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33 changes: 33 additions & 0 deletions
33
env_acrobot_swingup/Dyna/DynaSAC_Bounded_Yao/alg_config.json
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{ | ||
"algorithm": "DynaSAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"world_model_lr": 0.001, | ||
"horizon": 1, | ||
"num_samples": 10, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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{ | ||
"gym": "dmcs", | ||
"task": "swingup", | ||
"domain": "acrobot" | ||
} |
5 changes: 5 additions & 0 deletions
5
env_acrobot_swingup/Dyna/DynaSAC_Bounded_Yao/train_config.json
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{ | ||
"seeds": [15, 25, 35, 45, 55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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{ | ||
"algorithm": "STEVESAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"num_rwd_models": 5, | ||
|
||
"world_model_lr": 0.001, | ||
"horizon": 3, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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{ | ||
"gym": "dmcs", | ||
"task": "swingup", | ||
"domain": "acrobot" | ||
} |
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{ | ||
"seeds": [15,25,35,45,55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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{ | ||
"algorithm": "DynaSAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"world_model_lr": 0.001, | ||
"horizon": 1, | ||
"num_samples": 10, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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{ | ||
"gym": "dmcs", | ||
"task": "run", | ||
"domain": "cheetah" | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"seeds": [15, 25, 35, 45, 55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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---|---|---|
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{ | ||
"algorithm": "STEVESAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"num_rwd_models": 5, | ||
|
||
"world_model_lr": 0.001, | ||
"horizon": 3, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"gym": "dmcs", | ||
"task": "run", | ||
"domain": "cheetah" | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"seeds": [15,25,35,45,55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
33 changes: 33 additions & 0 deletions
33
env_finger_turn_hard/Dyna/DynaSAC_Bounded_Yao/alg_config.json
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@@ -0,0 +1,33 @@ | ||
{ | ||
"algorithm": "DynaSAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"world_model_lr": 0.001, | ||
"horizon": 1, | ||
"num_samples": 10, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
5 changes: 5 additions & 0 deletions
5
env_finger_turn_hard/Dyna/DynaSAC_Bounded_Yao/env_config.json
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{ | ||
"gym": "dmcs", | ||
"task": "turn_hard", | ||
"domain": "finger" | ||
} |
5 changes: 5 additions & 0 deletions
5
env_finger_turn_hard/Dyna/DynaSAC_Bounded_Yao/train_config.json
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"seeds": [15, 25, 35, 45, 55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,34 @@ | ||
{ | ||
"algorithm": "STEVESAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"num_rwd_models": 5, | ||
|
||
"world_model_lr": 0.001, | ||
"horizon": 3, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"gym": "dmcs", | ||
"task": "turn_hard", | ||
"domain": "finger" | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"seeds": [15,25,35,45,55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,33 @@ | ||
{ | ||
"algorithm": "DynaSAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"world_model_lr": 0.001, | ||
"horizon": 1, | ||
"num_samples": 10, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"gym": "dmcs", | ||
"task": "swim", | ||
"domain": "fish" | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"seeds": [15, 25, 35, 45, 55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,34 @@ | ||
{ | ||
"algorithm": "STEVESAC_Bounded_Yao", | ||
"type": "mbrl", | ||
"G": 1, | ||
"G_model": 5.0, | ||
"batch_size": 256, | ||
"buffer_size": 1000000, | ||
"max_steps_exploration": 256, | ||
"max_steps_training": 1000000, | ||
"number_steps_per_train_policy": 1, | ||
|
||
"reward_scale": 1.0, | ||
"actor_lr": 3e-4, | ||
"critic_lr": 3e-4, | ||
"alpha_lr": 3e-4, | ||
"gamma": 0.99, | ||
"tau": 0.005, | ||
|
||
"min_noise": 0.0, | ||
"noise_scale": 0.1, | ||
"noise_decay": 1.0, | ||
|
||
"num_models": 6, | ||
"num_rwd_models": 5, | ||
|
||
"world_model_lr": 0.001, | ||
"horizon": 3, | ||
"sas": false, | ||
"train_reward": true, | ||
"train_both": false, | ||
"gripper": false, | ||
"threshold": 1.0, | ||
"exploration_sample": 2 | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"gym": "dmcs", | ||
"task": "swim", | ||
"domain": "fish" | ||
} |
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---|---|---|
@@ -0,0 +1,5 @@ | ||
{ | ||
"seeds": [15,25,35,45,55], | ||
"number_steps_per_evaluation": 10000, | ||
"number_eval_episodes": 10 | ||
} |
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