |
seed: 2
|
| 5 |
rl_mode: marl
|
| 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
|
|
|
|
| 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/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:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=2
|
| 124 |
id: '0'
|
| 125 |
num: 0
|
| 126 |
-
config_name:
|
| 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
|
| 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/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:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=2
|
| 124 |
id: ???
|
| 125 |
num: ???
|
| 126 |
-
config_name:
|
| 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:
|
| 171 |
-
n_eval_steps:
|
| 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
|
| 123 |
id: ???
|
| 124 |
num: ???
|
| 125 |
+
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: {}
|
| 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/2/overrides.yaml
CHANGED
|
@@ -1,5 +1,4 @@
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=marl
|
| 4 |
-
- total_timesteps=20000
|
| 5 |
- seed=2
|
|
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=marl
|
|
|
|
| 4 |
- seed=2
|
training/marl/Airfoil3D-hard-v0/PPO/3/ckpt_latest.zip
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1a099007611336546e0c2c9517ca1eb35806aea38393e7f34356d3b5ce99c771
|
| 3 |
+
size 1131557
|
training/marl/Airfoil3D-hard-v0/PPO/3/config.yaml
CHANGED
|
@@ -3,11 +3,11 @@ env_kwargs: {}
|
|
| 3 |
eval_env_kwargs: {}
|
| 4 |
seed: 3
|
| 5 |
rl_mode: marl
|
| 6 |
-
total_timesteps:
|
| 7 |
n_eval_steps: 5
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
-
continue_training:
|
| 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: 3
|
| 5 |
rl_mode: marl
|
| 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/marl/Airfoil3D-hard-v0/PPO/3/eval_sequence_10000.csv
CHANGED
|
@@ -1,201 +1,201 @@
|
|
| 1 |
drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
|
| 2 |
-
0.
|
| 3 |
-
0.
|
| 4 |
-
0.
|
| 5 |
-
0.
|
| 6 |
-
0.
|
| 7 |
-
0.
|
| 8 |
-
0.
|
| 9 |
-
0.
|
| 10 |
-
0.
|
| 11 |
-
0.
|
| 12 |
-
0.
|
| 13 |
-
0.
|
| 14 |
-
0.
|
| 15 |
-
0.
|
| 16 |
-
0.
|
| 17 |
-
0.
|
| 18 |
-
0.
|
| 19 |
-
0.
|
| 20 |
-
0.
|
| 21 |
-
0.
|
| 22 |
-
0.
|
| 23 |
-
0.
|
| 24 |
-
0.
|
| 25 |
-
0.
|
| 26 |
-
0.
|
| 27 |
-
0.
|
| 28 |
-
0.
|
| 29 |
-
0.
|
| 30 |
-
0.
|
| 31 |
-
0.
|
| 32 |
-
0.
|
| 33 |
-
0.
|
| 34 |
-
0.
|
| 35 |
-
0.
|
| 36 |
-
0.
|
| 37 |
-
0.
|
| 38 |
-
0.
|
| 39 |
-
0.
|
| 40 |
-
0.
|
| 41 |
-
0.
|
| 42 |
-
0.
|
| 43 |
-
0.
|
| 44 |
-
0.
|
| 45 |
-
0.
|
| 46 |
-
0.
|
| 47 |
-
0.
|
| 48 |
-
0.
|
| 49 |
-
0.
|
| 50 |
-
0.
|
| 51 |
-
0.
|
| 52 |
-
0.
|
| 53 |
-
0.
|
| 54 |
-
0.
|
| 55 |
-
0.
|
| 56 |
-
0.
|
| 57 |
-
0.
|
| 58 |
-
0.
|
| 59 |
-
0.
|
| 60 |
-
0.
|
| 61 |
-
0.
|
| 62 |
-
0.
|
| 63 |
-
0.
|
| 64 |
-
0.
|
| 65 |
-
0.
|
| 66 |
-
0.
|
| 67 |
-
0.
|
| 68 |
-
0.
|
| 69 |
-
0.
|
| 70 |
-
0.
|
| 71 |
-
0.
|
| 72 |
-
0.
|
| 73 |
-
0.
|
| 74 |
-
0.
|
| 75 |
-
0.
|
| 76 |
-
0.
|
| 77 |
-
0.
|
| 78 |
-
0.
|
| 79 |
-
0.
|
| 80 |
-
0.
|
| 81 |
-
0.
|
| 82 |
-
0.
|
| 83 |
-
0.
|
| 84 |
-
0.
|
| 85 |
-
0.
|
| 86 |
-
0.
|
| 87 |
-
0.
|
| 88 |
-
0.
|
| 89 |
-
0.
|
| 90 |
-
0.
|
| 91 |
-
0.
|
| 92 |
-
0.
|
| 93 |
-
0.
|
| 94 |
-
0.
|
| 95 |
-
0.
|
| 96 |
-
0.
|
| 97 |
-
0.
|
| 98 |
-
0.
|
| 99 |
-
0.
|
| 100 |
-
0.
|
| 101 |
-
0.
|
| 102 |
-
0.
|
| 103 |
-
0.
|
| 104 |
-
0.
|
| 105 |
-
0.
|
| 106 |
-
0.
|
| 107 |
-
0.
|
| 108 |
-
0.
|
| 109 |
-
0.
|
| 110 |
-
0.
|
| 111 |
-
0.
|
| 112 |
-
0.
|
| 113 |
-
0.
|
| 114 |
-
0.
|
| 115 |
-
0.
|
| 116 |
-
0.
|
| 117 |
-
0.
|
| 118 |
-
0.
|
| 119 |
-
0.
|
| 120 |
-
0.
|
| 121 |
-
0.
|
| 122 |
-
0.
|
| 123 |
-
0.
|
| 124 |
-
0.
|
| 125 |
-
0.
|
| 126 |
-
0.
|
| 127 |
-
0.
|
| 128 |
-
0.
|
| 129 |
-
0.
|
| 130 |
-
0.
|
| 131 |
-
0.
|
| 132 |
-
0.
|
| 133 |
-
0.
|
| 134 |
-
0.
|
| 135 |
-
0.
|
| 136 |
-
0.
|
| 137 |
-
0.
|
| 138 |
-
0.
|
| 139 |
-
0.
|
| 140 |
-
0.
|
| 141 |
-
0.
|
| 142 |
-
0.
|
| 143 |
-
0.
|
| 144 |
-
0.
|
| 145 |
-
0.
|
| 146 |
-
0.
|
| 147 |
-
0.
|
| 148 |
-
0.
|
| 149 |
-
0.
|
| 150 |
-
0.
|
| 151 |
-
0.
|
| 152 |
-
0.
|
| 153 |
-
0.
|
| 154 |
-
0.
|
| 155 |
-
0.
|
| 156 |
-
0.
|
| 157 |
-
0.
|
| 158 |
-
0.
|
| 159 |
-
0.
|
| 160 |
-
0.
|
| 161 |
-
0.
|
| 162 |
-
0.
|
| 163 |
-
0.
|
| 164 |
-
0.
|
| 165 |
-
0.
|
| 166 |
-
0.
|
| 167 |
-
0.
|
| 168 |
-
0.
|
| 169 |
-
0.
|
| 170 |
-
0.
|
| 171 |
-
0.
|
| 172 |
-
0.
|
| 173 |
-
0.
|
| 174 |
-
0.
|
| 175 |
-
0.
|
| 176 |
-
0.
|
| 177 |
-
0.
|
| 178 |
-
0.
|
| 179 |
-
0.
|
| 180 |
-
0.
|
| 181 |
-
0.
|
| 182 |
-
0.
|
| 183 |
-
0.
|
| 184 |
-
0.
|
| 185 |
-
0.
|
| 186 |
-
0.
|
| 187 |
-
0.
|
| 188 |
-
0.
|
| 189 |
-
0.
|
| 190 |
-
0.
|
| 191 |
-
0.
|
| 192 |
-
0.
|
| 193 |
-
0.
|
| 194 |
-
0.
|
| 195 |
-
0.
|
| 196 |
-
0.
|
| 197 |
-
0.
|
| 198 |
-
0.
|
| 199 |
-
0.
|
| 200 |
-
0.
|
| 201 |
-
0.
|
|
|
|
| 1 |
drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
|
| 2 |
+
0.21566302,1.1126728,-0.004159112,0.13632047,-0.08644739,-0.004839272,0.13456511,-0.09030371,-0.005746384,0.13387583,-0.08757976,-0.0026079514,0.13146932,-0.089098245,0.19446772,0.19444275
|
| 3 |
+
0.19336365,0.94745654,-0.0026591117,0.14003195,-0.08815275,-0.0026440138,0.13594204,-0.094639614,-0.0051550223,0.13264999,-0.088641316,0.0007480071,0.1350997,-0.092064,-0.06481904,-0.065000534
|
| 4 |
+
0.26601076,1.2841979,-0.0030241907,0.1380381,-0.08688409,-0.0003475137,0.13657905,-0.09240394,8.009607e-05,0.1347141,-0.0918299,0.001893166,0.13466758,-0.09152455,-0.13719773,-0.13725328
|
| 5 |
+
0.3891383,1.8406105,-0.0020046828,0.13918948,-0.09178085,0.00050774217,0.13570651,-0.09245246,0.0030941046,0.1364552,-0.09579324,0.000117608346,0.13430482,-0.091387115,-0.23484111,-0.23490477
|
| 6 |
+
0.29671308,1.4088,-0.002385606,0.13910541,-0.09145679,0.00088718254,0.13597159,-0.09431606,0.004598039,0.13851872,-0.096121795,-0.00087721366,0.13590299,-0.090519115,-0.21674812,-0.21684837
|
| 7 |
+
0.19636695,1.146005,-0.0030565984,0.13838463,-0.0874528,-0.0014862115,0.13347925,-0.0849968,0.0027422206,0.13454121,-0.08952647,-0.0018502963,0.13534322,-0.08598511,0.8713755,0.8711686
|
| 8 |
+
0.25475067,1.3727823,-0.0071759042,0.13323048,-0.08436916,-0.002581199,0.13432665,-0.08991594,-0.000133452,0.13455494,-0.0870023,-0.004528923,0.13588306,-0.08686003,0.42422032,0.4238596
|
| 9 |
+
0.19393943,1.1050231,-0.010211166,0.1320927,-0.08903924,-0.0031922958,0.1382906,-0.09268578,-0.0014524055,0.13971625,-0.087751515,-0.0050757397,0.13637507,-0.092312746,0.73317546,0.7329049
|
| 10 |
+
0.31176484,1.4781162,-0.0072474647,0.13592252,-0.08912551,-0.0032782168,0.13595241,-0.09271793,-0.0029519624,0.1376411,-0.0881433,-0.00421921,0.13598141,-0.093516506,-0.22425234,-0.22374439
|
| 11 |
+
0.21920869,1.0935038,-0.009490302,0.1346972,-0.088791125,-0.004570892,0.13300067,-0.087468535,-0.0053441906,0.13693966,-0.08798818,-0.0032810685,0.13607278,-0.093455605,0.02146411,0.023545265
|
| 12 |
+
0.25383362,1.1314224,-0.004819399,0.13697599,-0.09207677,-0.0038681994,0.13330422,-0.08816192,-0.0042224308,0.13767722,-0.08819491,-0.0029861126,0.13366008,-0.09126311,-0.509802,-0.5075307
|
| 13 |
+
0.20973127,0.96598196,-0.006995797,0.13062671,-0.08609819,-0.0034363787,0.13625145,-0.09360076,-0.0048484104,0.13726933,-0.08689413,-9.749085e-06,0.13454577,-0.09283082,-0.3601399,-0.35906124
|
| 14 |
+
0.326159,1.3753796,-0.0037939986,0.13152447,-0.088160984,-0.0069468683,0.12957661,-0.086965844,-0.0044080256,0.13651465,-0.084776275,0.00027800538,0.13535053,-0.09437428,-0.7478869,-0.7479706
|
| 15 |
+
0.079335086,0.4863108,-0.004276373,0.13109499,-0.08868369,-0.0059511997,0.12931615,-0.086752884,-0.006094706,0.13445519,-0.08296905,-0.0009813993,0.13413936,-0.09173355,1.1694999,1.1649632
|
| 16 |
+
0.36423394,1.5164562,-0.0049147024,0.13129166,-0.088895395,-0.002266093,0.12956111,-0.08862194,-0.0043963497,0.13203344,-0.08503678,-0.00042082136,0.13465613,-0.09314221,-0.80123967,-0.8014569
|
| 17 |
+
0.37725428,1.6195621,-0.0016196775,0.13378294,-0.08970835,-0.00025002146,0.1323625,-0.091342054,-0.003459305,0.13276868,-0.08748969,-0.0013128766,0.13673308,-0.09124023,-0.67170197,-0.671844
|
| 18 |
+
0.17586242,0.86371404,0.0006818976,0.13528113,-0.089454286,-0.0008522889,0.1345113,-0.09625558,-0.005707903,0.13305885,-0.08687619,-0.004265848,0.13182141,-0.08943104,-0.052803636,-0.05356407
|
| 19 |
+
0.26176327,1.2908512,0.0006528259,0.14052413,-0.090466306,-0.0008085831,0.13415875,-0.09325264,-0.008002388,0.12962204,-0.08336466,-0.0026738043,0.1331768,-0.09207571,-0.033159375,-0.03350067
|
| 20 |
+
0.3029054,1.5782496,-0.00044949073,0.14007488,-0.090403646,0.003524065,0.13835406,-0.094520785,-0.0073671024,0.13433641,-0.086110026,0.00023528794,0.13595086,-0.09188657,0.24577755,0.24550152
|
| 21 |
+
0.14487575,0.89810765,-0.0039056325,0.13703622,-0.09264923,0.0040892223,0.13841258,-0.0927928,-0.003848013,0.13798702,-0.092668205,0.0009237691,0.1362203,-0.091963276,1.2354064,1.2342882
|
| 22 |
+
0.3209523,1.5514644,-0.0041014953,0.1349716,-0.09309115,0.00045154244,0.13418098,-0.09095095,-0.0033133712,0.13363864,-0.09066407,7.3399395e-05,0.13399912,-0.087572336,-0.13105226,-0.13092852
|
| 23 |
+
0.31458187,1.4543766,-0.0039588716,0.13366316,-0.08813636,-0.0009903773,0.13324049,-0.088850975,-0.0012036914,0.13705935,-0.092482015,-0.0042205825,0.13491325,-0.08685092,-0.34184068,-0.3416643
|
| 24 |
+
0.28802088,1.4147975,-0.004870643,0.13534991,-0.09013826,6.981008e-05,0.1367192,-0.08843625,-0.0018982452,0.13407615,-0.090781115,-0.0048819906,0.1357282,-0.08947269,-0.052553892,-0.052734375
|
| 25 |
+
0.21811658,1.0488048,-0.004802742,0.13572454,-0.09222065,-0.0017824955,0.1373217,-0.09244489,-0.0003893599,0.13638043,-0.09216231,-0.004261818,0.13736425,-0.09032858,-0.15615094,-0.15640974
|
| 26 |
+
0.25146183,1.2237123,-0.0025179822,0.13315544,-0.08903835,-0.003960005,0.13681743,-0.08998027,-0.0013158463,0.1356906,-0.0888834,-0.0028794515,0.13361111,-0.08844332,-0.09837192,-0.098475456
|
| 27 |
+
0.30759773,1.4853747,0.00039563095,0.1283947,-0.08841532,-0.004880725,0.13528709,-0.08807076,-0.0006951967,0.13527115,-0.088061765,-0.0031627563,0.13371266,-0.086018234,-0.13579482,-0.13591719
|
| 28 |
+
0.23575573,1.2732621,-0.0031145264,0.12729503,-0.085901655,-0.005419516,0.13418534,-0.08559609,-0.0022244204,0.13417947,-0.087381855,-0.0048816255,0.13348499,-0.08684271,0.43677336,0.43589926
|
| 29 |
+
0.26928818,1.395862,-0.0017153176,0.13429368,-0.08849542,-0.007834975,0.13268135,-0.084413044,-0.0032710386,0.13425523,-0.086855285,-0.009090643,0.13108744,-0.08362492,0.22102308,0.21865511
|
| 30 |
+
0.2286387,1.2709924,0.0005132435,0.13976718,-0.08885697,-0.005921592,0.1339297,-0.08718892,-0.0003553494,0.14019404,-0.09095952,-0.008453098,0.13302541,-0.08968754,0.59910005,0.59408617
|
| 31 |
+
0.2681112,1.3883299,-0.0042596958,0.1354559,-0.089267455,-0.0061198156,0.13232681,-0.08801266,0.0022821678,0.1411447,-0.09301102,-0.0054892697,0.13380353,-0.09163209,0.21455503,0.2133174
|
| 32 |
+
0.20789926,1.0863688,-0.0039723143,0.1354224,-0.088031486,-0.004698498,0.13416073,-0.090024255,-0.0013759425,0.13736087,-0.08736627,-0.0037608335,0.1328153,-0.092431225,0.26073706,0.26058817
|
| 33 |
+
0.37589806,1.7784944,-0.0033122879,0.1386327,-0.090642594,-0.0019889078,0.13220562,-0.091736875,-0.0009510298,0.13922955,-0.08985842,-0.0020311465,0.13167162,-0.09013664,-0.2338813,-0.23354864
|
| 34 |
+
0.38514063,1.8334975,-0.0011081558,0.14207198,-0.0949788,-0.00037872046,0.1313032,-0.09020031,-0.0036457158,0.1395474,-0.08874454,-0.00088297203,0.13038991,-0.090946294,-0.20435554,-0.20427704
|
| 35 |
+
0.22091168,1.2189158,-0.00038681785,0.14137337,-0.089356355,0.0016153692,0.13378234,-0.08991902,-0.005327452,0.13695002,-0.08619137,-0.0021241778,0.13114382,-0.09007365,0.5532555,0.5527916
|
| 36 |
+
0.27901667,1.4509232,-0.0015944808,0.13689084,-0.08746547,-0.0008174046,0.13085899,-0.083748356,-0.005231608,0.13428837,-0.08442391,-0.0025829154,0.13510354,-0.089280665,0.23501867,0.23526144
|
| 37 |
+
0.291438,1.5060321,-0.006270066,0.13161072,-0.086521134,-0.002673761,0.13701461,-0.08618822,-0.007204296,0.13056141,-0.08369433,-0.002919292,0.13722856,-0.089627855,0.20231253,0.20272017
|
| 38 |
+
0.43209422,2.0753715,-0.005361097,0.13141795,-0.08591504,-0.0043106372,0.1375935,-0.0898771,-0.00639103,0.1325942,-0.086525105,-0.0030406155,0.13827248,-0.092608444,-0.16213071,-0.16181612
|
| 39 |
+
0.27481583,1.3930813,-0.00841875,0.12987621,-0.081204526,-0.0043240986,0.13661765,-0.08690846,-0.0064341337,0.13272354,-0.08455559,-0.0029458595,0.13771817,-0.090258606,0.10386437,0.1042757
|
| 40 |
+
0.2036539,1.0794162,-0.01021436,0.13026947,-0.08194052,-0.004126594,0.13596329,-0.0862912,-0.006222831,0.13314241,-0.08482764,-0.0033079847,0.13847107,-0.08978386,0.3352018,0.33537817
|
| 41 |
+
0.18482481,0.9329137,-0.0049973466,0.13444404,-0.08970686,-0.004018342,0.13651015,-0.08651423,-0.0067426157,0.13184574,-0.087530516,-0.0028267116,0.13819683,-0.0908829,0.08233994,0.08268738
|
| 42 |
+
0.20614608,0.98410606,-0.0019339712,0.13448733,-0.09288967,-0.00493861,0.13774942,-0.08941737,-0.0035243917,0.13324462,-0.09202955,-0.0011130045,0.13865587,-0.09287683,-0.19105673,-0.191041
|
| 43 |
+
0.119164355,0.6346083,-0.0028284618,0.13213272,-0.09025296,-0.0042087557,0.13521649,-0.0856623,-4.524272e-05,0.13347025,-0.09309501,-0.0022252346,0.13293427,-0.086746536,0.3608461,0.3606186
|
| 44 |
+
0.18605654,1.0460325,-0.0039247535,0.13233908,-0.090151705,-0.0038373652,0.13219802,-0.08543784,0.0018101642,0.13224173,-0.09416003,-0.0035474314,0.1308824,-0.08668851,0.65747994,0.6572523
|
| 45 |
+
0.2436999,1.27485,-0.005782349,0.1353196,-0.085938096,-0.0070722215,0.13072003,-0.08357892,-0.00026831357,0.13146345,-0.09404751,-0.004180817,0.13239534,-0.08963181,0.26644146,0.2663598
|
| 46 |
+
0.37302968,1.8031383,-0.0038160626,0.1372008,-0.08734868,-0.0056417817,0.13335772,-0.087164275,0.00035139266,0.13354474,-0.093290225,-0.0049085165,0.13447495,-0.08900564,-0.13113403,-0.13110352
|
| 47 |
+
0.37833318,1.8320928,-0.003939065,0.13703261,-0.08954396,-0.0046722144,0.13411272,-0.086041145,0.00032444764,0.13218534,-0.08951354,-0.0092047285,0.13261284,-0.08620667,-0.12248814,-0.12233162
|
| 48 |
+
0.29773864,1.511724,-0.0014709898,0.14026378,-0.09195446,-0.005205912,0.13751727,-0.08807216,-0.00087089697,0.13660862,-0.09018589,-0.0064811055,0.13582253,-0.08919387,0.11237568,0.112483025
|
| 49 |
+
0.24278475,1.2993535,-0.0016907123,0.14196703,-0.09301872,-0.004090228,0.13934523,-0.09136554,-0.0035912814,0.13735045,-0.090835966,-0.0043770033,0.13741912,-0.09216686,0.38735896,0.38700485
|
| 50 |
+
0.25850406,1.3007978,-0.0047323,0.13748829,-0.08865978,-0.005887021,0.13575628,-0.089853816,-0.002275711,0.13685207,-0.08805316,-0.0041582156,0.13626057,-0.090706594,0.06737709,0.06715107
|
| 51 |
+
0.23947248,1.1823391,-0.007646541,0.1334778,-0.08755044,-0.0059159407,0.13429697,-0.09004781,-0.0034366047,0.13692628,-0.090872794,-0.0030715007,0.13851838,-0.09202967,-0.0277915,-0.02760458
|
| 52 |
+
0.2510899,1.195577,-0.008984817,0.13142544,-0.08885402,-0.0063206595,0.12834686,-0.08655498,-0.0014181943,0.13462825,-0.0910276,-0.0070717703,0.13518423,-0.090319164,-0.20341432,-0.20332003
|
| 53 |
+
0.23113392,1.1877377,-0.007276975,0.13472345,-0.08962076,-0.0058943843,0.13088112,-0.09111003,-0.0025521137,0.13048227,-0.08890194,-0.004096976,0.13404047,-0.09239695,0.17408162,0.17387295
|
| 54 |
+
0.19443546,1.004438,-0.0034046727,0.1350169,-0.09040337,-0.0038449778,0.13337712,-0.08757999,-0.003926074,0.12969898,-0.08635154,-0.0021257775,0.13605608,-0.09239223,0.20128417,0.20105028
|
| 55 |
+
0.24802434,1.165297,-0.0031347852,0.13354069,-0.08859086,-0.0043090954,0.13381533,-0.0892665,-0.0048299055,0.12939285,-0.08569612,-0.002077396,0.13388164,-0.092065424,-0.2662574,-0.26655245
|
| 56 |
+
0.23517,1.1817263,-0.0046814606,0.13432316,-0.08753944,-0.0031564329,0.13110268,-0.086288996,-0.0069315257,0.12529346,-0.082573466,-0.0019113498,0.13185258,-0.091581956,0.060477138,0.0601182
|
| 57 |
+
0.251315,1.1915821,-0.0055297688,0.1337804,-0.08422902,-0.0037830253,0.13225509,-0.08638462,-0.00515668,0.1315697,-0.08912135,-0.001510981,0.13354808,-0.09396962,-0.22301322,-0.2234807
|
| 58 |
+
0.17208166,0.8821392,-0.0041780565,0.13245519,-0.08772358,-0.0018263257,0.13751164,-0.09034447,-0.0016205104,0.13569942,-0.0919166,-0.0033773417,0.13559005,-0.09505602,0.16202772,0.16141272
|
| 59 |
+
0.25305745,1.2193141,-0.0016128242,0.13429609,-0.090260796,-0.002932868,0.14009322,-0.08953047,-0.00021738932,0.13555868,-0.09237796,0.0022890125,0.14130765,-0.09961537,-0.14605469,-0.14654016
|
| 60 |
+
0.35543224,1.6038394,-0.0022197408,0.13663213,-0.08879838,-0.0051104296,0.13579561,-0.08619135,-0.0034075622,0.13522051,-0.087677754,0.0023824912,0.13959904,-0.0928872,-0.4521711,-0.45250607
|
| 61 |
+
0.31466463,1.4376712,-0.0018298409,0.13529803,-0.09186106,-0.0065019084,0.135909,-0.09116315,-0.0042179283,0.13596976,-0.09012429,-0.00061136903,0.13692759,-0.09206724,-0.39573133,-0.39596987
|
| 62 |
+
0.30274862,1.355307,-0.0024597754,0.13358106,-0.0944142,-0.003977077,0.13668603,-0.092294954,-0.0033581853,0.13667957,-0.09149156,-0.0029537408,0.13525265,-0.09260913,-0.48831028,-0.48819494
|
| 63 |
+
0.22186369,1.050635,-0.0014062217,0.13519454,-0.093128935,-0.0014229573,0.13635173,-0.09347436,-0.0006392931,0.13848767,-0.0911236,-0.002567788,0.1371466,-0.09539449,-0.22945726,-0.22937202
|
| 64 |
+
0.18847975,0.9281925,0.00042789476,0.13595037,-0.08860711,0.0005670171,0.13239256,-0.08954758,-0.0004230528,0.13751996,-0.09347798,-8.1826e-06,0.135423,-0.0908171,-0.0401119,-0.040242195
|
| 65 |
+
0.2204718,1.1848181,0.0021267347,0.13644043,-0.09003825,0.0019926778,0.13232744,-0.09005583,-0.0042376406,0.13460803,-0.089033805,0.0017712768,0.13333566,-0.091277055,0.409392,0.40914297
|
| 66 |
+
0.29184976,1.4615117,0.00058634393,0.13493513,-0.09122249,0.0006687944,0.13246539,-0.09184426,-0.0022739782,0.1365261,-0.08702876,-5.2098185e-05,0.13224824,-0.09225235,0.043006003,0.04288435
|
| 67 |
+
0.31658855,1.5058819,-0.0018275706,0.13179807,-0.08804069,-0.0043460266,0.13171363,-0.090413086,-0.004484212,0.13757181,-0.08873323,0.0007626256,0.13852163,-0.09570717,-0.20822728,-0.20827961
|
| 68 |
+
0.25943002,1.2855899,-0.0048361924,0.13311693,-0.09035165,-0.005579786,0.1330742,-0.08972934,-0.0075669335,0.13290763,-0.08579973,-0.0025481363,0.1372211,-0.089830704,-0.009206414,-0.009429455
|
| 69 |
+
0.22485961,1.1318244,-0.0027499301,0.1300211,-0.08672068,-0.0037661348,0.13758217,-0.08843624,-0.0056084474,0.1337386,-0.08771311,-0.005704147,0.13434051,-0.08442517,0.06896305,0.06860161
|
| 70 |
+
0.25417396,1.2480998,-0.0004693698,0.1325799,-0.0913672,-0.0049490943,0.13645531,-0.086770244,-0.0036717567,0.13372733,-0.090206265,-0.005659275,0.13510427,-0.08902057,-0.054425716,-0.05445385
|
| 71 |
+
0.22234996,1.0953315,-0.0015270845,0.13320936,-0.09199791,-0.00461155,0.13504097,-0.0882367,-0.0026120269,0.13338965,-0.09074112,-0.004746842,0.13329786,-0.09123679,-0.03850901,-0.038709164
|
| 72 |
+
0.20325083,1.0087198,-0.0013461346,0.13567844,-0.09103469,-0.0038129569,0.1361869,-0.08669686,-0.0044354284,0.13184777,-0.08801713,-0.0012899397,0.13389796,-0.090744086,-0.001455307,-0.0019388199
|
| 73 |
+
0.28873473,1.3375827,-0.0024370728,0.13397357,-0.086447075,-0.0030354771,0.13363178,-0.08596935,-0.0014088997,0.1310256,-0.08961158,-0.0017439688,0.13213722,-0.08782972,-0.33209145,-0.33230352
|
| 74 |
+
0.20333715,1.1193017,-0.0045019463,0.13335304,-0.08601033,-0.0032194452,0.13426188,-0.08869648,-0.00023144064,0.13066758,-0.09004861,-0.004049128,0.13111804,-0.08642045,0.5411608,0.5397897
|
| 75 |
+
0.3744119,1.8073541,-0.003926156,0.13440706,-0.08599236,-0.0033696368,0.13033625,-0.086993836,-0.00018622028,0.13104054,-0.09031867,-0.0032212455,0.13464302,-0.08821211,-0.1373902,-0.13768864
|
| 76 |
+
0.29156047,1.5468132,-0.00439598,0.13518901,-0.089560196,-0.0033271122,0.13548543,-0.09137729,-0.0020733098,0.13252471,-0.09027725,-0.0047362763,0.13506241,-0.09279219,0.3412618,0.34042168
|
| 77 |
+
0.2588318,1.3433486,-0.004137374,0.13485175,-0.08887874,-0.003740023,0.13633767,-0.09098149,-0.0023909262,0.1341985,-0.08961638,-0.0049795397,0.13530944,-0.08990203,0.22521406,0.22517538
|
| 78 |
+
0.29844528,1.5688869,-0.0051066745,0.13505718,-0.08629677,-0.0058168406,0.1359118,-0.09055555,-0.002836246,0.1372388,-0.08853633,-0.0029398242,0.13549048,-0.09356169,0.29187226,0.29199648
|
| 79 |
+
0.26161042,1.3888179,-0.0064986004,0.13417993,-0.08694048,-0.0062537873,0.13644958,-0.093050815,-0.00280804,0.13758866,-0.087136514,-0.002459456,0.13289246,-0.091769,0.34306198,0.34385586
|
| 80 |
+
0.23611028,1.1415309,-0.0064496985,0.1333411,-0.08708883,-0.0035629591,0.13498476,-0.09120246,-0.0037304196,0.13786736,-0.0897237,-0.0040801084,0.13204914,-0.091555186,-0.13289386,-0.13013363
|
| 81 |
+
0.19767442,0.9386158,-0.0031713063,0.13359083,-0.088653736,-0.0017055697,0.13289565,-0.092345245,-0.0061482484,0.13416277,-0.088453054,-0.003404579,0.13068646,-0.091728725,-0.21816146,-0.216578
|
| 82 |
+
0.17206942,0.87757677,-0.00067602773,0.12906697,-0.089870654,0.0016517532,0.13469031,-0.091338165,-0.0048849583,0.1345594,-0.08740609,-1.1503231e-05,0.13166289,-0.0920377,0.13556123,0.13526249
|
| 83 |
+
0.27987203,1.3500558,0.0003183158,0.12918633,-0.08893708,0.0013616653,0.13361162,-0.091402404,-0.004037072,0.13402924,-0.08639397,-0.0020608194,0.13099512,-0.090364456,-0.14105058,-0.14103699
|
| 84 |
+
0.3434885,1.6965892,-0.0033893322,0.12976797,-0.08559149,-0.002316879,0.12723568,-0.08533248,-0.0033103838,0.12955281,-0.08314617,-0.0026101382,0.13041155,-0.08755063,-0.025497437,-0.02557993
|
| 85 |
+
0.2056365,1.1687922,-0.002225827,0.13614431,-0.0848435,-0.004916312,0.13150099,-0.08206988,-0.0074671563,0.1239223,-0.08019684,-0.0031814678,0.1336335,-0.08924851,0.71924746,0.7189088
|
| 86 |
+
0.43708882,2.1406758,-0.0053042276,0.13532548,-0.087465584,-0.0052196793,0.13418512,-0.08501322,-0.008225207,0.12922749,-0.08391482,-0.004886848,0.13301983,-0.08820432,-0.067254364,-0.06729317
|
| 87 |
+
0.23212555,1.3900805,-0.0045909723,0.13632926,-0.08611015,-0.0057185437,0.13411151,-0.085013606,-0.008063004,0.13451144,-0.08503669,-0.0079052895,0.1344912,-0.08874345,1.0250206,1.0236158
|
| 88 |
+
0.07677277,0.80711037,-0.0018130974,0.13972417,-0.088647775,-0.0051070745,0.13658853,-0.08490128,-0.0063271127,0.13502233,-0.085442215,-0.00519553,0.1374179,-0.087617055,5.575985,5.548107
|
| 89 |
+
0.07048346,0.75022537,-0.0026451189,0.14031935,-0.0918744,-0.0017932011,0.14100021,-0.091035925,-0.0065537957,0.13352834,-0.08725352,-0.0010430962,0.13888143,-0.09090311,5.6869974,5.679122
|
| 90 |
+
0.07715682,0.75474316,-0.003425131,0.13792592,-0.090993196,-0.0023354278,0.137639,-0.089794986,-0.0041318573,0.13488045,-0.09181156,0.0016150144,0.13873659,-0.09512049,4.816717,4.817068
|
| 91 |
+
0.38886863,1.9455086,-0.004082411,0.13522656,-0.08653773,-0.0025415758,0.13639583,-0.08638077,-0.001259502,0.13154036,-0.08924272,0.0009923493,0.13184343,-0.084876604,0.03818339,0.038127422
|
| 92 |
+
0.3128509,1.6217506,-0.005529734,0.13325247,-0.086707614,-0.0035530208,0.13252552,-0.0851517,-0.0014309112,0.13354275,-0.090667285,-0.0042362288,0.13105865,-0.08515147,0.21908498,0.21891165
|
| 93 |
+
0.2056774,1.0988021,-0.007788702,0.13154821,-0.08638102,-0.005225443,0.13063022,-0.0843656,-0.0016199686,0.13520701,-0.088189416,-0.0043469784,0.13287944,-0.08894732,0.3778792,0.37748718
|
| 94 |
+
0.26118872,1.3283311,-0.0065257866,0.13190727,-0.08648796,-0.00640981,0.12864624,-0.08229957,-0.0056957304,0.13412555,-0.086076535,-0.0058144303,0.13311513,-0.089153446,0.121373475,0.120844364
|
| 95 |
+
0.25733516,1.1970733,-0.005534908,0.13365531,-0.08835173,-0.005910314,0.13146965,-0.08460983,-0.004381122,0.13564268,-0.09200567,-0.0067525953,0.1329641,-0.08600477,-0.3124377,-0.31306314
|
| 96 |
+
0.21075669,1.0312564,-0.0040885285,0.13497348,-0.08941704,-0.003629908,0.13252592,-0.08393488,-0.004743339,0.13154523,-0.08686612,-0.0034848365,0.13618012,-0.08933259,-0.07078713,-0.071755886
|
| 97 |
+
0.3288707,1.4765066,-0.0068059,0.1317426,-0.08497115,-0.0054447986,0.13115509,-0.082704745,-0.0023129208,0.13519828,-0.09083556,-0.0035625314,0.13609684,-0.08782076,-0.4753896,-0.4752431
|
| 98 |
+
0.08443715,0.55329347,-0.0050858837,0.13341904,-0.089198075,-0.0072651333,0.13322288,-0.087073386,-0.0026569304,0.13313799,-0.088674225,-0.00022188853,0.13336353,-0.09060054,1.5888577,1.5878563
|
| 99 |
+
0.21478266,1.0509635,-0.0049051065,0.13088688,-0.08833878,-0.0056828335,0.13166796,-0.08842705,-0.005557496,0.12966566,-0.08580101,-0.0005060327,0.13088001,-0.088582836,-0.07182777,-0.0717206
|
| 100 |
+
0.37558046,1.7635074,-0.0028520091,0.1303622,-0.089883976,0.00091501605,0.13760887,-0.09256617,-0.0025316863,0.13357154,-0.08968897,-0.0017695522,0.13117656,-0.092037655,-0.26947224,-0.26945114
|
| 101 |
+
0.2520809,1.3073324,-0.0029470902,0.1286568,-0.090214096,0.003484902,0.1389589,-0.08896535,-0.0017644844,0.13517022,-0.0907867,-0.00072743883,0.13536617,-0.08982111,0.22192883,0.22129297
|
| 102 |
+
0.3490837,1.7595214,0.0002035913,0.13151003,-0.092117555,0.001068308,0.13787234,-0.08877237,-0.00080329156,0.13541175,-0.08929012,-0.0022359926,0.13616262,-0.09005714,0.07591361,0.07553005
|
| 103 |
+
0.25965962,1.392172,0.002005207,0.13631657,-0.092494786,0.0006394647,0.1379656,-0.08959067,-0.0036067432,0.13532843,-0.089914925,-0.0015594896,0.13590069,-0.090807855,0.39744842,0.396657
|
| 104 |
+
0.35691765,1.8326508,-0.00026630796,0.13562325,-0.09030626,-0.0035751783,0.13571303,-0.08945989,-0.00424894,0.13798584,-0.095530786,-0.00013357727,0.13750187,-0.09207692,0.17004979,0.16979074
|
| 105 |
+
0.34424475,1.8104492,-0.0027857183,0.13381554,-0.08915412,-0.0041334494,0.13701634,-0.0893924,-0.0056315325,0.1352979,-0.0886584,-0.0006687972,0.13719113,-0.090580575,0.29439533,0.2943225
|
| 106 |
+
0.07300972,0.67939085,-0.0015713361,0.13706306,-0.091644816,-0.00833773,0.13479136,-0.08336266,-0.005350725,0.13420364,-0.09006986,-0.0030241802,0.1368205,-0.090261795,4.344527,4.3406153
|
| 107 |
+
0.08712292,0.68442714,-0.0037653134,0.13349669,-0.09100433,-0.004630346,0.1353571,-0.089163356,-0.00353996,0.13222973,-0.09146533,-0.004344033,0.13567807,-0.09130854,2.9061754,2.8910098
|
| 108 |
+
0.20054711,1.0349038,-0.0019371656,0.13363576,-0.09188671,-0.0004545371,0.13465986,-0.09305893,-0.0020986234,0.12794285,-0.08794481,-0.004057027,0.1354711,-0.09088459,0.19542998,0.1955328
|
| 109 |
+
0.25480515,1.2419168,-0.0013125639,0.13282773,-0.09417455,-0.001141221,0.13165008,-0.09190867,0.0016246266,0.12957934,-0.09200725,-0.0032845451,0.13481833,-0.090012595,-0.09109938,-0.090883255
|
| 110 |
+
0.2661218,1.4071083,-0.00036642887,0.13245566,-0.09192779,-0.0044589993,0.12948568,-0.08669603,-0.0018279105,0.12584849,-0.08486399,-0.001722839,0.13404433,-0.08972724,0.32388395,0.32259035
|
| 111 |
+
0.25521082,1.3485664,-0.00053945044,0.13125987,-0.088443,-0.004178195,0.1327113,-0.0846622,-0.0034808028,0.12629405,-0.08341606,-0.002853146,0.12795031,-0.08362086,0.3207596,0.31925774
|
| 112 |
+
0.28538242,1.5258045,-0.002956123,0.12963201,-0.0880401,-0.008342799,0.13049595,-0.08321763,-0.007538008,0.129575,-0.08246948,-0.007258318,0.1252327,-0.08340514,0.3828898,0.38165665
|
| 113 |
+
0.33044496,1.7245518,-0.005265042,0.13057832,-0.08476754,-0.009653299,0.129864,-0.08290512,-0.00617202,0.13365294,-0.08440758,-0.007235119,0.12973711,-0.086868405,0.25450683,0.2540083
|
| 114 |
+
0.13475755,0.86610883,-0.0035019815,0.1356033,-0.087279044,-0.0040664496,0.13570628,-0.092613764,-0.006506013,0.13365947,-0.08624735,-0.0039191535,0.13264038,-0.08884349,1.4665754,1.4622941
|
| 115 |
+
0.3092873,1.6135182,-0.0020563512,0.13881263,-0.088658914,0.005811098,0.13837406,-0.09585156,-0.0012757212,0.13836089,-0.08865332,-0.0008586615,0.13186055,-0.093450956,0.25225794,0.2520218
|
| 116 |
+
0.32122722,1.6794835,-0.002650767,0.1386853,-0.087423146,0.0075949496,0.13630675,-0.09141913,0.0005420749,0.14187582,-0.08933411,-0.00025462126,0.13289428,-0.09272062,0.26375878,0.2634654
|
| 117 |
+
0.30599248,1.6290549,-0.000978728,0.139688,-0.08806586,0.003724143,0.1332916,-0.08955441,-0.0020641834,0.13896438,-0.09206054,-0.0013360081,0.13107853,-0.08992655,0.35918987,0.35897017
|
| 118 |
+
0.22635214,1.3641104,-0.0022430634,0.13762707,-0.086956225,-3.9089937e-05,0.12907363,-0.08710135,-0.004361896,0.13591045,-0.090695046,-0.0013714381,0.13476874,-0.08827645,1.0623604,1.0616269
|
| 119 |
+
0.40343162,2.0946832,-0.0052324003,0.13431373,-0.08547591,-0.0014039516,0.13223445,-0.08666619,-0.005997614,0.1344821,-0.089975744,-0.0027720053,0.1373592,-0.08731745,0.22750771,0.22729445
|
| 120 |
+
0.26664403,1.5596547,-0.008044288,0.1323311,-0.083167866,-0.0028882762,0.135363,-0.08931553,-0.0045050425,0.13155551,-0.088902414,-0.0057693445,0.13703392,-0.0877201,0.88472533,0.8843322
|
| 121 |
+
0.34990475,1.8416092,-0.009664976,0.13221449,-0.085614376,-0.003012781,0.13612556,-0.08741262,-0.0046606674,0.12802948,-0.085719906,-0.00600004,0.13536444,-0.0885408,0.29836702,0.2983036
|
| 122 |
+
0.28556487,1.5439124,-0.010762272,0.12900208,-0.084876664,-0.003116402,0.13437945,-0.08716666,-0.006143489,0.12981799,-0.08728742,-0.0053286236,0.1364057,-0.089206785,0.44162023,0.44165134
|
| 123 |
+
0.2887565,1.43942,-0.006211362,0.1284795,-0.084859125,-0.004767443,0.13299833,-0.08380174,-0.0057693105,0.13258757,-0.089034386,-0.003679601,0.13819034,-0.09076478,0.020063877,0.02002287
|
| 124 |
+
0.20954221,1.070817,-0.0014358808,0.13094719,-0.087441206,-0.0015165638,0.13393822,-0.08482249,-0.0035169837,0.13506502,-0.09064983,-0.004301613,0.13387889,-0.08834232,0.1455043,0.1453991
|
| 125 |
+
0.28274006,1.3965081,-0.003219047,0.13121733,-0.09103262,-0.0032696873,0.13233861,-0.08209343,-0.0026575446,0.13604614,-0.08848744,-0.0013376349,0.13347684,-0.08850514,-0.02575481,-0.025675297
|
| 126 |
+
0.34278965,1.7079432,-0.002833526,0.13192078,-0.089886166,-0.0011104322,0.13380367,-0.08588294,-0.0025477246,0.13411614,-0.08792255,-0.00067479536,0.13373627,-0.08788293,0.01759255,0.017612457
|
| 127 |
+
0.26668352,1.4383694,-0.002993078,0.13340214,-0.08833584,-0.005590987,0.12882231,-0.08162407,-0.0028633634,0.13456659,-0.08717165,-0.0018572959,0.13313885,-0.086965434,0.42873085,0.4286747
|
| 128 |
+
0.20122007,1.152592,-0.0030183634,0.13648482,-0.09084257,-0.0073940284,0.13112406,-0.08301271,-0.0036058538,0.13488205,-0.08779121,-0.0044812765,0.13003406,-0.08731786,0.7634872,0.76314735
|
| 129 |
+
0.16741528,0.9760363,-0.0015142565,0.1396902,-0.09137926,-0.0077306083,0.13517854,-0.084489934,-0.005196881,0.13677472,-0.08882864,-0.0048630624,0.13271989,-0.08892194,0.8652408,0.8651619
|
| 130 |
+
0.2356827,1.1829299,-0.0028334213,0.13877411,-0.09324575,-0.0053054634,0.1359345,-0.08718783,-0.006182153,0.13638817,-0.09045195,-0.001716271,0.13592948,-0.09220977,0.053788543,0.054293633
|
| 131 |
+
0.24933961,1.2035236,-0.0017294891,0.1375553,-0.0909326,-0.00061176484,0.1376201,-0.08844771,-0.004152474,0.13653626,-0.08970849,-0.00023838831,0.1379956,-0.091515,-0.13787752,-0.13802433
|
| 132 |
+
0.3351364,1.6862991,0.0005565118,0.13711236,-0.08639436,-0.00021289475,0.13688233,-0.08878808,0.0021790806,0.13423893,-0.09315143,0.000704702,0.13626862,-0.09223881,0.06695408,0.06681013
|
| 133 |
+
0.35970122,1.8345593,-0.00037370063,0.13663438,-0.087576486,-0.0029567033,0.13482243,-0.08965231,0.0004553562,0.13198993,-0.089762926,-0.002893513,0.130144,-0.085076146,0.13553733,0.13536167
|
| 134 |
+
0.31170964,1.6329403,-0.0025549168,0.13183358,-0.08565732,-0.0043084156,0.13195565,-0.08519552,-0.0020415564,0.13336636,-0.08634513,-0.0033115987,0.13235673,-0.085094355,0.2742524,0.27378893
|
| 135 |
+
0.23958081,1.3352401,-0.0067658266,0.12966704,-0.08990636,-0.0052310172,0.13464047,-0.08581459,-0.003861804,0.13573733,-0.08410487,-0.004030248,0.13479415,-0.086128905,0.6090439,0.60836554
|
| 136 |
+
0.26560563,1.3537022,-0.005933343,0.1296617,-0.08936266,-0.006469277,0.13630824,-0.08614262,-0.007481472,0.13303564,-0.0871388,-0.005573405,0.13433018,-0.08656225,0.13180834,0.13179255
|
| 137 |
+
0.23144898,1.2008705,-0.0020562732,0.1351629,-0.090954565,-0.005554393,0.13483632,-0.087369554,-0.006145444,0.13429333,-0.09206451,-0.0037353975,0.13706471,-0.09046503,0.2239486,0.22361946
|
| 138 |
+
0.213825,1.0911359,-0.0024967506,0.13390912,-0.088781856,-0.0024412079,0.13643508,-0.090250276,-0.002386114,0.13560866,-0.09009432,-0.0051327897,0.13513948,-0.088049136,0.13848662,0.13806915
|
| 139 |
+
0.35433093,1.5725201,-0.0024434403,0.13173844,-0.0908831,-0.0048802914,0.13785034,-0.08869556,-0.00056980667,0.13466465,-0.09125622,-0.0034038532,0.13401376,-0.09094276,-0.5267934,-0.5268707
|
| 140 |
+
0.23811658,1.1254085,-0.0022437526,0.13065128,-0.09158794,-0.005925304,0.13344729,-0.0857912,-0.00054114615,0.13313538,-0.089750096,-0.0014901892,0.1340767,-0.09309564,-0.23830831,-0.23857737
|
| 141 |
+
0.33936286,1.5376822,-0.0020072272,0.13192879,-0.089581415,-0.002551904,0.13504893,-0.08922849,0.0028933277,0.1365682,-0.094191335,-0.0014495223,0.1342312,-0.09327597,-0.4336775,-0.433784
|
| 142 |
+
0.3279484,1.5806161,-0.0007202192,0.13496,-0.08920845,-0.0052998173,0.13208297,-0.08691077,0.0009345459,0.13182034,-0.088794015,-0.001172418,0.13274746,-0.09309718,-0.14516741,-0.14515972
|
| 143 |
+
0.24017933,1.1577072,-0.0011088161,0.13267428,-0.0888802,-0.0018172548,0.13676617,-0.0926448,-0.0035498627,0.12685817,-0.08343113,-0.0037210598,0.12957107,-0.09058752,-0.14474303,-0.14469099
|
| 144 |
+
0.3360129,1.5572126,-0.0030779638,0.1332225,-0.090579264,-0.0043106866,0.13631974,-0.09091277,-0.004761024,0.13359119,-0.08373002,-0.002209506,0.13334133,-0.09230084,-0.33054173,-0.3304863
|
| 145 |
+
0.43888807,2.0147183,-0.0016183897,0.13836391,-0.09196145,-0.003987832,0.13680197,-0.091191836,-0.0033967309,0.13981515,-0.08848542,-0.0040725432,0.13521121,-0.08993282,-0.37438077,-0.37436342
|
| 146 |
+
0.21209441,1.01313,-0.0050317845,0.13672565,-0.08687221,-0.002277899,0.13744907,-0.09035706,-0.0016548366,0.13928014,-0.08806797,-0.004216077,0.1363705,-0.09139839,-0.18820971,-0.18808174
|
| 147 |
+
0.23790188,1.0942676,-0.0025749481,0.1374858,-0.0901147,0.0005864487,0.13623802,-0.09514519,0.00020551402,0.1383857,-0.09101131,-0.00118484,0.139986,-0.09766212,-0.36553848,-0.36521006
|
| 148 |
+
0.3047771,1.3081594,-0.0037007062,0.13577251,-0.09335896,0.0018558973,0.13412116,-0.09233305,-0.0009043934,0.1380402,-0.09452989,8.546887e-05,0.13963263,-0.09602523,-0.6727945,-0.6726856
|
| 149 |
+
0.201631,0.9972763,-0.0017299931,0.13383783,-0.093243726,0.0015828013,0.13093142,-0.090799265,-0.000807635,0.13835444,-0.09056245,0.00039542606,0.1364171,-0.09327339,-0.018465579,-0.01882267
|
| 150 |
+
0.24205796,1.0674404,-0.0014147288,0.13369502,-0.09227927,0.0014876793,0.13264343,-0.08787411,-0.0047145365,0.13539384,-0.0838528,-0.0017428733,0.13451262,-0.088922545,-0.5549933,-0.5550151
|
| 151 |
+
0.27922645,1.3230393,-0.002008279,0.13236815,-0.090420894,-0.000661911,0.13663161,-0.088103905,-0.0048416615,0.1353148,-0.08282114,-0.0051362477,0.13240273,-0.0919692,-0.2267474,-0.2266388
|
| 152 |
+
0.27869573,1.3140506,-0.0029467233,0.13420126,-0.09199226,-0.00472043,0.13529734,-0.08993411,-0.0064953747,0.1335545,-0.086274214,-0.0014704801,0.13692302,-0.095158085,-0.25012785,-0.24986887
|
| 153 |
+
0.33409187,1.4863533,-0.0035678202,0.13563403,-0.092960946,-0.005455369,0.13593414,-0.089701414,-0.0057712356,0.13157147,-0.08904883,-0.0031574685,0.1368151,-0.0942678,-0.5163408,-0.5159335
|
| 154 |
+
0.1473307,0.83508664,-0.0045106984,0.13380177,-0.091179885,-0.0035797886,0.13739677,-0.086228825,-0.0049443617,0.12974018,-0.08650444,-0.0024573542,0.13999376,-0.09020421,0.70315844,0.7032409
|
| 155 |
+
0.21271014,0.9925975,-0.0022614528,0.13372506,-0.09358526,-0.0025420757,0.14000563,-0.090550125,-0.0053385664,0.13339789,-0.088928215,-0.0050969385,0.13753745,-0.09017818,-0.2984833,-0.29843712
|
| 156 |
+
0.15715429,0.8454265,0.00097297225,0.13549289,-0.09457353,-0.0008662641,0.13919121,-0.09327382,-0.0026394664,0.13664159,-0.09192713,-0.0024687,0.13560013,-0.092438504,0.41497606,0.41472578
|
| 157 |
+
0.14412832,0.78022957,-0.0010390687,0.1343018,-0.0884888,-5.9575774e-05,0.13527833,-0.09395,-0.0034198782,0.13545491,-0.08930685,-0.00051393546,0.1334321,-0.09110177,0.4489931,0.4485674
|
| 158 |
+
0.21875787,0.9723911,-0.00038724532,0.1361668,-0.09050909,-0.0019662068,0.12869191,-0.08522248,-0.004749281,0.1344205,-0.084444806,-0.002059244,0.12810539,-0.08842387,-0.5199119,-0.5198126
|
| 159 |
+
0.33938977,1.5542599,-0.0025432524,0.13440914,-0.09166723,-0.005897961,0.12612478,-0.08510246,-0.00350994,0.13486022,-0.08936451,-0.004256334,0.12665644,-0.09009341,-0.3853647,-0.3852973
|
| 160 |
+
0.312315,1.3870826,-0.0020341012,0.13522463,-0.094251566,-0.0051659383,0.12695196,-0.08691318,-0.0034154786,0.13467145,-0.09044568,-0.0041957255,0.13186629,-0.09429724,-0.52349067,-0.5235758
|
| 161 |
+
0.13503844,0.76440233,0.0015015546,0.13744816,-0.09652692,-0.0054568853,0.12631148,-0.08696763,-0.001993637,0.13662404,-0.09140382,-0.0038126782,0.13365638,-0.09281812,0.69714046,0.69575834
|
| 162 |
+
0.31570032,1.4877335,-8.107629e-06,0.13373737,-0.09368179,0.0008692895,0.13319272,-0.09204568,-0.0006062309,0.13565868,-0.09205752,-0.0021724894,0.13499486,-0.09100856,-0.2524472,-0.25238323
|
| 163 |
+
0.26633716,1.3095679,0.0022961097,0.13816269,-0.09383046,4.739128e-05,0.13669963,-0.08822778,-0.0026340531,0.13529482,-0.09154597,0.0018281289,0.13741717,-0.092269145,-0.04815525,-0.04791403
|
| 164 |
+
0.3803231,1.8532311,0.002818955,0.1390084,-0.09489214,0.002467094,0.13820823,-0.094973125,-0.004026646,0.13555805,-0.08965723,-0.0009657913,0.13489012,-0.09034944,-0.092116654,-0.0920887
|
| 165 |
+
0.19848788,1.1985227,-0.0005361922,0.13567394,-0.091308676,0.0013601491,0.13775036,-0.090950854,-0.004655939,0.13562332,-0.086489074,-0.0005589174,0.1371491,-0.09069508,1.0734427,1.0733967
|
| 166 |
+
0.28374314,1.4055276,-0.0040589296,0.1315374,-0.0895332,-0.0013398048,0.13651371,-0.08804411,-0.0024116708,0.13686578,-0.090330385,-0.003798287,0.13361073,-0.08439892,-0.011828959,-0.011348724
|
| 167 |
+
0.24825811,1.2185603,-0.0013833863,0.13633367,-0.09247125,-0.0024014977,0.1376012,-0.08927763,-0.0029236563,0.13487288,-0.09052673,-0.005054795,0.13384448,-0.08817624,-0.05657631,-0.056428432
|
| 168 |
+
0.14766534,0.7679132,-0.001520603,0.13558628,-0.09310943,-0.001907591,0.13860561,-0.09032639,-0.0024552871,0.13058214,-0.08944612,-0.0031161702,0.13595103,-0.094963744,0.23747379,0.2354927
|
| 169 |
+
0.18707314,0.9496471,0.0011485862,0.13469003,-0.09446038,-0.0017311058,0.13862929,-0.08792125,-0.0021147372,0.13060066,-0.08745026,-0.0036367546,0.13459219,-0.0921585,0.11215216,0.11147165
|
| 170 |
+
0.23287281,1.141261,0.0035160491,0.13513428,-0.091050796,-0.0022423943,0.13760817,-0.08798602,-0.0018411262,0.13172367,-0.08877697,-0.00124382,0.13258488,-0.09283059,-0.064097285,-0.06407833
|
| 171 |
+
0.19052093,0.9793339,0.0010747099,0.13525927,-0.09217967,-0.005929266,0.13390094,-0.087651215,-0.0018899874,0.13272153,-0.09147287,-0.0015968268,0.13483198,-0.09216251,0.17537439,0.175426
|
| 172 |
+
0.24659196,1.2796739,-0.0030774823,0.1309431,-0.08635599,-0.007489311,0.13135788,-0.08670845,-0.0047014393,0.12865447,-0.086689785,-0.005426492,0.13214481,-0.08511247,0.22444648,0.2245698
|
| 173 |
+
0.25512654,1.2789547,-0.0068884385,0.13091542,-0.084687136,-0.0072415587,0.13217191,-0.08686694,-0.003505072,0.13506646,-0.08977644,-0.0077974554,0.13301665,-0.087698475,0.04805076,0.04815197
|
| 174 |
+
0.20430663,1.0658356,-0.005873858,0.13567986,-0.08728938,-0.002436467,0.13527814,-0.08938744,-0.0016173893,0.13828403,-0.0936663,-0.0074340147,0.13163692,-0.08979414,0.2520957,0.25197315
|
| 175 |
+
0.21401052,1.0072235,-0.006564212,0.13539436,-0.090854324,-0.0029576106,0.1319398,-0.08872416,-5.214382e-05,0.1402388,-0.092712276,-0.0041831196,0.13293773,-0.09104244,-0.25888717,-0.25844908
|
| 176 |
+
0.21548416,1.0535583,-0.003097768,0.1364074,-0.0923016,0.0021323254,0.13462856,-0.09388051,0.0018255031,0.13923474,-0.09443108,0.0007978738,0.13290985,-0.09317007,-0.07579619,-0.07560825
|
| 177 |
+
0.2769436,1.3986233,-0.0025756876,0.13370685,-0.09210011,0.0018420336,0.13187757,-0.089068465,0.0052996157,0.13824287,-0.09483959,0.0017172676,0.13220678,-0.09385181,0.08554125,0.0853405
|
| 178 |
+
0.3869474,1.8134795,-0.0013770193,0.1347606,-0.08967613,-0.0008738756,0.1319096,-0.08786081,0.0016846014,0.13327605,-0.089755245,5.9091486e-05,0.13370427,-0.09169333,-0.27827948,-0.27823877
|
| 179 |
+
0.3351525,1.6872501,-0.0030103717,0.13568501,-0.0862085,-0.0011418043,0.13485159,-0.08518387,-0.002331031,0.13227296,-0.08717487,-0.0032070456,0.13272221,-0.08817015,0.06935936,0.06940603
|
| 180 |
+
0.31956777,1.6810122,-0.0056572156,0.13328984,-0.085700214,-0.003857147,0.13488951,-0.08820776,-0.0038263989,0.13238676,-0.08718189,-0.005942471,0.13285014,-0.08792574,0.29537398,0.2953987
|
| 181 |
+
0.32265455,1.6996237,-0.0048351972,0.13374613,-0.08712394,-0.0043440145,0.13462591,-0.093260124,-0.00532456,0.13533391,-0.08776157,-0.0025550667,0.13591366,-0.092327215,0.30274385,0.30275726
|
| 182 |
+
0.2711945,1.4256508,-0.007191488,0.13238706,-0.08855835,-0.0035465234,0.13594909,-0.09160512,-0.0057383142,0.13676172,-0.08907591,-0.0011142383,0.13827664,-0.09346982,0.29199016,0.2920618
|
| 183 |
+
0.3331259,1.5446817,-0.004750806,0.13459964,-0.09130149,-0.0014583098,0.13762951,-0.09187517,-0.004721168,0.13774943,-0.089320436,0.00040102052,0.1389153,-0.09486406,-0.32844263,-0.32793856
|
| 184 |
+
0.27813107,1.3030615,-0.0028036064,0.13457543,-0.09293219,0.0010809484,0.13752837,-0.09618195,-0.004043571,0.13827436,-0.0885551,-0.0011850959,0.13538127,-0.09249518,-0.28026605,-0.2798066
|
| 185 |
+
0.27796277,1.2789732,-0.0028169777,0.13197108,-0.08768933,2.883654e-05,0.13479559,-0.09070963,-0.0039254874,0.13528845,-0.08386068,-0.0034694425,0.13177401,-0.082818985,-0.36382937,-0.3636303
|
| 186 |
+
0.35731614,1.594097,-0.0038975854,0.13137114,-0.087233275,-0.0038720574,0.13353823,-0.08605678,-0.009336472,0.1286457,-0.08013416,-0.006123899,0.13311502,-0.08625399,-0.5034897,-0.50356245
|
| 187 |
+
0.23915692,1.186387,-0.0041809436,0.13184355,-0.08926393,-0.0058949147,0.13225481,-0.08476848,-0.008633552,0.12748745,-0.08298128,-0.006992334,0.13289374,-0.085847594,-0.0033130646,-0.004164219
|
| 188 |
+
0.1938016,0.9357611,-0.0050986484,0.13303462,-0.090678714,-0.0058711716,0.12930559,-0.08483255,-0.007222431,0.12735498,-0.082197934,-0.0049559046,0.13400513,-0.0858481,-0.13549948,-0.13642073
|
| 189 |
+
0.12803076,0.70394963,-0.003729667,0.13440837,-0.0908028,-0.0048890566,0.13216782,-0.08762633,-0.005329108,0.12983257,-0.08405905,-0.0028485556,0.13413748,-0.08832616,0.538012,0.5334158
|
| 190 |
+
0.24551873,1.1997753,-0.0029401935,0.13430066,-0.09060164,-0.0020705685,0.13335891,-0.087007925,-0.0020862818,0.13199294,-0.08559992,-0.0014079744,0.13225202,-0.086781494,-0.07755184,-0.07817364
|
| 191 |
+
0.08419101,0.427484,-0.00028771907,0.13769633,-0.09472643,0.0004853513,0.13504955,-0.08940373,-0.002519846,0.13060585,-0.08582721,-0.0018712999,0.13336949,-0.08916532,0.11416477,0.11267996
|
| 192 |
+
0.19860241,1.0173838,0.0027926443,0.14021382,-0.09488717,-0.00025288155,0.1355104,-0.08936805,-0.0021413183,0.13719417,-0.08807973,-0.0014127593,0.13683367,-0.08889636,0.15837449,0.15784693
|
| 193 |
+
0.20794703,1.1073698,0.0024227593,0.1402377,-0.09013838,-0.00031915447,0.1391549,-0.08747051,-0.00021532224,0.14047335,-0.08979597,-0.003513943,0.13809526,-0.08844287,0.36057305,0.3603797
|
| 194 |
+
0.30230412,1.5094843,-0.0010967199,0.13921659,-0.088615835,-0.0042111115,0.135326,-0.085429244,-0.003848378,0.138158,-0.08990682,-0.0043599587,0.13756415,-0.08708709,0.028474927,0.0283947
|
| 195 |
+
0.3047402,1.5261065,-0.004533614,0.1369164,-0.08581597,-0.005331612,0.13702609,-0.08880875,-0.00210586,0.13782826,-0.08890752,-0.004190443,0.13697208,-0.08961976,0.043066144,0.043024063
|
| 196 |
+
0.27898413,1.3880485,-0.005423584,0.1373477,-0.089712806,-0.0036609166,0.13821897,-0.09041872,-0.0029751707,0.13866448,-0.0911849,-0.0041775377,0.13668132,-0.08862036,0.010522187,0.010498047
|
| 197 |
+
0.1783866,0.9394804,-0.0040048393,0.13606812,-0.09099981,-0.00047021685,0.13953805,-0.09539951,-0.004512788,0.13727395,-0.09196495,-0.0021512154,0.13629828,-0.0914955,0.3017938,0.30167198
|
| 198 |
+
0.2740003,1.2367555,-0.0012824296,0.1359466,-0.08963459,-0.00010285713,0.13661432,-0.09037774,-0.0026538211,0.13689095,-0.08949127,-0.0019130472,0.13417262,-0.09062149,-0.45156318,-0.45116806
|
| 199 |
+
0.23475362,1.1596903,-0.0017932907,0.13203773,-0.08532002,0.0007726918,0.13476788,-0.09161917,-0.00088749174,0.13610072,-0.08772099,-0.0039450815,0.13145006,-0.08660993,-0.02483493,-0.02483797
|
| 200 |
+
0.3012544,1.3958708,-0.0053827194,0.12906437,-0.085337214,0.0013518031,0.1351406,-0.09245316,-0.004956278,0.13392676,-0.088192105,0.0021294067,0.13265735,-0.092428826,-0.33129454,-0.3313408
|
| 201 |
+
0.28204334,1.3993545,-0.0068394304,0.12983756,-0.082966365,-0.0007141805,0.1337395,-0.08841426,-0.006647052,0.13365471,-0.08743684,0.00034343917,0.13104455,-0.089141935,-0.0032798052,-0.003382206
|
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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: '0'
|
| 126 |
num: 0
|
| 127 |
-
config_name:
|
| 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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: ???
|
| 126 |
num: ???
|
| 127 |
-
config_name:
|
| 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:
|
| 172 |
n_eval_steps: 5
|
| 173 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 174 |
n_eval_episodes: 1
|
| 175 |
-
continue_training:
|
| 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 @@
|
|
| 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 |
-
200,2.215923309326172,2.178886158466339,0.
|
| 3 |
400,2.052154064178467,2.0057379746437074,0.2015776119939983,1.2965798051655293,,,
|
| 4 |
-
600,1.657468318939209,1.6308093738555909,0.
|
| 5 |
-
800,1.
|
| 6 |
-
1000,1.
|
| 7 |
-
1200,1.
|
| 8 |
-
1400,1.7082877159118652,1.
|
| 9 |
-
1600,2.
|
| 10 |
-
1800,2.0076732635498047,1.
|
| 11 |
-
2000,2.113349676132202,2.074915633201599,0.
|
| 12 |
-
2000,,,,,0.2729675545915961,1.349416651725769,0.
|
| 13 |
-
2200,1.7886043787002563,1.757462260723114,0.
|
| 14 |
-
2400,1.905326247215271,1.87268221616745,0.
|
| 15 |
-
2600,1.
|
| 16 |
-
2800,2.136134386062622,2.0966275429725645,0.
|
| 17 |
-
3000,1.83486008644104,1.8024238324165345,0.
|
| 18 |
-
3200,1.
|
| 19 |
-
3400,2.3104944229125977,2.268535122871399,0.
|
| 20 |
3600,1.8571728467941284,1.8295741415023803,0.196696537733078,1.2625881353020667,,,
|
| 21 |
-
3800,1.
|
| 22 |
-
4000,2.1068570613861084,2.0674808549880983,0.
|
| 23 |
-
4000,,,,,0.
|
| 24 |
4200,2.221001386642456,2.173441207408905,0.1889707929454744,1.2485730594396591,,,
|
| 25 |
4400,1.6244914531707764,1.603151309490204,0.2225835831090808,1.3898358473181724,,,
|
| 26 |
-
4600,1.8408234119415283,1.8130400896072387,0.
|
| 27 |
-
4800,1.870537519454956,1.
|
| 28 |
-
5000,2.095461368560791,2.
|
| 29 |
-
5200,2.0842318534851074,2.0471394872665405,0.
|
| 30 |
-
5400,1.9830867052078247,1.983041582107544,0.
|
| 31 |
-
5600,2.294222831726074,2.2294535040855408,0.
|
| 32 |
-
5800,1.6575428247451782,1.6355635690689088,0.
|
| 33 |
-
6000,1.918923020362854,1.892073254585266,0.
|
| 34 |
-
6000,,,,,0.
|
| 35 |
-
6200,1.
|
| 36 |
-
6400,1.7403849363327026,1.
|
| 37 |
6600,2.103626012802124,2.072957546710968,0.193783069960773,1.2595310336351395,,,
|
| 38 |
-
6800,1.
|
| 39 |
-
7000,1.
|
| 40 |
-
7200,2.0778393745422363,2.039259150028229,0.
|
| 41 |
7400,2.403651237487793,2.348510444164276,0.1853231644630432,1.2298818024992944,,,
|
| 42 |
-
7600,1.954401969909668,1.
|
| 43 |
-
7800,2.0547144412994385,2.018740713596344,0.
|
| 44 |
8000,1.825852632522583,1.7986877274513244,0.2037522228434682,1.2927338111400604,,,
|
| 45 |
-
8000,,,,,0.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 |
+
200,2.215923309326172,2.178886158466339,0.1892511014640331,1.2497942793369292,,,
|
| 3 |
400,2.052154064178467,2.0057379746437074,0.2015776119939983,1.2965798051655293,,,
|
| 4 |
+
600,1.657468318939209,1.6308093738555909,0.2102437691390514,1.3125029289722443,,,
|
| 5 |
+
800,1.8641546964645384,1.832259805202484,0.2090877215750515,1.3231060683727265,,,
|
| 6 |
+
1000,1.936771869659424,1.904841787815094,0.1958062586188316,1.2648703730106354,,,
|
| 7 |
+
1200,1.8159602880477903,1.782293801307678,0.1986672080121934,1.269888894557953,,,
|
| 8 |
+
1400,1.7082877159118652,1.6820062279701231,0.2104225939884781,1.3248612597584724,,,
|
| 9 |
+
1600,2.1527419090271,2.123725907802582,0.1904281450808048,1.2540394791960716,,,
|
| 10 |
+
1800,2.0076732635498047,1.9721204614639285,0.1979572035558521,1.267435736656189,,,
|
| 11 |
+
2000,2.113349676132202,2.074915633201599,0.2001889647915959,1.2874785244464877,,,
|
| 12 |
+
2000,,,,,0.2729675545915961,1.349416651725769,0.1066416054964065
|
| 13 |
+
2200,1.7886043787002563,1.757462260723114,0.2022011987492442,1.2875244030356408,,,
|
| 14 |
+
2400,1.905326247215271,1.87268221616745,0.20589977607131,1.3208553160727023,,,
|
| 15 |
+
2600,1.8434627056121824,1.8159856176376343,0.207335295304656,1.3218952897191047,,,
|
| 16 |
+
2800,2.136134386062622,2.0966275429725645,0.1919127548113465,1.262472815811634,,,
|
| 17 |
+
3000,1.83486008644104,1.8024238324165345,0.1922867264039814,1.225809969007969,,,
|
| 18 |
+
3200,1.9324848651885984,1.878355610370636,0.1888504524901509,1.2311405205726624,,,
|
| 19 |
+
3400,2.3104944229125977,2.268535122871399,0.1828971402160823,1.2123471239209176,,,
|
| 20 |
3600,1.8571728467941284,1.8295741415023803,0.196696537733078,1.2625881353020667,,,
|
| 21 |
+
3800,1.9183093309402464,1.8773380875587464,0.2002478726021945,1.2825402891635895,,,
|
| 22 |
+
4000,2.1068570613861084,2.0674808549880983,0.1935086103715002,1.2644554883241654,,,
|
| 23 |
+
4000,,,,,0.2662385860458016,1.372966255545616,0.3087026178836822
|
| 24 |
4200,2.221001386642456,2.173441207408905,0.1889707929454744,1.2485730594396591,,,
|
| 25 |
4400,1.6244914531707764,1.603151309490204,0.2225835831090808,1.3898358473181724,,,
|
| 26 |
+
4600,1.8408234119415283,1.8130400896072387,0.213008592557162,1.356156804561615,,,
|
| 27 |
+
4800,1.870537519454956,1.842104976177216,0.2107890535704791,1.347170233130455,,,
|
| 28 |
+
5000,2.095461368560791,2.055112538337708,0.199144703540951,1.282731349170208,,,
|
| 29 |
+
5200,2.0842318534851074,2.0471394872665405,0.2030847768299281,1.302403545975685,,,
|
| 30 |
+
5400,1.9830867052078247,1.983041582107544,0.2155105652473866,1.3612309750914573,,,
|
| 31 |
+
5600,2.294222831726074,2.2294535040855408,0.2060387668944895,1.3202654984593392,,,
|
| 32 |
+
5800,1.6575428247451782,1.6355635690689088,0.2214954222179949,1.3850254395604134,,,
|
| 33 |
+
6000,1.918923020362854,1.892073254585266,0.2028489858657121,1.3063191911578178,,,
|
| 34 |
+
6000,,,,,0.2989050562307238,1.2862347973138093,-0.6212868690490723
|
| 35 |
+
6200,1.8001954555511477,1.7737500262260435,0.2125385132990777,1.3521156919002533,,,
|
| 36 |
+
6400,1.7403849363327026,1.706812274456024,0.203180532772094,1.2814245381951332,,,
|
| 37 |
6600,2.103626012802124,2.072957546710968,0.193783069960773,1.2595310336351395,,,
|
| 38 |
+
6800,1.906318545341492,1.862517666816712,0.2012168103270232,1.2939874812960626,,,
|
| 39 |
+
7000,1.9115910530090328,1.8784209752082823,0.2064082986302673,1.3126404213905334,,,
|
| 40 |
+
7200,2.0778393745422363,2.039259150028229,0.1946625636518001,1.278328608572483,,,
|
| 41 |
7400,2.403651237487793,2.348510444164276,0.1853231644630432,1.2298818024992944,,,
|
| 42 |
+
7600,1.954401969909668,1.924138283729553,0.2044547326490283,1.313026237487793,,,
|
| 43 |
+
7800,2.0547144412994385,2.018740713596344,0.1930347040947526,1.2574570766091346,,,
|
| 44 |
8000,1.825852632522583,1.7986877274513244,0.2037522228434682,1.2927338111400604,,,
|
| 45 |
+
8000,,,,,0.2804295984655618,1.3463538670539856,-0.0992523580789566
|
| 46 |
+
8200,1.8165521621704102,1.7908702516555786,0.20885018587112428,1.332000552713871,,,
|
| 47 |
+
8400,2.017179012298584,1.8113340640068054,0.21824160349555313,1.3681210404634476,,,
|
| 48 |
+
8600,1.9464373588562012,1.8994291186332704,0.21665673101320862,1.3791383588314057,,,
|
| 49 |
+
8800,1.8976926803588867,1.8667690110206605,0.20385195329785347,1.314525463283062,,,
|
| 50 |
+
9000,2.127375841140747,2.075921106338501,0.20535861561074853,1.3222826737165452,,,
|
| 51 |
+
9200,1.9289108514785767,1.8819466733932495,0.2093555616401136,1.3263935628533363,,,
|
| 52 |
+
9400,2.0318236351013184,1.9752493238449096,0.205091946516186,1.3023056733608245,,,
|
| 53 |
+
9600,1.7941381931304932,1.7581786441802978,0.21345911672338844,1.3485715278983117,,,
|
| 54 |
+
9800,1.751649022102356,1.6980355286598205,0.21453085580840706,1.3380191518366338,,,
|
| 55 |
+
10000,1.7938275337219238,1.7545669507980346,0.21234424630180002,1.3452564319968223,,,
|
| 56 |
+
10000,,,,,0.2582228745892644,1.2962366989254952,0.18750008940696716
|
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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: ???
|
| 126 |
num: ???
|
| 127 |
-
config_name:
|
| 128 |
env_set: {}
|
| 129 |
env_copy: []
|
| 130 |
config:
|
|
@@ -168,11 +166,11 @@ env_kwargs: {}
|
|
| 168 |
eval_env_kwargs: {}
|
| 169 |
seed: 4
|
| 170 |
rl_mode: marl
|
| 171 |
-
total_timesteps:
|
| 172 |
n_eval_steps: 5
|
| 173 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 174 |
n_eval_episodes: 1
|
| 175 |
-
continue_training:
|
| 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=4
|
|
|
|
| 119 |
job:
|
| 120 |
+
name: test_sb3
|
| 121 |
chdir: true
|
| 122 |
+
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=marl,seed=4
|
| 123 |
id: ???
|
| 124 |
num: ???
|
| 125 |
+
config_name: test_sb3
|
| 126 |
env_set: {}
|
| 127 |
env_copy: []
|
| 128 |
config:
|
|
|
|
| 166 |
eval_env_kwargs: {}
|
| 167 |
seed: 4
|
| 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/SAC/4/ckpt_latest.zip
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:50705b40d3241b35f511f5e82501d798b0469655a32ba14a0f8c7e9576dcb7dc
|
| 3 |
+
size 10114521
|
training/marl/Airfoil3D-hard-v0/SAC/4/training_log.csv
CHANGED
|
@@ -10,3 +10,14 @@ step,training/mean_reward,training/mean_global_reward,training/mean_drag,trainin
|
|
| 10 |
1800,2.6972320079803467,2.624596424102783,0.2240102300979197,1.5827818378806113,,,
|
| 11 |
2000,3.269451379776001,3.389492275714874,0.20153391272295265,1.4972473630309104,,,
|
| 12 |
2000,,,,,0.20959094930440186,1.407730551660061,2.1423022747039795
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
1800,2.6972320079803467,2.624596424102783,0.2240102300979197,1.5827818378806113,,,
|
| 11 |
2000,3.269451379776001,3.389492275714874,0.20153391272295265,1.4972473630309104,,,
|
| 12 |
2000,,,,,0.20959094930440186,1.407730551660061,2.1423022747039795
|
| 13 |
+
2200,3.037238121032715,2.536258955001831,0.2034086620621383,1.4449638855457305,,,
|
| 14 |
+
2400,2.80844783782959,2.693871269226074,0.20847953960299492,1.525817672610283,,,
|
| 15 |
+
2600,3.2838659286499023,3.0418093848228454,0.19470985157415271,1.4390292993187905,,,
|
| 16 |
+
2800,2.997749090194702,2.898504900932312,0.1992764371819794,1.4746399301290511,,,
|
| 17 |
+
3000,3.375566005706787,3.179873249530792,0.21855870897881688,1.6409114575386048,,,
|
| 18 |
+
3200,3.3393640518188477,3.2644237327575683,0.22313035218045116,1.7017734777927398,,,
|
| 19 |
+
3400,3.446321487426758,4.0728792023658755,0.1924893609061837,1.5228158575296402,,,
|
| 20 |
+
3600,4.325074672698975,4.766480288505554,1.2219876933284104,12.957670984864235,,,
|
| 21 |
+
3800,-0.44631442427635193,-0.4862979030609131,0.23807509921491146,0.8932605116069317,,,
|
| 22 |
+
4000,3.345599889755249,3.317982802391052,0.19854653354734184,1.5697359174489975,,,
|
| 23 |
+
4000,,,,,0.249349541622214,1.8151073688268662,2.866494655609131
|
training/marl/Airfoil3D-medium-v0/SAC/1/config.yaml
CHANGED
|
@@ -4,7 +4,7 @@ eval_env_kwargs: {}
|
|
| 4 |
seed: 1
|
| 5 |
rl_mode: marl
|
| 6 |
total_timesteps: 20000
|
| 7 |
-
n_eval_steps:
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
continue_training: true
|
|
|
|
| 4 |
seed: 1
|
| 5 |
rl_mode: marl
|
| 6 |
total_timesteps: 20000
|
| 7 |
+
n_eval_steps: 5
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
continue_training: true
|
training/marl/Airfoil3D-medium-v0/SAC/1/multirun.yaml
CHANGED
|
@@ -169,7 +169,7 @@ eval_env_kwargs: {}
|
|
| 169 |
seed: 1
|
| 170 |
rl_mode: marl
|
| 171 |
total_timesteps: 20000
|
| 172 |
-
n_eval_steps:
|
| 173 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 174 |
n_eval_episodes: 1
|
| 175 |
continue_training: true
|
|
|
|
| 169 |
seed: 1
|
| 170 |
rl_mode: marl
|
| 171 |
total_timesteps: 20000
|
| 172 |
+
n_eval_steps: 5
|
| 173 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 174 |
n_eval_episodes: 1
|
| 175 |
continue_training: true
|
training/marl/Airfoil3D-medium-v0/SAC/3/config.yaml
CHANGED
|
@@ -4,7 +4,7 @@ eval_env_kwargs: {}
|
|
| 4 |
seed: 3
|
| 5 |
rl_mode: marl
|
| 6 |
total_timesteps: 20000
|
| 7 |
-
n_eval_steps:
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
continue_training: true
|
|
|
|
| 4 |
seed: 3
|
| 5 |
rl_mode: marl
|
| 6 |
total_timesteps: 20000
|
| 7 |
+
n_eval_steps: 5
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
continue_training: true
|
training/marl/Airfoil3D-medium-v0/SAC/3/training_log copy.csv
ADDED
|
@@ -0,0 +1,89 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 |
+
200,1.9343628883361816,1.9306254851818083,0.2374176172167063,1.2986559024453164,,,
|
| 3 |
+
400,1.9845575094223025,1.9802571940422056,0.2354339715838432,1.3029662588238715,,,
|
| 4 |
+
600,1.86047637462616,1.8567811787128448,0.2400157945603132,1.2991804599761962,,,
|
| 5 |
+
800,1.8983871936798096,1.8952732944488528,0.2394493842869997,1.3058597254753113,,,
|
| 6 |
+
1000,1.871070146560669,1.8671870863437647,0.2342484906315803,1.2710875234007837,,,
|
| 7 |
+
1200,1.6998783349990845,1.6921581864356994,0.2190183325856924,1.1538095965981483,,,
|
| 8 |
+
1400,1.54654860496521,1.5396926307678225,0.2168971163779497,1.1091062086820602,,,
|
| 9 |
+
1600,1.9172595739364624,1.9122075164318084,0.2292486698180437,1.2542724373936651,,,
|
| 10 |
+
1800,1.8856221437454224,1.8767755019664765,0.2301404062658548,1.2518809227645398,,,
|
| 11 |
+
2000,1.869707942008972,1.8626064240932465,0.2479274947941303,1.3485059191286564,,,
|
| 12 |
+
2000,,,,,0.221981798261404,0.8436472895741463,0.2457485795021057
|
| 13 |
+
2200,1.834466576576233,1.8271987134218213,0.2473769577592611,1.3324665524065495,,,
|
| 14 |
+
2400,1.7554748058319092,1.746573133468628,0.2461104514449834,1.3044669982790946,,,
|
| 15 |
+
2600,1.941203594207764,1.9318370723724363,0.2342733272910118,1.2835501000285148,,,
|
| 16 |
+
2800,1.8067926168441768,1.8024828791618348,0.243572905510664,1.3114827999472618,,,
|
| 17 |
+
3000,1.8682355880737305,1.8630507814884183,0.2495653740316629,1.3592198786139489,,,
|
| 18 |
+
3200,1.9270106554031368,1.9205659526586527,0.2557267475128174,1.3972031253576278,,,
|
| 19 |
+
3400,1.9961791038513184,1.988420977592468,0.2567081427574157,1.4238409352302552,,,
|
| 20 |
+
3600,2.2137880325317383,2.199066228866577,0.229755859747529,1.3191558969020845,,,
|
| 21 |
+
3800,2.034419775009156,2.012793881893158,0.2103018692880869,1.166484541594982,,,
|
| 22 |
+
4000,1.865705847740173,1.844778958559036,0.2058756191283464,1.1123452603816986,,,
|
| 23 |
+
4000,,,,,0.1992590518295764,1.0492515355348586,1.6871168613433838
|
| 24 |
+
4200,1.1281508207321167,1.099277790784836,0.20981750652194023,0.9736122000217438,,,
|
| 25 |
+
4400,1.4699690341949463,1.4460700583457946,0.21092004224658012,1.0508609586954116,,,
|
| 26 |
+
4600,1.9471991062164307,1.9310366606712341,0.2193284222483635,1.206861473619938,,,
|
| 27 |
+
4800,2.023512363433838,2.015183833837509,0.2245070367306471,1.2475538015365601,,,
|
| 28 |
+
5000,1.984639286994934,1.9796507728099824,0.23971851840615271,1.3299052035808563,,,
|
| 29 |
+
5200,1.774660587310791,1.7672045600414277,0.24490308351814746,1.3076979628205299,,,
|
| 30 |
+
5400,1.7875893115997314,1.7799156045913695,0.2445288883149624,1.3138682839274407,,,
|
| 31 |
+
5600,1.8670380115509033,1.8610287821292877,0.25658572450280187,1.3939839488267898,,,
|
| 32 |
+
5800,1.768377423286438,1.7632106459140777,0.2594202972948551,1.3882250744104385,,,
|
| 33 |
+
6000,1.7543015480041504,1.7506270456314086,0.27758869901299477,1.4743129752576352,,,
|
| 34 |
+
6000,,,,,0.265952280908823,1.4660704708099366,1.9375896453857422
|
| 35 |
+
6200,1.9171795845031738,1.9096718394756318,0.2531385441124439,1.3864485064148904,,,
|
| 36 |
+
6400,1.8351867198944092,1.8275021731853485,0.26552950412034987,1.4329030585289002,,,
|
| 37 |
+
6600,1.932052731513977,1.9236972999572755,0.2694538031518459,1.478150843977928,,,
|
| 38 |
+
6800,2.0236411094665527,2.0164542531967165,0.26609456792473796,1.4886130824685098,,,
|
| 39 |
+
7000,2.073617935180664,2.0608740317821503,0.23354990758001803,1.3111414444446563,,,
|
| 40 |
+
7200,1.2600605487823486,1.2432081627845764,0.2357150287181139,1.1380723324418067,,,
|
| 41 |
+
7400,1.7809152603149414,1.7652415752410888,0.2294280582666397,1.2224054449796677,,,
|
| 42 |
+
7600,1.815948486328125,1.8057296514511108,0.2544811900705099,1.3683374065160752,,,
|
| 43 |
+
7800,0.6500775814056396,0.6319060862064362,0.23425892300903797,0.9809033328294754,,,
|
| 44 |
+
8000,1.887932300567627,1.8756373155117034,0.2448208447545767,1.329707808792591,,,
|
| 45 |
+
8000,,,,,0.2149922263622284,0.9160587719082832,0.7260415554046631
|
| 46 |
+
8200,1.9680497646331787,1.9568952465057372,0.23840657465159892,1.3156808570027352,,,
|
| 47 |
+
8400,1.900119423866272,1.8887619769573212,0.2547849518060684,1.3894907504320144,,,
|
| 48 |
+
8600,1.9583876132965088,1.9530494678020478,0.286856786981225,1.5851385325193406,,,
|
| 49 |
+
8800,1.9349457025527954,1.9253083705902099,0.26321738488972185,1.4445254722237586,,,
|
| 50 |
+
9000,1.7532655000686646,1.744497892856598,0.2799837430566549,1.4857935667037965,,,
|
| 51 |
+
9200,1.5576422214508057,1.5422883820533753,0.25862993754446506,1.3269235089421272,,,
|
| 52 |
+
9400,1.592342495918274,1.569691437482834,0.23443530201911927,1.209597507417202,,,
|
| 53 |
+
9600,1.1357825994491577,1.1050172305107118,0.22652742572128773,1.057529673576355,,,
|
| 54 |
+
9800,1.514622449874878,1.4935726010799408,0.23475080348551272,1.1970455074310302,,,
|
| 55 |
+
10000,1.912349820137024,1.895604474544525,0.24926631167531013,1.361176536977291,,,
|
| 56 |
+
10000,,,,,0.25840413212776187,1.4349951380491257,2.0010147094726562
|
| 57 |
+
10200,1.8248472213745117,1.803678184747696,0.245935774743557,1.3197681292891503,,,
|
| 58 |
+
10400,1.5772439241409302,1.5613151180744171,0.2471946607530117,1.2655407300591468,,,
|
| 59 |
+
10600,1.9038128852844238,1.8951015186309814,0.2743504001945257,1.4968949475884437,,,
|
| 60 |
+
10800,1.7560807466506958,1.740458039045334,0.27748243913054466,1.475191555917263,,,
|
| 61 |
+
11000,1.892730712890625,1.8831472897529602,0.25167285546660423,1.3718909600377083,,,
|
| 62 |
+
11200,1.8112823963165283,1.79639701962471,0.2525787393003702,1.3542218270897866,,,
|
| 63 |
+
11400,1.8730666637420654,1.8571142041683197,0.23322518959641456,1.2577724319696426,,,
|
| 64 |
+
11600,1.383384346961975,1.3663803446292877,0.23471154913306236,1.1647564655542373,,,
|
| 65 |
+
11800,1.7631165981292725,1.7563356614112855,0.31465906612575056,1.6759800800681115,,,
|
| 66 |
+
12000,1.6768487691879272,1.6689694845676422,0.29988585218787195,1.5745369973778724,,,
|
| 67 |
+
12000,,,,,0.3175215357542038,1.6743555384874345,1.7014858722686768
|
| 68 |
+
12200,1.7382614612579346,1.777181819677353,49055442.53744932,252399762.18012208,,,
|
| 69 |
+
12400,-1.1114517450332642,-1.1119955909252166,0.26933975622057915,0.6672695510089397,,,
|
| 70 |
+
12600,-1.2889331579208374,-1.2891692447662353,0.27132292695343496,0.624096794873476,,,
|
| 71 |
+
12800,0.1913435310125351,0.16718475699424742,0.2416774797439575,0.9025054904818535,,,
|
| 72 |
+
13000,0.201884463429451,0.20090076208114624,0.3220704782754183,1.2314146316051484,,,
|
| 73 |
+
13200,0.10935041308403015,0.10791438221931457,0.3439289176464081,1.2785700091719627,,,
|
| 74 |
+
13400,0.6924464702606201,0.6814060890674591,0.2724068055301905,1.155606750547886,,,
|
| 75 |
+
13600,-0.12192995101213455,-0.1468956184387207,0.2644546162337065,0.9033733975887298,,,
|
| 76 |
+
13800,-1.3057506084442139,-1.3085988795757293,0.29294478565454485,0.6702202452719211,,,
|
| 77 |
+
14000,0.8382788300514221,0.8302300781011581,0.29196397081017494,1.308250448256731,,,
|
| 78 |
+
14000,,,,,0.30179947599768636,1.6065538322925568,1.7642207145690918
|
| 79 |
+
14200,1.000101923942566,0.989578424692154,0.26816028013825416,1.2165155199170112,,,
|
| 80 |
+
14400,1.0396186113357544,1.0287204098701477,0.2835445997864008,1.3172967532277107,,,
|
| 81 |
+
14600,1.5159345865249634,1.5066643309593202,0.28954430006444454,1.4832124137878417,,,
|
| 82 |
+
14800,1.5213390588760376,1.5115688419342042,0.3057450045645237,1.5592493173480033,,,
|
| 83 |
+
15000,1.6847271919250488,1.6749105322360993,0.28069972604513166,1.4814589735865593,,,
|
| 84 |
+
15200,1.74092435836792,1.7305959045886994,0.30230960734188556,1.607465032339096,,,
|
| 85 |
+
15400,1.2978814840316772,1.2943343925476074,0.3548203993588686,1.724116867184639,,,
|
| 86 |
+
15600,1.3220504522323608,1.3180404257774354,0.35590819858014583,1.740422005355358,,,
|
| 87 |
+
15800,1.3860182762145996,1.3809119319915772,0.34192248940467834,1.6934508901834489,,,
|
| 88 |
+
16000,1.334626317024231,1.3274638843536377,0.3375640830397606,1.6509854486584663,,,
|
| 89 |
+
16000,,,,,0.3711440331488848,1.7142185482382775,1.0661966800689697
|
training/marl/Airfoil3D-medium-v0/SAC/4/training_log copy.csv
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 |
+
200,1.8594659566879272,1.8553159213066104,0.2364481181651354,1.2812767457962035,,,
|
| 3 |
+
400,2.0526986122131348,2.049628269672394,0.2403680897504091,1.3437137299776076,,,
|
| 4 |
+
600,1.7907391786575315,1.7873197436332702,0.2606303932517766,1.396181988120079,,,
|
| 5 |
+
800,1.861467242240905,1.8568243515491485,0.2718957633525133,1.4798087713122368,,,
|
| 6 |
+
1000,2.050088405609131,2.0424779617786406,0.261421831920743,1.4670259150862694,,,
|
| 7 |
+
1200,2.390907287597656,2.378154666423798,0.2171543411910534,1.2785835310816764,,,
|
| 8 |
+
1400,1.8044434785842896,1.779320468902588,0.2001069895923137,1.0692214313149453,,,
|
| 9 |
+
1600,2.153006792068481,2.1360525953769685,0.2022346172481775,1.1526458403468132,,,
|
| 10 |
+
1800,2.168281555175781,2.157652809619904,0.2668599382042885,1.519638418853283,,,
|
| 11 |
+
2000,2.3935375213623047,2.388727058172226,71940661.83563636,506258343.7474516,,,
|
| 12 |
+
2000,,,,,0.3947132559865713,1.5991753256320953,0.5129439830780029
|
| 13 |
+
2200,2.3149783611297607,2.3060281229019166,0.2029613596573472,1.1908932009339332,,,
|
| 14 |
+
2400,2.5110018253326416,2.5027698457241057,0.2638248232752084,1.5619207927584648,,,
|
| 15 |
+
2600,2.43283486366272,2.4212829339504243,0.2622358291596174,1.5304209744930268,,,
|
| 16 |
+
2800,2.789968252182007,2.781434328556061,0.2175875335931777,1.3791754975914956,,,
|
| 17 |
+
3000,2.1642653942108154,2.1554793226718902,0.2863772572576999,1.6420171135663986,,,
|
| 18 |
+
3200,2.1664955615997314,2.1594885593652724,0.3046119503676891,1.7524473410844803,,,
|
| 19 |
+
3400,1.832698941230774,1.8260285657644275,0.3225924008339643,1.7588810223340987,,,
|
| 20 |
+
3600,1.88934326171875,1.860784814953804,1.1549718924611807,2.600227772295475,,,
|
| 21 |
+
3800,2.330086469650269,2.327547298669815,0.1956096201390028,1.1496817663311958,,,
|
| 22 |
+
4000,2.3637008666992188,2.358107043504715,0.1958512240648269,1.1570682537555694,,,
|
| 23 |
+
4000,,,,,0.1881487274169921,1.232293547987938,2.978330373764038
|
| 24 |
+
4200,3.1257948875427246,3.11049129486084,0.2133791346848011,1.4258892112970352,,,
|
| 25 |
+
4400,2.8988094329833984,2.890832557678223,0.2667189246416092,1.7206726616621018,,,
|
| 26 |
+
4600,2.0663137435913086,2.059351453781128,0.3275469999760389,1.8418562895059585,,,
|
| 27 |
+
4800,2.380271673202514,2.370821845531464,0.3100282101333141,1.831796068251133,,,
|
| 28 |
+
5000,2.603182315826416,2.595072901248932,0.2778463017195463,1.712900777161121,,,
|
| 29 |
+
5200,2.642985820770264,2.6330279219150543,0.2772849559038877,1.724378271251917,,,
|
| 30 |
+
5400,2.911092758178711,2.901360573768616,0.2571845296025276,1.6646129241585732,,,
|
| 31 |
+
5600,3.0364553928375244,3.022441334724426,0.2374962797760963,1.5580619546771048,,,
|
| 32 |
+
5800,2.995296001434326,2.9805965769290923,0.2395570132136344,1.5617833450436591,,,
|
| 33 |
+
6000,3.1599113941192627,3.149618444442749,0.2193986736983061,1.471013957262039,,,
|
| 34 |
+
6000,,,,,0.1930042856931686,1.3467929938435554,3.411849975585937
|
| 35 |
+
6200,3.2684476375579834,3.2608573043346407,0.2157204512506723,1.471301049888134,,,
|
| 36 |
+
6400,3.153857469558716,3.145842969417572,0.2252721955627203,1.5118133562803269,,,
|
| 37 |
+
6600,3.1069564819335938,3.1001022052764893,0.2305486773699522,1.5304441818594932,,,
|
| 38 |
+
6800,2.995521306991577,2.987462501525879,0.2411379257589578,1.5765179666876792,,,
|
| 39 |
+
7000,3.180088996887207,3.173577599525452,0.2232304564863443,1.5009166857600211,,,
|
| 40 |
+
7200,3.1931426525115967,3.185103907585144,0.2227177699655294,1.5006275570392609,,,
|
| 41 |
+
7400,3.1052944660186768,3.0973298263549807,0.2269853199273347,1.507892715036869,,,
|
| 42 |
+
7600,3.2726149559021,3.2652312195301056,0.205542614609003,1.401280710399151,,,
|
| 43 |
+
7800,3.1997289657592773,3.190169743299484,0.2115573544800281,1.424630045592785,,,
|
| 44 |
+
8000,3.06896448135376,3.055685076713562,0.2135289654135704,1.411425866484642,,,
|
| 45 |
+
8000,,,,,0.1968144113570451,1.3037032997608184,3.087867498397827
|
| 46 |
+
8200,3.131752014160156,3.121637583971024,0.2096872503310441,1.3974769341945648,,,
|
| 47 |
+
8400,3.089555263519287,3.0755361449718475,0.2037026443332433,1.3482474613189697,,,
|
| 48 |
+
8600,2.9401488304138184,2.907821205854416,0.218375971391797,1.4110009846091272,,,
|
| 49 |
+
8800,2.797401666641236,2.764558186531067,0.2171737650036811,1.3691889816522598,,,
|
| 50 |
+
9000,2.820309638977051,2.789244099855423,0.2175233874469995,1.3790371742844585,,,
|
| 51 |
+
9200,2.7041056156158447,2.6727750062942506,0.220096423998475,1.3682787641882896,,,
|
| 52 |
+
9400,2.767911911010742,2.733864089250565,0.2167629341036081,1.359883796572685,,,
|
| 53 |
+
9600,2.660118341445923,2.6277483534812927,0.2253644834458828,1.3940227243304253,,,
|
| 54 |
+
9800,32.820556640625,-43.874258971214296,-213081.0144042268,178031643.6445269,,,
|
| 55 |
+
10000,2.800896644592285,2.7800902569293977,0.2276378611475229,1.4394871759414674,,,
|
| 56 |
+
10000,,,,,0.22103534899652,1.418522671163082,2.918550729751587
|
| 57 |
+
10200,2.835817813873291,2.824359962940216,0.20721476510167122,1.3184018939733506,,,
|
| 58 |
+
10400,2.968388080596924,2.9539546465873716,0.22502157002687453,1.4625416815280914,,,
|
| 59 |
+
10600,2.563065528869629,2.541582074165344,0.23371916867792605,1.4228201703727246,,,
|
| 60 |
+
10800,2.495497703552246,2.48329102396965,0.25336092330515386,1.5347212201356888,,,
|
| 61 |
+
11000,2.5516326427459717,2.529242798089981,0.25706258982419966,1.565390000641346,,,
|
| 62 |
+
11200,1.8824855089187622,1.8647435200214386,0.21462142370641232,1.1665950229763984,,,
|
| 63 |
+
11400,1.5815261602401733,1.5624039471149445,0.21424444071948529,1.100918438732624,,,
|
| 64 |
+
11600,2.3774635791778564,2.357070496082306,0.2355289101600647,1.3970291891694069,,,
|
| 65 |
+
11800,2.179502487182617,2.1490863966941833,0.2342812564969063,1.3442399296164513,,,
|
| 66 |
+
12000,2.438041925430298,2.4148887324333193,0.23665441997349262,1.4136370491981507,,,
|
| 67 |
+
12000,,,,,0.26180826909840105,1.5007039287686348,2.167177677154541
|
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
|
| 120 |
job:
|
| 121 |
-
name:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0
|
| 124 |
id: '0'
|
| 125 |
num: 0
|
| 126 |
-
config_name:
|
| 127 |
env_set: {}
|
| 128 |
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
|
| 123 |
id: '0'
|
| 124 |
num: 0
|
| 125 |
+
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
|
| 120 |
job:
|
| 121 |
-
name:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0
|
| 124 |
id: ???
|
| 125 |
num: ???
|
| 126 |
-
config_name:
|
| 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:
|
| 171 |
-
n_eval_steps:
|
| 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
|
| 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
|
| 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
|
|
|
|
| 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-hard-v0/PPO/0/overrides.yaml
CHANGED
|
@@ -1,5 +1,4 @@
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
| 4 |
-
- total_timesteps=20000
|
| 5 |
- seed=0
|
|
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- 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
|
| 118 |
-
- total_timesteps=20000
|
| 119 |
- seed=1
|
| 120 |
job:
|
| 121 |
-
name:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=1
|
| 124 |
id: '0'
|
| 125 |
num: 0
|
| 126 |
-
config_name:
|
| 127 |
env_set: {}
|
| 128 |
env_copy: []
|
| 129 |
config:
|
|
|
|
| 115 |
- env_id=Airfoil3D-hard-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-hard-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-hard-v0/PPO/1/overrides.yaml
CHANGED
|
@@ -1,5 +1,4 @@
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
| 4 |
-
- total_timesteps=20000
|
| 5 |
- seed=1
|
|
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
|
|
|
| 4 |
- seed=1
|
training/sarl/Airfoil3D-hard-v0/PPO/2/overrides.yaml
CHANGED
|
@@ -1,5 +1,4 @@
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
| 4 |
-
- total_timesteps=20000
|
| 5 |
- seed=2
|
|
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
|
|
|
| 4 |
- seed=2
|
training/sarl/Airfoil3D-hard-v0/PPO/2/test/test_eval_episode_0.csv
ADDED
|
@@ -0,0 +1,201 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,reward
|
| 2 |
+
0.25568813,1.2111717,0.0037544882,0.006528249,0.0025916114,0.030763559,-0.068756424,0.010824281,-0.09552624,-0.00579098,-0.07727501,-0.019669937,-0.063260995,-0.092880115,4.736910343170166
|
| 3 |
+
0.19306462,1.1279925,-0.0019236467,0.0027884054,0.006387947,0.018968184,-0.07198536,0.0075482535,-0.09230194,-0.0049870196,-0.07746633,-0.008372233,-0.068532065,-0.09701558,5.842564582824707
|
| 4 |
+
0.26382226,1.2247372,-0.0035336213,0.006522771,-0.0010712403,0.026606014,-0.075611405,0.0028742324,-0.09127737,-0.003007934,-0.08474902,-0.0129867885,-0.07403261,-0.101943135,4.642281532287598
|
| 5 |
+
0.2643687,1.296614,-0.003234724,0.007747222,0.0013090638,0.02122932,-0.07196633,0.0050359713,-0.091354094,-0.011581936,-0.07831205,-0.020158952,-0.07668313,-0.08945474,4.904566764831543
|
| 6 |
+
0.08167929,0.34955198,-0.001150655,0.010055848,0.0028483174,0.020857338,-0.06502422,0.015773654,-0.08945336,-0.009653208,-0.069685616,-0.018926347,-0.07503461,-0.08722174,4.279566764831543
|
| 7 |
+
0.22978842,1.0837156,-0.0012858788,0.008394619,0.00085202605,0.021985183,-0.066794924,0.017137205,-0.106746495,-0.010248768,-0.07441544,-0.027408907,-0.083628505,-0.08890595,4.716145038604736
|
| 8 |
+
0.29403517,1.3528565,0.0028540017,0.005189603,-0.0022240472,0.023401575,-0.06927829,0.011347043,-0.10573556,-0.007782982,-0.07652242,-0.02909576,-0.06587048,-0.08222713,4.601002216339111
|
| 9 |
+
0.40578163,1.7723305,0.0022157617,0.008096583,-0.008251832,0.023593897,-0.06330626,0.015556126,-0.08421092,-0.013108402,-0.06769223,-0.02552295,-0.05859627,-0.072268,4.367695331573486
|
| 10 |
+
0.27598545,1.2613162,-0.004548328,0.010232188,-0.0041462868,0.030927818,-0.070366256,0.015063764,-0.0887734,-0.0140559375,-0.06986523,-0.03276411,-0.058117263,-0.07291797,4.570227146148682
|
| 11 |
+
0.39550653,1.5999706,-0.0055650435,0.012904746,-0.00030261697,0.022685148,-0.06910787,0.01194249,-0.08602945,-0.014525811,-0.067828506,-0.03349245,-0.05521836,-0.07596684,4.045371055603027
|
| 12 |
+
0.20120601,0.8912046,-0.00728602,0.014088049,-0.0021250146,0.022694433,-0.07479017,0.012455576,-0.09104418,-0.01191187,-0.071615,-0.026728977,-0.0670812,-0.088842966,4.429314136505127
|
| 13 |
+
0.19240104,0.8377978,0.00080304046,0.015683047,-7.870281e-05,0.023138631,-0.061967835,0.0099432105,-0.08420368,-0.0039840625,-0.072213076,-0.01861353,-0.06303429,-0.08495452,4.354434967041016
|
| 14 |
+
0.093859605,0.49136198,0.002239291,0.008566978,0.0062196506,0.023369597,-0.06309969,0.010373326,-0.09635892,-0.0051838714,-0.0703147,-0.02166289,-0.0662283,-0.08268195,5.235074043273926
|
| 15 |
+
0.24251847,1.1183252,0.006191777,0.0028009,0.0033786627,0.0177213,-0.06107022,0.015196949,-0.1061433,-0.0059552435,-0.072134875,-0.023948578,-0.0781496,-0.09161575,4.61129903793335
|
| 16 |
+
0.29567575,1.4088029,0.008948023,0.0026071486,-0.0005787178,0.020678196,-0.072671555,0.008646813,-0.10131603,-0.005005123,-0.07840837,-0.017835515,-0.073610164,-0.09452725,4.764688491821289
|
| 17 |
+
0.3082984,1.4725287,0.00015998643,0.0017495622,-0.0034367722,0.022440216,-0.07167246,0.010762236,-0.099770226,-0.015721872,-0.07237181,-0.029933691,-0.06767679,-0.0833957,4.776309967041016
|
| 18 |
+
0.27141944,1.2939107,0.0015540608,-0.001294203,0.0006358819,0.021294877,-0.07448039,0.0056485995,-0.09493727,-0.018492524,-0.07023687,-0.029222276,-0.06434138,-0.07978272,4.767199993133545
|
| 19 |
+
0.34917703,1.451883,0.0012131176,0.006864096,-0.0042989007,0.017261108,-0.07497477,0.01136977,-0.092074424,-0.013595382,-0.078850515,-0.034681696,-0.06799061,-0.089128174,4.158013820648193
|
| 20 |
+
0.23532876,0.9565145,0.00061813195,0.011672781,-0.0037630722,0.019879228,-0.071996085,0.011901968,-0.089209355,-0.008322134,-0.07848478,-0.029056102,-0.06721833,-0.09342162,4.0645880699157715
|
| 21 |
+
0.19474614,0.834963,0.0040489044,0.008527015,-0.0025209365,0.022893878,-0.06876766,0.014039165,-0.097369246,-0.008083617,-0.07293049,-0.033537447,-0.066644005,-0.0834521,4.287443161010742
|
| 22 |
+
0.40019667,1.6358482,0.0036817342,0.0054398603,-0.004539687,0.035651132,-0.06610542,0.013870389,-0.09897996,-0.0039878106,-0.07169989,-0.030471787,-0.0720906,-0.082388915,4.087610721588135
|
| 23 |
+
0.12243368,0.73942596,0.0048771943,0.0016244632,-0.0041853623,0.037898142,-0.06817221,0.014057976,-0.09648251,-0.005782222,-0.0682261,-0.029729819,-0.07290565,-0.085089356,6.039400100708008
|
| 24 |
+
0.42015123,1.7879695,0.0021798462,0.006511844,-0.008235708,0.03199781,-0.07612116,0.004642618,-0.092805736,-0.006479053,-0.07443522,-0.03554644,-0.07253379,-0.087848715,4.255537986755371
|
| 25 |
+
0.18436898,0.7845412,-0.00048152485,0.014701143,-0.006853737,0.02878433,-0.07174288,0.0018826831,-0.0795544,-0.007904026,-0.07168305,-0.030836698,-0.066497624,-0.07616531,4.255277633666992
|
| 26 |
+
0.17492568,0.88307005,-0.00018798781,0.010924307,-0.0032028812,0.024536353,-0.07508045,0.008152975,-0.07989175,-0.016183505,-0.07183602,-0.017310148,-0.07346029,-0.08523113,5.048258304595947
|
| 27 |
+
0.10301573,0.4737394,-0.0039589135,0.0057431296,-0.0021213004,0.023857588,-0.06867289,0.01740143,-0.09146397,-0.019348089,-0.07134386,-0.016568772,-0.07292328,-0.08812016,4.5987091064453125
|
| 28 |
+
0.10787111,0.48182732,0.0069049764,0.01019271,0.0021495135,0.021610226,-0.06084411,0.013377051,-0.09879698,-0.008168793,-0.07991116,-0.025100594,-0.07092757,-0.08353413,4.4666948318481445
|
| 29 |
+
0.24132206,1.0552351,0.011591176,0.003962242,0.0014838157,0.023661545,-0.068359874,0.009298245,-0.10295505,-0.0030078208,-0.07749057,-0.038825877,-0.070672266,-0.08875283,4.372725486755371
|
| 30 |
+
0.32899922,1.4943274,0.008625106,0.0035164324,-0.0065841745,0.025301147,-0.06332938,0.010424819,-0.09696156,-0.002780578,-0.06889266,-0.03476944,-0.06581512,-0.08244876,4.542039394378662
|
| 31 |
+
0.31126386,1.4530462,-0.004891183,0.004085947,0.00046355743,0.026671665,-0.06741591,0.013754731,-0.1012762,-0.00735202,-0.07089872,-0.036036815,-0.0669233,-0.07705307,4.668213844299316
|
| 32 |
+
0.42932817,1.8636711,-0.0029843627,-0.00061492145,0.005789131,0.03300003,-0.069249235,0.011777166,-0.103440225,-0.013609401,-0.06749473,-0.032406036,-0.07461078,-0.07932597,4.340900897979736
|
| 33 |
+
0.36531076,1.6761719,-0.0015329149,0.0015870297,0.003337387,0.027495416,-0.075343,0.008488071,-0.098102145,-0.017545763,-0.06977952,-0.030106897,-0.07618497,-0.08723477,4.588345527648926
|
| 34 |
+
0.25013298,1.1999589,0.0011699257,0.0040229624,-0.001499048,0.024355134,-0.07351243,0.0063012387,-0.09784842,-0.014541665,-0.07712194,-0.03304747,-0.081613526,-0.08974578,4.797284126281738
|
| 35 |
+
0.2717395,1.2729031,-0.00030685065,0.011196323,-0.0033932533,0.029077062,-0.07097409,0.012587787,-0.09831057,-0.013241532,-0.078305475,-0.036684614,-0.07846195,-0.0830728,4.684276580810547
|
| 36 |
+
0.34447876,1.5722337,-0.00035952858,0.012915745,-0.0036495854,0.025832763,-0.06862927,0.01778829,-0.09448772,-0.009567759,-0.07532119,-0.024368925,-0.07156567,-0.08895455,4.564094543457031
|
| 37 |
+
0.16907923,0.8738837,-0.00092361623,0.013287516,-0.003739302,0.025691537,-0.060208548,0.024396637,-0.09413986,-0.007422628,-0.07035448,-0.018284926,-0.06685533,-0.08139285,5.168486595153809
|
| 38 |
+
0.33464482,1.6086395,0.00046577083,0.0056636883,-0.0025249738,0.031067396,-0.06253497,0.019981274,-0.09495101,-0.008475511,-0.07007379,-0.025417885,-0.06498851,-0.084359415,4.807005405426025
|
| 39 |
+
0.35551742,1.714138,0.0037796786,0.0012225906,-0.0001704595,0.019582367,-0.06394896,0.009652539,-0.09027207,-0.0104573425,-0.06924323,-0.029744856,-0.06085754,-0.07989057,4.821530342102051
|
| 40 |
+
0.2704305,1.3311272,0.00333092,0.0013933118,-0.0041545145,0.014641427,-0.07131032,0.007384912,-0.08612371,-0.0124764,-0.065411165,-0.033785243,-0.056170437,-0.08000415,4.922252178192139
|
| 41 |
+
0.3531333,1.643194,0.0054072896,0.008355633,-0.005265023,0.011082656,-0.06981703,0.003296487,-0.080627464,-0.012711737,-0.06850646,-0.030140292,-0.053289164,-0.07729903,4.653183460235596
|
| 42 |
+
0.29882538,1.3991132,0.0038873777,0.009050827,-0.008017443,0.018102193,-0.06382001,0.008937647,-0.088797,-0.008724237,-0.0738745,-0.027478911,-0.062408015,-0.08052509,4.682042598724365
|
| 43 |
+
0.23330715,1.182697,0.0038948385,0.0084886085,-0.007296175,0.02459882,-0.06546851,0.013016196,-0.07886755,-0.011087018,-0.066801764,-0.018042227,-0.061684698,-0.08178737,5.069270610809326
|
| 44 |
+
0.26639736,1.3087724,-0.0003548636,0.012395589,-0.007083201,0.022923673,-0.05929175,0.023709789,-0.07844207,-0.009797498,-0.06226393,-0.01664895,-0.060469873,-0.082254164,4.912858009338379
|
| 45 |
+
0.2197859,1.21116,-0.0006876568,0.012941149,-0.0067594075,0.023906486,-0.06254498,0.0127534,-0.08393777,-0.0064398563,-0.071838655,-0.02057438,-0.062987514,-0.08598218,5.5106353759765625
|
| 46 |
+
0.2705652,1.323983,0.0020532743,0.010819312,0.00039770314,0.016289953,-0.06274234,0.011705945,-0.08792461,-0.009041117,-0.06495911,-0.028276887,-0.07182529,-0.08679014,4.893396854400635
|
| 47 |
+
0.2576252,1.273033,-0.0005196192,0.006389445,-0.0001895586,0.018024256,-0.059275035,0.011853785,-0.08380553,-0.0142197125,-0.061579738,-0.034244616,-0.0667769,-0.075930096,4.941415309906006
|
| 48 |
+
0.2670235,1.3361082,-0.0036727334,0.006013932,-0.002125434,0.031109931,-0.06448508,0.013260558,-0.09479048,-0.0076318705,-0.06496954,-0.03407776,-0.067902714,-0.07382808,5.0037102699279785
|
| 49 |
+
0.2134032,1.1458813,-0.0081517855,0.0053803143,-0.009621952,0.03866416,-0.07001072,0.018755356,-0.098435014,-0.009959748,-0.07043765,-0.029694237,-0.071168885,-0.08206137,5.369560241699219
|
| 50 |
+
0.27232343,1.3938311,-0.003974554,0.0058655017,-0.008066056,0.034597974,-0.06983947,0.01563274,-0.09000122,-0.009153274,-0.06717906,-0.01862833,-0.0691089,-0.08264124,5.118293285369873
|
| 51 |
+
0.26852077,1.3586196,-0.003110148,0.010028679,-0.011255263,0.029989256,-0.06824706,0.016069105,-0.08445829,-0.01023762,-0.075381055,-0.025275724,-0.0664884,-0.08856375,5.0596442222595215
|
| 52 |
+
0.21998155,1.149206,-6.2070205e-05,0.009245119,-0.0093170265,0.022977352,-0.065589204,0.011143268,-0.08275136,-0.009844377,-0.07910048,-0.027878992,-0.07058129,-0.090864025,5.224102020263672
|
| 53 |
+
0.21631573,1.1052577,5.0200266e-05,0.0043357112,-0.0059582265,0.027485022,-0.06368572,0.011433532,-0.08412059,-0.00795978,-0.07240421,-0.027174061,-0.0720595,-0.08379012,5.109465599060059
|
| 54 |
+
0.32221964,1.4895756,0.0026800674,0.010480212,-0.0024336856,0.03023591,-0.06270053,0.010746968,-0.0917837,-0.003295626,-0.07305316,-0.022414288,-0.075045176,-0.080166936,4.622858047485352
|
| 55 |
+
0.19971828,1.017279,0.0049687293,0.0071524135,-0.004778659,0.034882557,-0.06907061,0.0095980475,-0.1022326,-0.007490019,-0.07697996,-0.03108905,-0.08218806,-0.08377787,5.093569755554199
|
| 56 |
+
0.3280969,1.5683943,0.00039509602,-0.0014259171,-0.0048618396,0.028084122,-0.07087348,0.011064455,-0.0987551,-0.011216303,-0.073341094,-0.02981967,-0.076415725,-0.08325309,4.780277729034424
|
| 57 |
+
0.25583488,1.2256863,-0.0043899403,0.0017869544,-0.008857547,0.028006902,-0.07573506,0.011059516,-0.097545594,-0.0058772373,-0.07737617,-0.023281988,-0.07237838,-0.08837893,4.790927410125732
|
| 58 |
+
0.296137,1.3410622,-0.0038182428,0.005317792,-0.005393741,0.024789957,-0.07655784,0.010327513,-0.09859524,-0.010852109,-0.07925862,-0.02864812,-0.075341836,-0.091518484,4.528519630432129
|
| 59 |
+
0.259085,1.2289681,-0.0025768713,0.008668835,0.000994306,0.0224632,-0.063403144,0.012787577,-0.092104234,-0.011585084,-0.069287054,-0.020583188,-0.069058,-0.07945571,4.743494033813477
|
| 60 |
+
0.39426273,1.7786425,-0.0038004266,0.00880726,-0.0010127691,0.027496789,-0.062803924,0.01243261,-0.085145645,-0.008180304,-0.06339497,-0.02233652,-0.06926132,-0.07837745,4.511312961578369
|
| 61 |
+
0.28918967,1.4391595,0.00553754,0.012584744,-0.0035903847,0.027116073,-0.0613841,0.014024388,-0.086391576,-0.011417711,-0.07041005,-0.03115185,-0.05892039,-0.075537376,4.976524829864502
|
| 62 |
+
0.41107148,1.9493368,0.008601017,0.011041969,-0.0063106613,0.026150374,-0.068444975,0.010704796,-0.09068095,-0.010543186,-0.07744113,-0.034856442,-0.060530473,-0.0810105,4.742086887359619
|
| 63 |
+
0.28099138,1.4265558,0.0036238395,0.0045453603,-0.003227646,0.024142316,-0.06646531,0.009046942,-0.08665135,-0.0065672924,-0.06502266,-0.02971355,-0.057076998,-0.0731119,5.076866626739502
|
| 64 |
+
0.28441912,1.4649477,-0.0009803757,0.007342801,0.0023272382,0.018998548,-0.06098472,0.0147888465,-0.080225915,-0.010951919,-0.06261825,-0.015599256,-0.054120675,-0.07693397,5.150665283203125
|
| 65 |
+
0.2942577,1.4179562,-0.0060105207,0.0098931035,-0.0034231264,0.01678985,-0.06291776,0.023214841,-0.08239684,-0.015101078,-0.06798818,-0.015443401,-0.060707655,-0.08401391,4.818756580352783
|
| 66 |
+
0.19705315,0.9714486,-0.004663482,0.013785067,-0.0022460455,0.01460488,-0.06318672,0.021023415,-0.0831167,-0.011684527,-0.078522384,-0.017548852,-0.06490115,-0.091556646,4.9298810958862305
|
| 67 |
+
0.25546148,1.1336226,0.0025485558,0.0062157367,-0.0040907618,0.01595924,-0.059760354,0.013199023,-0.083429895,-0.009070416,-0.078740574,-0.027040165,-0.06260061,-0.0911778,4.4375481605529785
|
| 68 |
+
0.27238995,1.2207798,0.0074321637,0.0056411857,-0.004682068,0.020949239,-0.056694064,0.010851108,-0.085547484,-0.010196605,-0.067712225,-0.034632284,-0.06379345,-0.0742908,4.481735706329346
|
| 69 |
+
0.23956928,1.1792719,0.0027904962,0.0015111446,-0.0042799227,0.03470016,-0.063332334,0.00761902,-0.094627835,-0.008223759,-0.06747556,-0.035709366,-0.071541786,-0.074283935,4.922467231750488
|
| 70 |
+
0.36574975,1.7771333,-0.0037196255,0.005010814,-0.0013989392,0.03591376,-0.07054945,0.008053486,-0.10176658,-0.009949762,-0.06966363,-0.026672795,-0.07732761,-0.082655676,4.858877658843994
|
| 71 |
+
0.25743786,1.3655677,-0.0039916662,0.0039661955,-0.0030769645,0.03078927,-0.08015909,0.011393798,-0.109979674,-0.020141875,-0.0710307,-0.036781706,-0.084700756,-0.089066945,5.304455757141113
|
| 72 |
+
0.28752998,1.4493738,-0.0027038488,-0.0003545269,-0.0110773975,0.028149405,-0.07932227,0.00515474,-0.102938846,-0.012048551,-0.07466436,-0.037971713,-0.08166251,-0.08581527,5.040774822235107
|
| 73 |
+
0.2888784,1.4357778,-0.004692212,0.0036673532,-0.00416349,0.022906316,-0.07098033,0.010147722,-0.094228305,-0.011755157,-0.06966968,-0.04048793,-0.075059675,-0.078386255,4.970180511474609
|
| 74 |
+
0.17226537,0.92112064,-0.0007552168,0.0026156208,-0.0029884484,0.025519077,-0.06317719,0.018255528,-0.09378152,-0.008738252,-0.0652682,-0.031846974,-0.0726838,-0.08022498,5.347103118896484
|
| 75 |
+
0.26389208,1.3197591,-0.00014611369,0.009330055,-0.001958128,0.02634924,-0.06331094,0.020218195,-0.09679615,-0.008344643,-0.065460764,-0.029688887,-0.06823198,-0.07877422,5.001132011413574
|
| 76 |
+
0.24298638,1.2708476,-0.0011859554,0.010566706,-0.0012624981,0.028719988,-0.065130346,0.021658773,-0.09734822,-0.009006927,-0.0697541,-0.028589677,-0.06610886,-0.07876065,5.230118274688721
|
| 77 |
+
0.2309944,1.2098105,-0.0023577968,0.0056152935,-0.002499686,0.028870223,-0.055812035,0.019661447,-0.09615786,-0.0022979947,-0.06558721,-0.030324493,-0.058351,-0.07010407,5.237401962280273
|
| 78 |
+
0.21158223,1.2141677,-0.005599159,0.008301628,-0.008268022,0.036987294,-0.061153393,0.01723112,-0.089237384,-0.006876144,-0.062213484,-0.030006325,-0.06039028,-0.06937768,5.738514423370361
|
| 79 |
+
0.13240105,0.9028496,-0.0055533336,0.0142065985,-0.0043834816,0.030832961,-0.06678464,0.014584422,-0.08909472,-0.0101511665,-0.06678148,-0.023262948,-0.06017425,-0.07236233,6.819051742553711
|
| 80 |
+
0.22365694,1.2501,-0.0054143937,0.008766107,-0.0045116004,0.027628658,-0.07114898,0.008905853,-0.08695734,-0.014218701,-0.07109071,-0.02786111,-0.06731592,-0.07785069,5.589364051818848
|
| 81 |
+
0.23356624,1.1823939,-0.005884258,0.011692348,-0.0044353753,0.020215502,-0.071302526,0.017674338,-0.086307354,-0.01253531,-0.07505388,-0.02610098,-0.07442687,-0.08389876,5.062349319458008
|
| 82 |
+
0.29401168,1.2825447,0.0017002133,0.009049267,-0.002599651,0.012084522,-0.069484495,0.011574526,-0.08557867,-0.013509142,-0.07770134,-0.022261277,-0.065514885,-0.084763415,4.3622236251831055
|
| 83 |
+
0.28404352,1.2038807,0.0010059477,0.0125057055,-4.575774e-05,0.018747455,-0.062482145,0.012846874,-0.09325882,-0.010032275,-0.07917533,-0.015092986,-0.06733727,-0.08224698,4.238367080688477
|
| 84 |
+
0.22053152,1.0538094,0.0010018955,0.012435126,0.0009057368,0.02114644,-0.06766228,0.015515785,-0.09389711,-0.008783861,-0.076562166,-0.019603685,-0.065139234,-0.07842467,4.778497695922852
|
| 85 |
+
0.18879831,0.9571103,-0.0019039171,0.013994731,-0.002493279,0.025306173,-0.06837428,0.018708099,-0.090340175,-0.0083628325,-0.07604692,-0.029563803,-0.068837866,-0.0779276,5.069485664367676
|
| 86 |
+
0.3534387,1.6349036,0.0010761997,0.009963334,-0.005972815,0.022329878,-0.06819487,0.012954264,-0.08667949,-0.009136034,-0.07277659,-0.04032907,-0.06866455,-0.0751697,4.625706195831299
|
| 87 |
+
0.09806765,0.59034115,-0.002100977,0.0074317227,-0.011469761,0.02880728,-0.07836043,0.009466279,-0.08571192,-0.01282501,-0.072823666,-0.033497512,-0.06662425,-0.080360584,6.019733905792236
|
| 88 |
+
0.35293725,1.5420107,-0.0012042917,0.0060710614,-0.0077231457,0.031622667,-0.07091993,0.006288177,-0.09396503,-0.009831856,-0.07563705,-0.041008536,-0.070694655,-0.0757323,4.369078636169434
|
| 89 |
+
0.16119249,0.760238,0.001369367,0.003218166,-0.0061294385,0.031711895,-0.07115661,0.0062743896,-0.09835292,-0.012870666,-0.07367467,-0.0362943,-0.07824533,-0.08317042,4.716336250305176
|
| 90 |
+
0.2690634,1.2538561,0.0030034333,0.010996148,-0.00751964,0.0324244,-0.07228344,0.009908847,-0.097660854,-0.011315986,-0.0772685,-0.03621346,-0.083395384,-0.08762152,4.66007661819458
|
| 91 |
+
0.22914436,1.1451334,-0.0023168959,0.011459718,-0.005842604,0.032904122,-0.0683623,0.012398901,-0.102686934,-0.012602895,-0.07967905,-0.034968007,-0.08127451,-0.08882912,4.997431755065918
|
| 92 |
+
0.41905573,1.8702971,-0.0007385592,0.0047199405,0.0036945613,0.02494895,-0.065723844,0.012986669,-0.10521565,-0.009034685,-0.07106162,-0.0280559,-0.07028444,-0.085994594,4.463122367858887
|
| 93 |
+
0.29208004,1.4271808,0.0023863725,0.002699372,0.0054618362,0.023866871,-0.06712935,0.01693138,-0.10444615,-0.010902512,-0.06689202,-0.028531976,-0.06505021,-0.083723076,4.886265754699707
|
| 94 |
+
0.30539244,1.5022372,0.0071555115,0.0034537972,0.0017539454,0.024524229,-0.071591295,0.009610089,-0.09182481,-0.012022817,-0.067733645,-0.034530025,-0.05845052,-0.08574867,4.919038772583008
|
| 95 |
+
0.3925828,1.7849907,0.002484017,0.004447349,0.005187667,0.025066864,-0.06785426,0.006404733,-0.085838795,-0.009092671,-0.05996616,-0.036622882,-0.06074792,-0.07586742,4.546787738800049
|
| 96 |
+
0.37529936,1.6871003,-0.0028176485,0.0036731637,-0.0009602257,0.020446131,-0.062260535,0.011750423,-0.085640945,-0.010750064,-0.061690107,-0.024604596,-0.060185738,-0.0800296,4.495345592498779
|
| 97 |
+
0.38610485,1.7778387,-0.003227734,0.013438634,-0.0056945365,0.015004794,-0.062456097,0.019345758,-0.08455663,-0.011685735,-0.07148427,-0.01474219,-0.057067476,-0.08140608,4.604548931121826
|
| 98 |
+
0.25096124,1.197188,0.0014798805,0.008255513,0.000969952,0.01614033,-0.063656084,0.02228725,-0.09046557,-0.015266924,-0.07371068,-0.011556411,-0.06244409,-0.08839273,4.770410060882568
|
| 99 |
+
0.31492314,1.4103987,0.0062280837,0.01227385,0.0014195219,0.015053758,-0.059142765,0.0186488,-0.08914143,-0.009018387,-0.07159097,-0.022247672,-0.06128306,-0.08570912,4.478549003601074
|
| 100 |
+
0.20185108,1.0669489,0.0065083634,0.011254492,-0.0008238377,0.01559873,-0.06030159,0.014485678,-0.085259266,-0.009220499,-0.07140141,-0.024272544,-0.06093779,-0.09383652,5.285821914672852
|
| 101 |
+
0.30280453,1.3619703,0.00532019,0.011618817,-0.006065156,0.024003388,-0.06094375,0.012908103,-0.08179728,-0.00839756,-0.06586334,-0.030453226,-0.057992235,-0.07553952,4.4978532791137695
|
| 102 |
+
0.078961,0.42806166,0.0036170296,0.009027011,-0.009152462,0.027451733,-0.06513864,0.0077262414,-0.089938514,-0.0043771383,-0.06900431,-0.032405425,-0.07011623,-0.07397272,5.421178340911865
|
| 103 |
+
0.25454018,1.2232757,-0.006498724,0.0054395935,-0.007077612,0.03896532,-0.07054514,0.010972534,-0.09371119,-0.0027738516,-0.07043409,-0.031159451,-0.07321862,-0.07906368,4.805825710296631
|
| 104 |
+
0.27519828,1.3512462,-0.0030249935,0.004405812,-0.008954207,0.031660028,-0.07857164,0.012221714,-0.0998305,-0.011065953,-0.07766449,-0.02309848,-0.074736,-0.09560243,4.9100823402404785
|
| 105 |
+
0.35761464,1.6195512,-0.0029127318,0.006836547,-0.0031434195,0.027876638,-0.076280676,0.008813532,-0.105908684,-0.009352875,-0.08222338,-0.03182409,-0.07836761,-0.09075247,4.52876091003418
|
| 106 |
+
0.2339204,1.1837907,-0.00250467,0.007990907,-0.0018660773,0.031349946,-0.072961725,0.009802297,-0.10720766,-0.012428026,-0.07957912,-0.044252828,-0.0790109,-0.08297407,5.0606560707092285
|
| 107 |
+
0.28404462,1.3379959,0.0015556255,-0.0012886104,0.004411864,0.024826296,-0.06307897,0.008718033,-0.09760843,-0.011083179,-0.07001014,-0.030271146,-0.06958053,-0.08521637,4.710513114929199
|
| 108 |
+
0.23207882,1.1073663,0.0021206844,-0.005746133,0.0039225966,0.024957472,-0.06439676,0.007712749,-0.098291166,-0.009389221,-0.07091825,-0.02441762,-0.07096436,-0.08960477,4.771509647369385
|
| 109 |
+
0.3479399,1.588362,0.005919957,-0.00026642194,-6.615976e-05,0.026414728,-0.06460965,0.009141743,-0.0941974,-0.0102175,-0.07245692,-0.025118973,-0.065319546,-0.082558684,4.565046787261963
|
| 110 |
+
0.2932718,1.3715111,0.0010915386,0.006383215,-0.00016108947,0.023832249,-0.0701788,0.007435514,-0.09371806,-0.012757678,-0.07655416,-0.02382734,-0.06198789,-0.08311559,4.676587104797363
|
| 111 |
+
0.18968387,0.99535465,0.0040324894,0.0073131076,0.0057709105,0.017860325,-0.07108779,0.0068161055,-0.09119738,-0.0061650355,-0.07589364,-0.01603358,-0.063461445,-0.09590158,5.247439384460449
|
| 112 |
+
0.2878038,1.3302388,0.0062123258,0.00956333,0.0059319846,0.014709071,-0.07132576,0.010474314,-0.08508604,-0.0077964803,-0.079162724,-0.014895506,-0.058127265,-0.09817443,4.622033596038818
|
| 113 |
+
0.32556367,1.4162798,0.0033159656,0.010248077,0.00705861,0.01845444,-0.06195652,0.015499694,-0.08412113,-0.007704495,-0.07637183,-0.015808824,-0.062709354,-0.08688138,4.350239276885986
|
| 114 |
+
0.28455174,1.3004425,0.006133888,0.0066811484,0.0042307703,0.021455476,-0.06784976,0.009176553,-0.09041205,-0.009235158,-0.07708652,-0.023154315,-0.063946396,-0.08378508,4.570144176483154
|
| 115 |
+
0.25804642,1.1377118,0.008800991,0.009327774,0.0044685733,0.02346046,-0.068574585,0.0054257326,-0.091050796,-0.0064016404,-0.07875821,-0.0268858,-0.066146985,-0.08682644,4.408942222595215
|
| 116 |
+
0.19985378,0.8242915,0.0073239775,0.006165149,-0.001552695,0.02542391,-0.07378676,0.0028627533,-0.094077535,-0.00890715,-0.076967485,-0.02980218,-0.07379108,-0.090830214,4.1244730949401855
|
| 117 |
+
0.35993704,1.4145672,0.0032189325,-0.0013852952,-0.00092305685,0.019034915,-0.07461182,0.0015053664,-0.09881277,-0.007262315,-0.0771633,-0.030652016,-0.07290093,-0.0968722,3.9300408363342285
|
| 118 |
+
0.15621531,0.6977686,0.00073028344,-0.003509209,0.0006702747,0.024460575,-0.06588916,0.0069317943,-0.1035861,-0.007249987,-0.068776466,-0.026134811,-0.080469266,-0.0937322,4.466711044311523
|
| 119 |
+
0.24339208,1.1113894,0.00616509,-0.003460892,-0.0038353498,0.024994114,-0.056206908,0.008369044,-0.09363872,-0.0075670397,-0.064630434,-0.022125423,-0.079472356,-0.081613734,4.566251277923584
|
| 120 |
+
0.10557239,0.62112844,0.0034757666,0.0002446411,0.0019104406,0.022237262,-0.070224606,0.00778586,-0.09369389,-0.010463312,-0.06250499,-0.030376513,-0.07381864,-0.082448095,5.883436679840088
|
| 121 |
+
0.45136043,1.9637123,0.004576076,0.004404949,-0.007318078,0.029941894,-0.07671083,0.0034652543,-0.0918073,-0.0163134,-0.0677036,-0.0357846,-0.07379445,-0.08069582,4.35065221786499
|
| 122 |
+
0.28091964,1.3182424,-9.18319e-06,0.010130602,-0.007596285,0.027031297,-0.071954064,0.009823336,-0.089193456,-0.013772985,-0.07161815,-0.03880294,-0.07174569,-0.07719741,4.692595958709717
|
| 123 |
+
0.27852196,1.2719145,-0.004743159,0.009475723,-0.0040473174,0.0224655,-0.07559003,0.014696623,-0.10154949,-0.01626726,-0.07805257,-0.033087883,-0.07522706,-0.08758848,4.566658020019531
|
| 124 |
+
0.2670536,1.2157264,-0.007590951,0.011921795,-0.00073387777,0.026045276,-0.07686207,0.022351926,-0.098427676,-0.015179659,-0.07467246,-0.027118102,-0.066134475,-0.09206657,4.5523681640625
|
| 125 |
+
0.15143377,0.8233011,-0.008796876,0.007652289,-0.0024240916,0.023158768,-0.07668268,0.02316598,-0.091476426,-0.008031098,-0.0718237,-0.02338217,-0.06493718,-0.09065559,5.436707496643066
|
| 126 |
+
0.22123112,1.0521275,-0.0024585063,0.010008293,-0.0038898638,0.026447391,-0.0662478,0.020230176,-0.07916751,-0.0033502462,-0.07366169,-0.028260238,-0.059582144,-0.080132134,4.755784511566162
|
| 127 |
+
0.46198106,1.844536,0.0007394637,0.006240257,-0.0014663008,0.02497675,-0.06866833,0.01702244,-0.09275226,-0.008746161,-0.07533073,-0.0367807,-0.069436,-0.08321184,3.9926657676696777
|
| 128 |
+
0.4642877,1.8572549,-0.0028945226,0.005368528,0.0006782934,0.02399969,-0.07380496,0.016653674,-0.10277133,-0.007933398,-0.07593054,-0.03228209,-0.075997755,-0.089466,4.0002241134643555
|
| 129 |
+
0.38475952,1.6274228,-0.00278083,0.0022196933,-0.004042911,0.02537124,-0.07415691,0.018135423,-0.09555424,-0.012170942,-0.06349844,-0.023207221,-0.075787015,-0.082406424,4.229714393615723
|
| 130 |
+
0.24099244,1.1724013,-0.0015392572,0.0070299297,-0.005984927,0.02982554,-0.075635515,0.018422926,-0.092412904,-0.010959359,-0.065611966,-0.01826787,-0.0738574,-0.08382239,4.8648881912231445
|
| 131 |
+
0.35758153,1.613868,-0.004917659,0.008053498,-0.012354882,0.027090885,-0.073537506,0.013317662,-0.091780946,-0.007887927,-0.06684525,-0.032979958,-0.06669564,-0.0737171,4.51328706741333
|
| 132 |
+
0.3928267,1.7218578,0.0024788328,0.009191162,-0.005244004,0.022638563,-0.06284341,0.011068537,-0.08908447,-0.013010609,-0.070839144,-0.038817905,-0.060512796,-0.07228801,4.3832502365112305
|
| 133 |
+
0.3410703,1.5867754,0.003677065,0.010175559,-0.0018818686,0.019751491,-0.062206592,0.013201199,-0.08691329,-0.015879983,-0.06934222,-0.029156225,-0.06166366,-0.078513615,4.652341365814209
|
| 134 |
+
0.33462456,1.4970422,0.00509018,0.01188201,0.0028148391,0.017354133,-0.06275732,0.011184836,-0.089703105,-0.011857801,-0.063346535,-0.023217123,-0.060100146,-0.08684464,4.473796367645264
|
| 135 |
+
0.27100977,1.2383182,0.007407099,0.009475057,0.006556846,0.013425452,-0.069686644,0.0072164093,-0.08996459,-0.009658185,-0.07447515,-0.021073358,-0.059990093,-0.094471075,4.56927490234375
|
| 136 |
+
0.12112687,0.75624794,0.010584699,-0.0010114539,0.0034573693,0.020463841,-0.06746816,-0.0017269432,-0.087868236,-0.0065412857,-0.075486496,-0.016724251,-0.06539091,-0.09890238,6.243436813354492
|
| 137 |
+
0.34450498,1.5443956,0.0056380946,0.007441808,0.0035702195,0.021824814,-0.065534875,0.010047031,-0.08758306,-0.007995762,-0.071467005,-0.014177637,-0.062420085,-0.093685545,4.482941150665283
|
| 138 |
+
0.24631345,1.1807199,-0.0016676042,0.010801292,0.0026205997,0.01913742,-0.06661431,0.018065449,-0.090233855,-0.008694943,-0.07302524,-0.012628684,-0.06359441,-0.093380205,4.7935662269592285
|
| 139 |
+
0.25486648,1.1642677,0.0023072893,0.013712787,-0.0013994593,0.022987032,-0.06272564,0.015571593,-0.089783065,-0.0023761713,-0.07402497,-0.025038376,-0.06652292,-0.08260584,4.568147659301758
|
| 140 |
+
0.23750491,1.1879591,0.004713754,0.008358213,-0.004538674,0.028904136,-0.06993201,0.008616649,-0.08925613,-0.0093792435,-0.07593659,-0.028067201,-0.07345295,-0.08839713,5.001829624176025
|
| 141 |
+
0.3140567,1.3546888,0.0046367864,0.0071585528,-0.0038386295,0.026611404,-0.07695295,0.005762236,-0.08795473,-0.01605302,-0.07591284,-0.029856918,-0.07101795,-0.088390045,4.313516616821289
|
| 142 |
+
0.23690212,0.96123254,-0.003288885,0.00962606,-0.00528622,0.023579353,-0.07845605,0.008432716,-0.0903699,-0.013840513,-0.078069456,-0.033028666,-0.07067235,-0.095865056,4.057509422302246
|
| 143 |
+
0.21581565,0.7873857,3.823184e-05,0.009116658,-0.0059755025,0.024275307,-0.06576336,0.008008223,-0.08358503,-0.011111818,-0.07390948,-0.031263515,-0.06841036,-0.085212566,3.6484179496765137
|
| 144 |
+
0.29893363,1.080132,0.0070038233,0.004814252,-0.0012852368,0.032090303,-0.06871975,0.0070734173,-0.1001632,-0.009399205,-0.07226291,-0.032753617,-0.07135482,-0.08924625,3.613283634185791
|
| 145 |
+
0.27197435,1.1923062,0.0064181658,0.0008440787,0.0015941868,0.043331284,-0.07429074,0.006937242,-0.10740364,-0.0061473376,-0.07078088,-0.027329402,-0.07630379,-0.09358091,4.383892059326172
|
| 146 |
+
0.22338822,1.0158195,0.0045049908,-0.004790564,0.0042745527,0.039334808,-0.08016868,0.0042633503,-0.10489846,-0.0060021584,-0.07325094,-0.017895613,-0.07634169,-0.10556351,4.547327995300293
|
| 147 |
+
0.34762368,1.6384091,-0.00021036237,0.0012265547,-0.003391946,0.032045815,-0.079405725,-0.001064564,-0.101267956,-0.0039363173,-0.07538194,-0.026467394,-0.0775901,-0.09492108,4.713169097900391
|
| 148 |
+
0.17310777,1.0228233,0.0022817315,-0.0024323692,-0.0065396237,0.026306245,-0.08199316,-0.0019567418,-0.1057726,-0.013624431,-0.07501187,-0.04040641,-0.075465985,-0.08709164,5.908592700958252
|
| 149 |
+
0.23826434,1.2540104,-0.000761066,-0.0029772087,-0.0033168914,0.029187286,-0.0687896,0.0032888567,-0.08612736,-0.012656216,-0.06360994,-0.035043903,-0.07077589,-0.0716835,5.263105869293213
|
| 150 |
+
0.08425282,0.7019628,0.001243984,-0.0018499525,0.0010584719,0.025754936,-0.06742994,0.010744638,-0.096685134,-0.015446799,-0.0645067,-0.022117155,-0.07090573,-0.080111094,8.331624031066895
|
| 151 |
+
0.2492754,1.2806455,-0.0027384497,0.0047270996,0.00020670705,0.022083009,-0.060046043,0.015199995,-0.09746566,-0.012366713,-0.07438081,-0.015130851,-0.06703624,-0.08273745,5.137472152709961
|
| 152 |
+
0.13685256,0.79240316,0.0014384157,0.014149261,-0.0014972342,0.020903941,-0.053577516,0.015723249,-0.08917565,-0.0033345474,-0.075549684,-0.01553968,-0.054787766,-0.08075881,5.790195941925049
|
| 153 |
+
0.11733861,0.8148205,0.0036273883,0.014103558,-0.0033145677,0.028499862,-0.05637091,0.020363098,-0.08848143,-0.0020744256,-0.07249898,-0.022778401,-0.05847069,-0.08175709,6.944180488586426
|
| 154 |
+
0.23181498,1.2140349,0.0058781253,0.016109943,-0.005196676,0.03490325,-0.05437315,0.022870822,-0.084232986,-0.0046907156,-0.07314332,-0.026765604,-0.064058095,-0.079234816,5.237085819244385
|
| 155 |
+
0.21441098,1.1179501,0.011427155,0.00742033,-0.0071421457,0.029699394,-0.058502577,0.009612507,-0.093356974,-0.008822388,-0.075897045,-0.02884428,-0.06705211,-0.07447819,5.214052677154541
|
| 156 |
+
0.44599518,2.0127106,0.0064795204,0.00316212,-0.007596519,0.024026033,-0.0668646,0.00088674936,-0.09330766,-0.012298585,-0.074836306,-0.026022062,-0.07323742,-0.08055408,4.512852668762207
|
| 157 |
+
0.24591947,1.1955677,0.0023719603,0.0031174435,-0.0064660534,0.023324745,-0.06826305,0.00050202024,-0.0863328,-0.01670282,-0.07269192,-0.029008955,-0.07757591,-0.07515644,4.8616228103637695
|
| 158 |
+
0.35016975,1.5822548,9.899144e-06,0.0069789574,0.0009847507,0.016930612,-0.07021004,0.009972662,-0.096578084,-0.013062234,-0.073868856,-0.031651706,-0.08304309,-0.07916211,4.518536567687988
|
| 159 |
+
0.18719494,0.9991583,-0.000538995,0.0002786467,-0.008818092,0.025764633,-0.073781975,0.011615875,-0.095960654,-0.010256049,-0.07607066,-0.03428223,-0.08468532,-0.08316155,5.337528228759766
|
| 160 |
+
0.24521847,1.2458391,-0.006308404,0.0008784459,-0.009601982,0.031188415,-0.07084098,0.01391215,-0.10522253,-0.0072423955,-0.071653105,-0.037912406,-0.08289843,-0.07947902,5.080527305603027
|
| 161 |
+
0.3730093,1.7801275,-0.008070295,0.005605875,-0.007970979,0.03750885,-0.06634717,0.011386467,-0.10372945,-0.006119389,-0.06799732,-0.044109967,-0.07671326,-0.07175765,4.772340774536133
|
| 162 |
+
0.3882352,1.8794739,-0.006708026,0.007911867,-0.0057012555,0.036085464,-0.06704872,0.014290917,-0.090883456,-0.0072175562,-0.062581494,-0.037728854,-0.07390715,-0.06943359,4.841070175170898
|
| 163 |
+
0.25719565,1.4410337,-0.0017061093,0.001136989,-0.00032482762,0.032594275,-0.06838662,0.016211722,-0.08991504,-0.016599013,-0.05834723,-0.030338358,-0.0706137,-0.07419376,5.602869510650635
|
| 164 |
+
0.2686428,1.4564633,-0.0037466697,0.0072128815,-0.0037421174,0.030239305,-0.069849424,0.017260566,-0.098331,-0.018827464,-0.06616618,-0.02588388,-0.07858442,-0.0831594,5.421560764312744
|
| 165 |
+
0.5103891,2.365814,-0.0049706222,0.007482151,-0.0009162002,0.02094868,-0.071415305,0.017684994,-0.09222381,-0.0212475,-0.07222422,-0.016414983,-0.069133036,-0.087680236,4.635314464569092
|
| 166 |
+
0.44846296,2.0639167,-0.0010900543,0.011004952,0.0015921528,0.011143806,-0.065276615,0.014770251,-0.08909162,-0.011949364,-0.079351805,-0.020047197,-0.05578363,-0.08429522,4.602200984954834
|
| 167 |
+
0.14687757,0.82400936,-0.0013788928,0.009100671,0.0026571462,0.018475084,-0.058132965,0.014727072,-0.08732961,-0.006952445,-0.07079747,-0.021061184,-0.05629024,-0.07715624,5.610178470611572
|
| 168 |
+
0.15563442,0.91516906,-0.0010271318,0.009713546,-0.0010343171,0.02204649,-0.0515945,0.02015148,-0.076852195,-0.0043555875,-0.06127579,-0.011687368,-0.05678034,-0.07006975,5.880248546600342
|
| 169 |
+
0.23184094,1.1996409,-0.0029458017,0.008939474,-0.0021663886,0.030045373,-0.056989636,0.018576266,-0.08237421,-0.008240383,-0.06645978,-0.015707262,-0.064115226,-0.075361796,5.174413681030273
|
| 170 |
+
0.2501544,1.2485497,-0.00635734,0.009586583,-0.004069127,0.030483037,-0.06594775,0.01938155,-0.0926053,-0.011713161,-0.07401233,-0.027759174,-0.07822672,-0.08093847,4.991116046905518
|
| 171 |
+
0.2480173,1.2129154,-0.0038587088,0.009970648,-0.006569658,0.027005682,-0.07230216,0.009259081,-0.10047812,-0.010648713,-0.0828527,-0.031413063,-0.08109798,-0.08574381,4.89044713973999
|
| 172 |
+
0.24490972,1.2055047,-0.0012302817,0.0046581677,-0.008762624,0.025564408,-0.07318405,0.008484684,-0.09578951,-0.011143169,-0.07704135,-0.031703603,-0.07625226,-0.08750944,4.9222412109375
|
| 173 |
+
0.26318458,1.3054763,-0.00034701347,0.0042517534,-0.0054124263,0.026744539,-0.069056794,0.009107524,-0.092574805,-0.012927897,-0.07048633,-0.027486965,-0.076854326,-0.08200611,4.9603071212768555
|
| 174 |
+
0.2172335,1.1704022,-0.0024800827,0.0033806772,-0.0015018666,0.034082104,-0.065577574,0.01127342,-0.10086637,-0.004826188,-0.07057044,-0.03220557,-0.07802512,-0.0704742,5.387761116027832
|
| 175 |
+
0.26467368,1.379612,-0.005124071,0.008911851,-0.0065511544,0.036948446,-0.07471257,0.013286752,-0.10100099,-0.0058280393,-0.07604507,-0.026277378,-0.07834576,-0.080647916,5.212501525878906
|
| 176 |
+
0.4099094,1.9953102,-0.006444938,0.013850373,-0.006032082,0.028825108,-0.067062534,0.012548781,-0.09655092,-0.003355171,-0.078423545,-0.02674857,-0.073099956,-0.07897139,4.867685794830322
|
| 177 |
+
0.24327436,1.3329179,-0.00067167997,0.011431552,-0.0009899344,0.025061017,-0.06521074,0.012324859,-0.09155813,-0.006312369,-0.07509182,-0.028071431,-0.06935113,-0.082101576,5.479072570800781
|
| 178 |
+
0.37841415,1.9062387,0.00042571744,0.003981045,0.001808391,0.023588365,-0.05759825,0.0067476067,-0.09227105,-0.009627257,-0.06990898,-0.029176636,-0.07186894,-0.07376191,5.037440299987793
|
| 179 |
+
0.34471896,1.7381488,-0.0024417806,0.009321435,-0.0010242881,0.026856657,-0.06754322,0.012126639,-0.09081698,-0.007557026,-0.07973192,-0.023344774,-0.06791276,-0.08527254,5.042220115661621
|
| 180 |
+
0.3058514,1.5054606,-0.00057553675,0.008320116,0.0019482262,0.027497616,-0.06893598,0.0140067255,-0.09524765,-0.009110044,-0.07996955,-0.026994154,-0.06880615,-0.09085425,4.922196388244629
|
| 181 |
+
0.2129046,1.104652,-0.0029272083,0.007095206,0.0023105699,0.021618932,-0.06536969,0.015032865,-0.092804335,-0.008630755,-0.080297895,-0.018901134,-0.07012129,-0.09219378,5.188483715057373
|
| 182 |
+
0.27426147,1.3425672,0.0032648607,0.006974158,0.002484575,0.022023616,-0.062252227,0.009707893,-0.086458534,-0.0056757424,-0.082887486,-0.01326381,-0.06455299,-0.088502616,4.895208835601807
|
| 183 |
+
0.24204804,1.2366174,0.0025184974,0.009672794,-0.0006913403,0.023261568,-0.06630514,0.014101804,-0.082887344,-0.0051247184,-0.07814355,-0.011039184,-0.06085085,-0.081668295,5.108975410461426
|
| 184 |
+
0.24551384,1.2988518,0.0059225066,0.012528154,-0.0021531875,0.02313205,-0.060344197,0.014828671,-0.08004314,-0.006229118,-0.07439778,-0.014300093,-0.06124119,-0.07829369,5.290340423583984
|
| 185 |
+
0.2791405,1.402738,0.0069072535,0.008710684,-0.00034590112,0.024442662,-0.064356364,0.0070969546,-0.08682041,-0.010318099,-0.070774026,-0.024881225,-0.068156816,-0.078770615,5.025204181671143
|
| 186 |
+
0.17926449,0.89363694,0.009565059,0.0045945854,0.0002632155,0.022456536,-0.06346593,0.005040365,-0.08525801,-0.01478066,-0.06989808,-0.030031828,-0.07363546,-0.0737443,4.985019207000732
|
| 187 |
+
0.22488156,1.1448729,0.0047440124,0.005370378,-0.0020104568,0.024812074,-0.07574838,0.004927448,-0.09327229,-0.013877834,-0.07339583,-0.037268687,-0.07615437,-0.07984126,5.091003894805908
|
| 188 |
+
0.20496476,0.9318596,-0.0038902485,0.011326653,-0.0041178106,0.029553248,-0.07132717,0.010268354,-0.09784011,-0.0075072004,-0.07254712,-0.040145714,-0.07533127,-0.07622324,4.546438217163086
|
| 189 |
+
0.22836277,1.2017819,-0.005410171,0.0066047153,-0.005960254,0.029054187,-0.067639925,0.008247251,-0.09192153,-0.011097505,-0.06572731,-0.029402753,-0.07129186,-0.07757101,5.262599945068359
|
| 190 |
+
0.3121403,1.4863195,-0.005195927,0.0072087417,-0.005795011,0.028065741,-0.06456085,0.009666957,-0.09129617,-0.007290627,-0.07303629,-0.02722656,-0.067848474,-0.07967728,4.7617034912109375
|
| 191 |
+
0.34743255,1.6557931,0.000596563,0.009194718,-0.0042914227,0.027839389,-0.06598512,0.015291409,-0.09907179,-0.007500716,-0.07207535,-0.031061487,-0.07359788,-0.077807195,4.765797138214111
|
| 192 |
+
0.18246855,1.0662775,-0.0014118518,0.004930356,0.002594741,0.023738591,-0.061784066,0.016688125,-0.091340356,-0.00654861,-0.063259155,-0.023386175,-0.06939245,-0.07865924,5.843623638153076
|
| 193 |
+
0.28252682,1.4287796,-0.0034060539,0.008901304,0.0009206068,0.026650619,-0.06301841,0.01768547,-0.08911734,-0.013005012,-0.06457117,-0.025012704,-0.065417394,-0.07569861,5.0571465492248535
|
| 194 |
+
0.2750962,1.3913816,0.00013226189,0.0043207356,-0.0005868876,0.025350973,-0.0668191,0.016318861,-0.10002559,-0.017278738,-0.06561999,-0.031636868,-0.07228781,-0.07647965,5.05780029296875
|
| 195 |
+
0.3088721,1.5426424,-0.004637585,0.0045837234,0.0030695177,0.02180801,-0.07735873,0.017377978,-0.10294367,-0.015677143,-0.07083082,-0.025019128,-0.06825074,-0.088585086,4.994437217712402
|
| 196 |
+
0.21414965,1.0570867,-0.004068029,0.005237288,0.0008236682,0.017222943,-0.07388166,0.016088,-0.08780945,-0.013779388,-0.07172843,-0.022342488,-0.063053854,-0.088702045,4.9362053871154785
|
| 197 |
+
0.17305845,0.87132233,-0.003092425,0.012988055,-0.008330494,0.020898754,-0.07528116,0.014981824,-0.088538,-0.0070768553,-0.08235524,-0.03269013,-0.065158695,-0.08906237,5.034844398498535
|
| 198 |
+
0.17916138,0.8968979,0.0008818881,0.011262224,-0.0041656247,0.026409956,-0.07077306,0.010818382,-0.08669203,-0.005221899,-0.07933157,-0.023853302,-0.07040935,-0.092906125,5.006089210510254
|
| 199 |
+
0.27491987,1.2824153,-0.00023360352,0.005855866,0.0044588996,0.0213675,-0.066968456,0.014276925,-0.086270005,-0.0088114925,-0.069909826,-0.019463083,-0.06422393,-0.090578236,4.664687633514404
|
| 200 |
+
0.2716669,1.31343,-0.0016331318,0.0072482605,0.0064075515,0.021162698,-0.06169067,0.020379083,-0.09239674,-0.0073620393,-0.06579374,-0.011953108,-0.06916182,-0.0875222,4.834707260131836
|
| 201 |
+
0.3656389,1.6901457,0.0038637351,0.007905318,0.0026441948,0.015641037,-0.0693432,0.014979906,-0.08556685,-0.013898416,-0.06229683,-0.020558484,-0.06346004,-0.08248267,4.622445106506348
|
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:
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=3
|
| 124 |
id: ???
|
| 125 |
num: ???
|
| 126 |
-
config_name:
|
| 127 |
env_set: {}
|
| 128 |
env_copy: []
|
| 129 |
config:
|
|
@@ -167,8 +166,8 @@ env_kwargs: {}
|
|
| 167 |
eval_env_kwargs: {}
|
| 168 |
seed: 3
|
| 169 |
rl_mode: sarl
|
| 170 |
-
total_timesteps:
|
| 171 |
-
n_eval_steps:
|
| 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=3
|
| 119 |
job:
|
| 120 |
+
name: test_sb3
|
| 121 |
chdir: true
|
| 122 |
+
override_dirname: algorithm=sb3_ppo,env_id=Airfoil3D-hard-v0,rl_mode=sarl,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: 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: {}
|
| 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-hard-v0/PPO/4/config.yaml
CHANGED
|
@@ -3,11 +3,11 @@ env_kwargs: {}
|
|
| 3 |
eval_env_kwargs: {}
|
| 4 |
seed: 4
|
| 5 |
rl_mode: sarl
|
| 6 |
-
total_timesteps:
|
| 7 |
n_eval_steps: 5
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
-
continue_training:
|
| 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: 4
|
| 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-hard-v0/PPO/4/overrides.yaml
CHANGED
|
@@ -1,6 +1,4 @@
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
| 4 |
-
- total_timesteps=10000
|
| 5 |
- seed=4
|
| 6 |
-
- continue_training=True
|
|
|
|
| 1 |
- env_id=Airfoil3D-hard-v0
|
| 2 |
- algorithm=sb3_ppo
|
| 3 |
- rl_mode=sarl
|
|
|
|
| 4 |
- seed=4
|
|
|
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}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
-
continue_training:
|
| 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/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 |
chdir: true
|
| 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
|
|
| 171 |
n_eval_steps: 5
|
| 172 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 173 |
n_eval_episodes: 1
|
| 174 |
-
continue_training:
|
| 175 |
checkpoint_latest: true
|
| 176 |
rl_device: cpu
|
| 177 |
eval_callback:
|
|
|
|
| 117 |
- rl_mode=sarl
|
| 118 |
- total_timesteps=10000
|
| 119 |
- seed=0
|
| 120 |
+
- continue_training=True
|
| 121 |
job:
|
| 122 |
name: train_sb3
|
| 123 |
chdir: true
|
| 124 |
+
override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=0,total_timesteps=10000
|
| 125 |
id: ???
|
| 126 |
num: ???
|
| 127 |
config_name: train_sb3
|
|
|
|
| 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:
|
training/sarl/Airfoil3D-hard-v0/SAC/0/overrides.yaml
CHANGED
|
@@ -3,3 +3,4 @@
|
|
| 3 |
- rl_mode=sarl
|
| 4 |
- total_timesteps=10000
|
| 5 |
- seed=0
|
|
|
|
|
|
| 3 |
- rl_mode=sarl
|
| 4 |
- total_timesteps=10000
|
| 5 |
- seed=0
|
| 6 |
+
- continue_training=True
|
training/sarl/Airfoil3D-hard-v0/SAC/0/training_log_prev.csv
ADDED
|
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
|
| 2 |
+
200,2.3396637439727783,0.1888384089432656,1.264155720770359,,,
|
| 3 |
+
400,2.381767511367798,0.1860143076442182,1.2662023150920867,,,
|
| 4 |
+
600,2.1077258586883545,0.1895901992172002,1.256248992085457,,,
|
| 5 |
+
800,1.869395732879639,0.2013953507691621,1.2963772860169411,,,
|
| 6 |
+
1000,2.4309706687927246,0.1847273301146924,1.254001717865467,,,
|
| 7 |
+
1200,2.235857486724853,0.1938384350948035,1.2801124036312104,,,
|
| 8 |
+
1400,2.174456834793091,0.1951711977086961,1.303545064628124,,,
|
| 9 |
+
1600,2.294028282165528,0.1833153946697712,1.2500963452458382,,,
|
| 10 |
+
1800,2.0223021507263184,0.1988109082914889,1.2986800575256348,,,
|
| 11 |
+
2000,2.657925128936768,0.1820983777754009,1.2599307456612587,,,
|
| 12 |
+
2000,,,,0.2447854838147759,1.294997898042202,0.3966355085372924
|
| 13 |
+
2200,2.409891128540039,0.1858526178263128,1.2453294211626054,,,
|
| 14 |
+
2400,2.125079393386841,0.1928059071674943,1.2834973460435868,,,
|
| 15 |
+
2600,2.0487189292907715,0.2058861023373902,1.3229927515983582,,,
|
| 16 |
+
2800,2.351163387298584,0.1864525916613638,1.2593197104334832,,,
|
| 17 |
+
3000,2.131533145904541,0.2003659189306199,1.3093701589107514,,,
|
| 18 |
+
3200,2.1421778202056885,0.202693110704422,1.3228664487600326,,,
|
| 19 |
+
3400,2.1787188053131104,0.1940489989705383,1.269557594358921,,,
|
| 20 |
+
3600,1.9832347631454468,0.2201940976269543,1.376464749276638,,,
|
| 21 |
+
3800,2.3036036491394043,0.2033700560964643,1.324752603173256,,,
|
| 22 |
+
4000,1.8285592794418333,0.2342300510965287,1.4446054609119892,,,
|
| 23 |
+
4000,,,,0.300671984963119,1.2213915538787845,-0.8500239372253418
|
| 24 |
+
4200,2.028414726257324,0.2056217815540731,1.3350332008302213,,,
|
| 25 |
+
4400,2.0066373348236084,0.2228509630728513,1.3964841377735138,,,
|
| 26 |
+
4600,1.9684802293777464,0.2071537710539996,1.3355902102589607,,,
|
| 27 |
+
4800,2.2781858444213867,0.2049914589710533,1.3566537737846374,,,
|
| 28 |
+
5000,2.071362972259521,0.1948677274957299,1.2935143369436264,,,
|
| 29 |
+
5200,2.22342300415039,0.1998484482988715,1.3280025598406793,,,
|
| 30 |
+
5400,2.0915868282318115,0.1842072022892534,1.2179718491435052,,,
|
| 31 |
+
5600,2.398711681365967,0.1843315102532506,1.2459346377849578,,,
|
| 32 |
+
5800,1.8732050657272337,0.1915601697750389,1.2531647181510923,,,
|
| 33 |
+
6000,2.1021928787231445,0.1860160244256258,1.2329887983202934,,,
|
| 34 |
+
6000,,,,0.1887272706255316,1.0838046379387378,0.8073023772239685
|
| 35 |
+
6200,1.1930413246154783,0.2064374742284417,1.248087573647499,,,
|
| 36 |
+
6400,1.5334076881408691,0.193762317597866,1.2261019942164422,,,
|
| 37 |
+
6600,1.9084330797195437,0.1816951347142458,1.1911034575104713,,,
|
| 38 |
+
6800,2.7258193492889404,0.1838019821792841,1.2753682392835617,,,
|
| 39 |
+
7000,2.1149144172668457,0.1908888394944369,1.2680112299323083,,,
|
| 40 |
+
7200,1.9795997142791748,0.1915624646004289,1.2649914333224297,,,
|
| 41 |
+
7400,2.056813716888428,0.1862241663224995,1.230094231814146,,,
|
| 42 |
+
7600,2.0012786388397217,0.1957632473111152,1.2877312391996385,,,
|
| 43 |
+
7800,1.849387764930725,0.190068420227617,1.2256808975338935,,,
|
| 44 |
+
8000,1.3874393701553345,0.2005823549628257,1.2400797364115714,,,
|
| 45 |
+
8000,,,,0.1685228840634226,1.0007188484072684,0.9880401134490968
|
training/sarl/Airfoil3D-hard-v0/SAC/1/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:
|
| 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/1/hydra.yaml
CHANGED
|
@@ -117,10 +117,11 @@ hydra:
|
|
| 117 |
- rl_mode=sarl
|
| 118 |
- total_timesteps=10000
|
| 119 |
- seed=1
|
|
|
|
| 120 |
job:
|
| 121 |
name: train_sb3
|
| 122 |
chdir: true
|
| 123 |
-
override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=1,total_timesteps=10000
|
| 124 |
id: '0'
|
| 125 |
num: 0
|
| 126 |
config_name: train_sb3
|
|
|
|
| 117 |
- rl_mode=sarl
|
| 118 |
- total_timesteps=10000
|
| 119 |
- seed=1
|
| 120 |
+
- continue_training=True
|
| 121 |
job:
|
| 122 |
name: train_sb3
|
| 123 |
chdir: true
|
| 124 |
+
override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-hard-v0,rl_mode=sarl,seed=1,total_timesteps=10000
|
| 125 |
id: '0'
|
| 126 |
num: 0
|
| 127 |
config_name: train_sb3
|
training/sarl/Airfoil3D-hard-v0/SAC/1/overrides.yaml
CHANGED
|
@@ -3,3 +3,4 @@
|
|
| 3 |
- rl_mode=sarl
|
| 4 |
- total_timesteps=10000
|
| 5 |
- seed=1
|
|
|
|
|
|
| 3 |
- rl_mode=sarl
|
| 4 |
- total_timesteps=10000
|
| 5 |
- seed=1
|
| 6 |
+
- continue_training=True
|
training/sarl/Airfoil3D-hard-v0/SAC/2/ckpt_latest.zip
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:99837f7cee78357af4e67bdbb1f430bb1df7f277240a304635f9f35efa39417c
|
| 3 |
+
size 31443259
|
training/sarl/Airfoil3D-hard-v0/SAC/2/training_log_prev.csv
CHANGED
|
@@ -10,3 +10,25 @@ step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_
|
|
| 10 |
1800,2.2024271488189697,0.192132560852915,1.2755645287036896,,,
|
| 11 |
2000,2.4138944149017334,0.1824532165750861,1.2434129297733307,,,
|
| 12 |
2000,,,,0.2570333965308964,1.3402466471493244,0.341238329410553
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10 |
1800,2.2024271488189697,0.192132560852915,1.2755645287036896,,,
|
| 11 |
2000,2.4138944149017334,0.1824532165750861,1.2434129297733307,,,
|
| 12 |
2000,,,,0.2570333965308964,1.3402466471493244,0.341238329410553
|
| 13 |
+
2200,2.482381820678711,0.1821040689572692,1.2401037374138832,,,
|
| 14 |
+
2400,2.7281646728515625,0.1789647616073489,1.2439290261268616,,,
|
| 15 |
+
2600,2.0631203651428223,0.1969192612916231,1.2908955806493758,,,
|
| 16 |
+
2800,2.2478837966918945,0.1920179856568575,1.2916223099827766,,,
|
| 17 |
+
3000,2.3275814056396484,0.1896408903785049,1.2770789769291877,,,
|
| 18 |
+
3200,2.337428331375122,0.1907922561094165,1.288989124894142,,,
|
| 19 |
+
3400,2.5243093967437744,0.1857737722992897,1.2804635539650917,,,
|
| 20 |
+
3600,2.4413769245147705,0.1913227086700499,1.2983239981532098,,,
|
| 21 |
+
3800,2.192817449569702,0.1955859519168734,1.3102880147099496,,,
|
| 22 |
+
4000,2.177075147628784,0.1985522171668708,1.3046486377716064,,,
|
| 23 |
+
4000,,,,0.2716297100018709,1.2331126900017262,-0.3547249603271484
|
| 24 |
+
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:
|
| 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:
|
| 7 |
-
n_eval_steps:
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
-
continue_training:
|
| 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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: '0'
|
| 126 |
num: 0
|
| 127 |
-
config_name:
|
| 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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: ???
|
| 126 |
num: ???
|
| 127 |
-
config_name:
|
| 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:
|
| 172 |
-
n_eval_steps:
|
| 173 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 174 |
n_eval_episodes: 1
|
| 175 |
-
continue_training:
|
| 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:
|
| 7 |
-
n_eval_steps:
|
| 8 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 9 |
n_eval_episodes: 1
|
| 10 |
-
continue_training:
|
| 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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: '0'
|
| 126 |
num: 0
|
| 127 |
-
config_name:
|
| 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:
|
| 123 |
chdir: true
|
| 124 |
-
override_dirname: algorithm=sb3_ppo,
|
| 125 |
id: ???
|
| 126 |
num: ???
|
| 127 |
-
config_name:
|
| 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:
|
| 172 |
-
n_eval_steps:
|
| 173 |
eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
|
| 174 |
n_eval_episodes: 1
|
| 175 |
-
continue_training:
|
| 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
|
|
|