haotianz94 commited on
Commit
d934ee1
·
verified ·
1 Parent(s): 412b221

Update SONIC checkpoints

Browse files
checkpoint/SONIC/models/pnp_ground/config.yaml DELETED
@@ -1,1047 +0,0 @@
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- num_gpus: 1
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- max_retries: 1
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- seed: 0
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- codebase_version: 1.0
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- headless: true
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- num_envs: 2048
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- auto_load_latest: false
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- checkpoint: null
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- project_name: GRAB_Tracking
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- experiment_name: ${exp_base}_${exp_var}
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- base_dir: logs_rl
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- timestamp: ${now:%Y%m%d_%H%M%S}
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- experiment_dir: logs_rl/TRL_G1_Track/manager/universal_token/hoi/pnp_ground_pnp_ground_p17_2604301955-20260509_235516
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- save_dir: ${experiment_dir}/.hydra
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- force_flat_terrain: false
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- use_wandb: true
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- log_task_name: TEST
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- multi_gpu: true
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- global_rank: 0
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- sim_type: isaacsim
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- env_spacing: 20
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- output_dir: ${experiment_dir}/output
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- eval_overrides:
24
- headless: false
25
- num_envs: 1
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- auto_load_latest: false
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- use_wandb: false
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- algo:
29
- trl:
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- dataset_name: dummy
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- output_dir: logs_rl/TRL_G1_Track/manager/universal_token/hoi/pnp_ground_pnp_ground_p17_2604301955-20260509_235516
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- learning_rate: ${algo.config.actor_learning_rate}
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- num_total_batches: ${algo.config.num_learning_iterations}
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- total_episodes: null
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- num_ppo_epochs: ${algo.config.num_learning_epochs}
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- num_mini_batches: ${algo.config.num_mini_batches}
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- per_device_train_batch_size: null
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- gradient_accumulation_steps: 1
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- report_to: none
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- gamma: ${algo.config.gamma}
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- lam: ${algo.config.lam}
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- vf_coef: ${algo.config.value_loss_coef}
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- max_grad_norm: ${algo.config.max_grad_norm}
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- lr_scheduler_type: constant
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- save_strategy: 'no'
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- disable_tqdm: true
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- config:
48
- actor:
49
- _target_: gear_sonic.trl.modules.actor_critic_modules.Actor
50
- running_mean_std: false
51
- output_original_obs_dict: true
52
- has_aux_loss: true
53
- backbone:
54
- _target_: gear_sonic.trl.modules.base_module.BaseModuleAux
55
- process_output_dim: true
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- aux_loss_func:
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- latent_l2:
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- _target_: gear_sonic.trl.losses.token_losses.LatentL2Loss
59
- latent_dim: 64
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- aux_loss_coef:
61
- latent_l2: 0.1
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- module_config_dict:
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- input_dim:
64
- - actor_obs
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- output_dim:
66
- - robot_action_dim
67
- layer_config:
68
- type: MLP
69
- hidden_dims:
70
- - 512
71
- - 256
72
- - 128
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- activation: SiLU
74
- critic:
75
- _target_: gear_sonic.trl.modules.actor_critic_modules.Critic
76
- running_mean_std: false
77
- backbone:
78
- _target_: gear_sonic.trl.modules.base_module.BaseModule
79
- process_output_dim: true
80
- module_config_dict:
81
- type: MLP
82
- input_dim:
83
- - critic_obs
84
- output_dim:
85
- - 1
86
- layer_config:
87
- type: MLP
88
- hidden_dims:
89
- - 512
90
- - 256
91
- - 128
92
- activation: SiLU
93
- num_learning_epochs: 5
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- num_mini_batches: 4
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- clip_param: 0.2
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- gamma: 0.99
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- lam: 0.95
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- value_loss_coef: 1.0
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- entropy_coef: 0.01
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- actor_learning_rate: 2.0e-05
101
- critic_learning_rate: 0.001
102
- max_grad_norm: 0.1
103
- use_clipped_value_loss: true
104
- schedule: adaptive
105
- desired_kl: 0.01
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- adaptive_lr_min: 1.0e-05
107
- adaptive_lr_max: 0.0002
108
- use_new_actor_critic: true
109
- use_padding_mask: false
110
- ppo_shuffle_every_epoch: true
111
- sync_advantage_normalization: true
112
- empty_cache_every_n_ppo_epoch: -1
113
- num_steps_per_env: 24
114
- save_interval: 500
115
- eval_frequency: 500
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- load_optimizer: true
117
- init_noise_std: 0.05
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- num_learning_iterations: 20000
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- init_at_random_ep_len: true
120
- global_rank: 0
121
- world_size: 32
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- use_clampped_std: true
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- std_clamp_min: 0.001
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- std_clamp_max: 0.5
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- _recursive_: false
126
- env: ???
127
- terrain: ???
128
- callbacks:
129
- model_save:
130
- _target_: gear_sonic.trl.callbacks.model_save_callback.ModelSaveCallback
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- save_dir: ${experiment_dir}
132
- save_frequency: 500
133
- max_disk_usage: 14.8
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- wandb:
135
- _target_: gear_sonic.trl.callbacks.wandb_callback.WandbCallback
136
- read_eval:
137
- _target_: gear_sonic.trl.callbacks.read_eval_callback.ReadEvalCallback
138
- eval_dir: ${experiment_dir}/eval
139
- check_interval: 1
140
- im_resample:
141
- _target_: gear_sonic.trl.callbacks.im_resample_callback.ImResampleCallback
142
- motion_resample_frequency: 250
143
- trainer:
144
- _target_: gear_sonic.trl.trainer.ppo_trainer_aux_loss.TRLAuxLossPPOTrainer
145
- wandb:
146
- wandb_project: null
147
- wandb_tags: online
148
- wandb_group: pnp_ground_p17_2604301955
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- wandb_id: null
150
- wandb_entity: null
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- wandb_dir: /tmp
152
- manager_env:
153
- actions:
154
- joint_pos:
155
- _target_: isaaclab.envs.mdp.actions.JointPositionActionCfg
156
- asset_name: robot
157
- joint_names:
158
- - .*
159
- use_default_offset: true
160
- _target_: gear_sonic.envs.manager_env.mdp.actions.ActionsCfg
161
- observations:
162
- policy:
163
- command:
164
- _target_: isaaclab.managers.ObservationTermCfg
165
- func: gear_sonic.envs.manager_env.mdp:generated_commands
166
- params:
167
- command_name: motion
168
- motion_anchor_pos_b:
169
- _target_: isaaclab.managers.ObservationTermCfg
170
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_pos_b
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- params:
172
- command_name: motion
173
- noise:
174
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
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- n_min: -0.25
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- n_max: 0.25
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- motion_anchor_ori_b:
178
- _target_: isaaclab.managers.ObservationTermCfg
179
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b
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- params:
181
- command_name: motion
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- noise:
183
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
184
- n_min: -0.05
185
- n_max: 0.05
186
- base_lin_vel:
187
- _target_: isaaclab.managers.ObservationTermCfg
188
- func: gear_sonic.envs.manager_env.mdp:base_lin_vel
189
- noise:
190
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
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- n_min: -0.5
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- n_max: 0.5
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- base_ang_vel:
194
- _target_: isaaclab.managers.ObservationTermCfg
195
- func: gear_sonic.envs.manager_env.mdp:base_ang_vel
196
- noise:
197
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
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- n_min: -0.2
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- n_max: 0.2
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- joint_pos:
201
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:joint_pos_rel
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- noise:
204
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
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- n_min: -0.01
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- n_max: 0.01
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- joint_vel:
208
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:joint_vel_rel
210
- noise:
211
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
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- n_min: -0.5
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- n_max: 0.5
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- actions:
215
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:last_action
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- target_object_pos:
218
- _target_: isaaclab.managers.ObservationTermCfg
219
- func: gear_sonic.envs.manager_env.mdp:get_target_object_pos_in_base_frame
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- params:
221
- asset_cfg:
222
- _target_: isaaclab.managers.SceneEntityCfg
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- name: object
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- noise: null
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- hand_object_transform_6d:
226
- _target_: isaaclab.managers.ObservationTermCfg
227
- func: gear_sonic.envs.manager_env.mdp:hand_object_transform_6d
228
- params:
229
- asset_cfg:
230
- _target_: isaaclab.managers.SceneEntityCfg
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- name: object_to_hand_frame_transformer
232
- noise: null
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- finger_tips_force:
234
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:get_finger_tips_contact_force
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- params:
237
- sensor_cfg:
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- _target_: isaaclab.managers.SceneEntityCfg
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- name: object_to_hand_contact_sensor
240
- noise: null
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- object_pos_b:
242
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:object_pos_b
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- params:
245
- command_name: motion
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- noise: null
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- object_ori_b_6d:
248
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:object_ori_b_6d
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- params:
251
- command_name: motion
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- noise: null
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- table_pos_b:
254
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:table_pos_b
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- params:
257
- command_name: motion
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- noise: null
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- table_ori_b:
260
- _target_: isaaclab.managers.ObservationTermCfg
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- func: gear_sonic.envs.manager_env.mdp:table_ori_b
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- params:
263
- command_name: motion
264
- noise: null
265
- object_pos_delta_multi_future:
266
- _target_: isaaclab.managers.ObservationTermCfg
267
- func: gear_sonic.envs.manager_env.mdp:object_pos_delta_multi_future
268
- params:
269
- command_name: motion
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- noise:
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- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
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- n_min: -0.02
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- n_max: 0.02
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- object_ori_delta_multi_future_6d:
275
- _target_: isaaclab.managers.ObservationTermCfg
276
- func: gear_sonic.envs.manager_env.mdp:object_ori_delta_multi_future_6d
277
- params:
278
- command_name: motion
279
- noise:
280
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
281
- n_min: -0.02
282
- n_max: 0.02
283
- command_multi_future:
284
- _target_: isaaclab.managers.ObservationTermCfg
285
- func: gear_sonic.envs.manager_env.mdp:command_multi_future
286
- params:
287
- command_name: motion
288
- noise: null
289
- motion_anchor_ori_b_mf:
290
- _target_: isaaclab.managers.ObservationTermCfg
291
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b_mf
292
- params:
293
- command_name: motion
294
- noise:
295
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
296
- n_min: -0.05
297
- n_max: 0.05
298
- object_bps:
299
- _target_: isaaclab.managers.ObservationTermCfg
300
- func: gear_sonic.envs.manager_env.mdp:object_bps
301
- params:
302
- command_name: motion
303
- noise: null
304
- _target_: gear_sonic.envs.manager_env.mdp.observations.PolicyCfg
305
- enable_corruption: false
306
- concatenate_terms: true
307
- critic:
308
- command:
309
- _target_: isaaclab.managers.ObservationTermCfg
310
- func: gear_sonic.envs.manager_env.mdp:generated_commands
311
- params:
312
- command_name: motion
313
- motion_anchor_pos_b:
314
- _target_: isaaclab.managers.ObservationTermCfg
315
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_pos_b
316
- params:
317
- command_name: motion
318
- motion_anchor_ori_b:
319
- _target_: isaaclab.managers.ObservationTermCfg
320
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b
321
- params:
322
- command_name: motion
323
- body_pos:
324
- _target_: isaaclab.managers.ObservationTermCfg
325
- func: gear_sonic.envs.manager_env.mdp:robot_body_pos_b
326
- params:
327
- command_name: motion
328
- body_ori:
329
- _target_: isaaclab.managers.ObservationTermCfg
330
- func: gear_sonic.envs.manager_env.mdp:robot_body_ori_b
331
- params:
332
- command_name: motion
333
- base_lin_vel:
334
- _target_: isaaclab.managers.ObservationTermCfg
335
- func: gear_sonic.envs.manager_env.mdp:base_lin_vel
336
- base_ang_vel:
337
- _target_: isaaclab.managers.ObservationTermCfg
338
- func: gear_sonic.envs.manager_env.mdp:base_ang_vel
339
- joint_pos:
340
- _target_: isaaclab.managers.ObservationTermCfg
341
- func: gear_sonic.envs.manager_env.mdp:joint_pos_rel
342
- joint_vel:
343
- _target_: isaaclab.managers.ObservationTermCfg
344
- func: gear_sonic.envs.manager_env.mdp:joint_vel_rel
345
- actions:
346
- _target_: isaaclab.managers.ObservationTermCfg
347
- func: gear_sonic.envs.manager_env.mdp:last_action
348
- target_object_pos:
349
- _target_: isaaclab.managers.ObservationTermCfg
350
- func: gear_sonic.envs.manager_env.mdp:get_target_object_pos_in_base_frame
351
- params:
352
- asset_cfg:
353
- _target_: isaaclab.managers.SceneEntityCfg
354
- name: object
355
- hand_object_transform_6d:
356
- _target_: isaaclab.managers.ObservationTermCfg
357
- func: gear_sonic.envs.manager_env.mdp:hand_object_transform_6d
358
- params:
359
- asset_cfg:
360
- _target_: isaaclab.managers.SceneEntityCfg
361
- name: object_to_hand_frame_transformer
362
- finger_tips_force:
363
- _target_: isaaclab.managers.ObservationTermCfg
364
- func: gear_sonic.envs.manager_env.mdp:get_finger_tips_contact_force
365
- params:
366
- sensor_cfg:
367
- _target_: isaaclab.managers.SceneEntityCfg
368
- name: object_to_hand_contact_sensor
369
- grab_contact_flag:
370
- _target_: isaaclab.managers.ObservationTermCfg
371
- func: gear_sonic.envs.manager_env.mdp:grab_contact_flag
372
- params:
373
- command_name: motion
374
- object_pos_b:
375
- _target_: isaaclab.managers.ObservationTermCfg
376
- func: gear_sonic.envs.manager_env.mdp:object_pos_b
377
- params:
378
- command_name: motion
379
- object_ori_b_6d:
380
- _target_: isaaclab.managers.ObservationTermCfg
381
- func: gear_sonic.envs.manager_env.mdp:object_ori_b_6d
382
- params:
383
- command_name: motion
384
- table_pos_b:
385
- _target_: isaaclab.managers.ObservationTermCfg
386
- func: gear_sonic.envs.manager_env.mdp:table_pos_b
387
- params:
388
- command_name: motion
389
- table_ori_b:
390
- _target_: isaaclab.managers.ObservationTermCfg
391
- func: gear_sonic.envs.manager_env.mdp:table_ori_b
392
- params:
393
- command_name: motion
394
- object_pos_delta_multi_future:
395
- _target_: isaaclab.managers.ObservationTermCfg
396
- func: gear_sonic.envs.manager_env.mdp:object_pos_delta_multi_future
397
- params:
398
- command_name: motion
399
- object_ori_delta_multi_future_6d:
400
- _target_: isaaclab.managers.ObservationTermCfg
401
- func: gear_sonic.envs.manager_env.mdp:object_ori_delta_multi_future_6d
402
- params:
403
- command_name: motion
404
- command_multi_future:
405
- _target_: isaaclab.managers.ObservationTermCfg
406
- func: gear_sonic.envs.manager_env.mdp:command_multi_future
407
- params:
408
- command_name: motion
409
- motion_anchor_ori_b_mf:
410
- _target_: isaaclab.managers.ObservationTermCfg
411
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b_mf
412
- params:
413
- command_name: motion
414
- _target_: gear_sonic.envs.manager_env.mdp.observations.PrivilegedCfg
415
- tokenizer:
416
- encoder_index:
417
- _target_: isaaclab.managers.ObservationTermCfg
418
- func: gear_sonic.envs.manager_env.mdp:get_command_obs
419
- params:
420
- command_name: motion
421
- obs_name: episode_encoder_index
422
- command_multi_future_nonflat:
423
- _target_: isaaclab.managers.ObservationTermCfg
424
- func: gear_sonic.envs.manager_env.mdp:command_multi_future
425
- params:
426
- command_name: motion
427
- non_flatten: true
428
- command_z_multi_future_nonflat:
429
- _target_: isaaclab.managers.ObservationTermCfg
430
- func: gear_sonic.envs.manager_env.mdp:command_z_multi_future
431
- params:
432
- command_name: motion
433
- non_flatten: true
434
- motion_anchor_ori_heading_mf_nonflat:
435
- _target_: isaaclab.managers.ObservationTermCfg
436
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_heading_mf
437
- params:
438
- command_name: motion
439
- non_flatten: true
440
- noise:
441
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
442
- n_min: -0.05
443
- n_max: 0.05
444
- command_multi_future_lower_body:
445
- _target_: isaaclab.managers.ObservationTermCfg
446
- func: gear_sonic.envs.manager_env.mdp:command_multi_future_lower_body
447
- params:
448
- command_name: motion
449
- vr_3point_local_target:
450
- _target_: isaaclab.managers.ObservationTermCfg
451
- func: gear_sonic.envs.manager_env.mdp:vr_3point_local_target
452
- params:
453
- command_name: motion
454
- vr_3point_local_orn_target:
455
- _target_: isaaclab.managers.ObservationTermCfg
456
- func: gear_sonic.envs.manager_env.mdp:vr_3point_local_orn_target
457
- params:
458
- command_name: motion
459
- motion_anchor_ori_heading:
460
- _target_: isaaclab.managers.ObservationTermCfg
461
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_heading
462
- params:
463
- command_name: motion
464
- noise:
465
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
466
- n_min: -0.05
467
- n_max: 0.05
468
- command_z:
469
- _target_: isaaclab.managers.ObservationTermCfg
470
- func: gear_sonic.envs.manager_env.mdp:command_z
471
- params:
472
- command_name: motion
473
- smpl_joints_multi_future_local_nonflat:
474
- _target_: isaaclab.managers.ObservationTermCfg
475
- func: gear_sonic.envs.manager_env.mdp:smpl_joints_multi_future_local
476
- params:
477
- command_name: motion
478
- non_flatten: true
479
- noise:
480
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
481
- n_min: -0.05
482
- n_max: 0.05
483
- smpl_root_ori_heading_multi_future:
484
- _target_: isaaclab.managers.ObservationTermCfg
485
- func: gear_sonic.envs.manager_env.mdp:smpl_root_ori_heading_mf
486
- params:
487
- command_name: motion
488
- non_flatten: true
489
- noise:
490
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
491
- n_min: -0.05
492
- n_max: 0.05
493
- joint_pos_multi_future_wrist_for_smpl:
494
- _target_: isaaclab.managers.ObservationTermCfg
495
- func: gear_sonic.envs.manager_env.mdp:joint_pos_multi_future_select_joints_for_smpl
496
- params:
497
- command_name: motion
498
- joints_idx:
499
- - 23
500
- - 24
501
- - 25
502
- - 26
503
- - 27
504
- - 28
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- _target_: gear_sonic.envs.manager_env.mdp.observations.TokenizerCfg
506
- enable_corruption: false
507
- concatenate_terms: false
508
- policy_atm:
509
- base_ang_vel:
510
- _target_: isaaclab.managers.ObservationTermCfg
511
- func: gear_sonic.envs.manager_env.mdp:base_ang_vel
512
- history_length: ${actor_prop_history_length}
513
- noise:
514
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
515
- n_min: -0.2
516
- n_max: 0.2
517
- joint_pos_wo_hand:
518
- _target_: isaaclab.managers.ObservationTermCfg
519
- func: gear_sonic.envs.manager_env.mdp:joint_pos_wo_hand
520
- params:
521
- asset_cfg:
522
- _target_: isaaclab.managers.SceneEntityCfg
523
- name: robot
524
- history_length: ${actor_prop_history_length}
525
- noise:
526
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
527
- n_min: -0.01
528
- n_max: 0.01
529
- joint_vel_wo_hand:
530
- _target_: isaaclab.managers.ObservationTermCfg
531
- func: gear_sonic.envs.manager_env.mdp:joint_vel_wo_hand
532
- params:
533
- asset_cfg:
534
- _target_: isaaclab.managers.SceneEntityCfg
535
- name: robot
536
- history_length: ${actor_prop_history_length}
537
- noise:
538
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
539
- n_min: -0.5
540
- n_max: 0.5
541
- actions_wo_hand:
542
- _target_: isaaclab.managers.ObservationTermCfg
543
- func: gear_sonic.envs.manager_env.mdp:last_action_wo_hand
544
- params:
545
- asset_cfg:
546
- _target_: isaaclab.managers.SceneEntityCfg
547
- name: robot
548
- history_length: ${actor_actions_history_length}
549
- gravity_dir:
550
- _target_: isaaclab.managers.ObservationTermCfg
551
- func: gear_sonic.envs.manager_env.mdp:gravity_dir
552
- params:
553
- command_name: motion
554
- history_length: ${actor_prop_history_length}
555
- noise:
556
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
557
- n_min: -0.05
558
- n_max: 0.05
559
- _target_: gear_sonic.envs.manager_env.mdp.observations.PolicyAtmCfg
560
- enable_corruption: false
561
- concatenate_terms: true
562
- _target_: gear_sonic.envs.manager_env.mdp.observations.ObservationsCfg
563
- rewards:
564
- tracking_anchor_pos:
565
- _target_: isaaclab.managers.RewardTermCfg
566
- func: gear_sonic.envs.manager_env.mdp:tracking_anchor_pos_error
567
- weight: 0.5
568
- params:
569
- command_name: motion
570
- std: 0.3
571
- tracking_anchor_ori:
572
- _target_: isaaclab.managers.RewardTermCfg
573
- func: gear_sonic.envs.manager_env.mdp:tracking_anchor_ori_error
574
- weight: 2.5
575
- params:
576
- command_name: motion
577
- std: 0.4
578
- tracking_relative_body_pos:
579
- _target_: isaaclab.managers.RewardTermCfg
580
- func: gear_sonic.envs.manager_env.mdp:tracking_relative_body_pos_error
581
- weight: 1.0
582
- params:
583
- command_name: motion
584
- std: 0.3
585
- tracking_relative_body_ori_weighted:
586
- _target_: isaaclab.managers.RewardTermCfg
587
- func: gear_sonic.envs.manager_env.mdp:tracking_relative_body_ori_weighted_error
588
- weight: 5.0
589
- params:
590
- command_name: motion
591
- std: 0.4
592
- body_weights:
593
- left_wrist_yaw_link: 1.0
594
- right_wrist_yaw_link: 1.0
595
- tracking_body_linvel:
596
- _target_: isaaclab.managers.RewardTermCfg
597
- func: gear_sonic.envs.manager_env.mdp:tracking_body_linvel_error
598
- weight: 1.0
599
- params:
600
- command_name: motion
601
- std: 1.0
602
- tracking_body_angvel:
603
- _target_: isaaclab.managers.RewardTermCfg
604
- func: gear_sonic.envs.manager_env.mdp:tracking_body_angvel_error
605
- weight: 1.0
606
- params:
607
- command_name: motion
608
- std: 3.14
609
- undesired_contacts_no_ankle_hand:
610
- _target_: isaaclab.managers.RewardTermCfg
611
- func: gear_sonic.envs.manager_env.mdp:undesired_contacts
612
- weight: -0.1
613
- params:
614
- sensor_cfg:
615
- _target_: isaaclab.managers.SceneEntityCfg
616
- name: contact_forces
617
- body_names:
618
- - ^(?!left_ankle_roll_link$)(?!right_ankle_roll_link$)(?!.*hand.*).+$
619
- threshold: 1.0
620
- hand_table_contact_penalty: null
621
- grasp_reward:
622
- _target_: isaaclab.managers.RewardTermCfg
623
- func: gear_sonic.envs.manager_env.mdp:reward_grasp
624
- weight: 40.0
625
- params:
626
- sensor_cfg:
627
- _target_: isaaclab.managers.SceneEntityCfg
628
- name: object_to_hand_contact_sensor
629
- contact_threshold: 0.1
630
- min_contacts: 3
631
- hand: right_hand
632
- command_name: motion
633
- grasp_finger_direction:
634
- _target_: isaaclab.managers.RewardTermCfg
635
- func: gear_sonic.envs.manager_env.mdp:reward_grasp_finger_direction
636
- weight: 10.0
637
- params:
638
- thumb_link: right_hand_thumb_2_link
639
- index_link: right_hand_index_1_link
640
- middle_link: right_hand_middle_1_link
641
- hand: right_hand
642
- command_name: motion
643
- grasp_contact_center_right:
644
- _target_: isaaclab.managers.RewardTermCfg
645
- func: gear_sonic.envs.manager_env.mdp:reward_grasp_contact_center
646
- weight: 0.1
647
- params:
648
- hand: right_hand
649
- command_name: motion
650
- exp_coeff: -10.0
651
- grasp_reward_left:
652
- _target_: isaaclab.managers.RewardTermCfg
653
- func: gear_sonic.envs.manager_env.mdp:reward_grasp
654
- weight: 20.0
655
- params:
656
- sensor_cfg:
657
- _target_: isaaclab.managers.SceneEntityCfg
658
- name: object_to_left_hand_contact_sensor
659
- contact_threshold: 0.1
660
- min_contacts: 3
661
- command_name: motion
662
- hand: left_hand
663
- grasp_finger_direction_left:
664
- _target_: isaaclab.managers.RewardTermCfg
665
- func: gear_sonic.envs.manager_env.mdp:reward_grasp_finger_direction
666
- weight: 5.0
667
- params:
668
- thumb_link: left_hand_thumb_2_link
669
- index_link: left_hand_index_1_link
670
- middle_link: left_hand_middle_1_link
671
- hand: left_hand
672
- command_name: motion
673
- grasp_contact_center_left:
674
- _target_: isaaclab.managers.RewardTermCfg
675
- func: gear_sonic.envs.manager_env.mdp:reward_grasp_contact_center
676
- weight: 0.05
677
- params:
678
- hand: left_hand
679
- command_name: motion
680
- exp_coeff: -10.0
681
- finger_primitive_limit:
682
- _target_: isaaclab.managers.RewardTermCfg
683
- func: gear_sonic.envs.manager_env.mdp:reward_finger_primitive_limit
684
- weight: -10.0
685
- params:
686
- mode: discrete
687
- action_scale: 1.0
688
- discrete_threshold: 0.5
689
- object_tracking_reward:
690
- _target_: isaaclab.managers.RewardTermCfg
691
- func: gear_sonic.envs.manager_env.mdp:object_tracking_reward
692
- weight: 20
693
- params:
694
- command_name: motion
695
- sensor_cfg:
696
- _target_: isaaclab.managers.SceneEntityCfg
697
- name: object_to_hand_contact_sensor
698
- w_op: 0.5
699
- w_or: 0.3
700
- w_ov: 0.0
701
- w_oav: 0.0
702
- pos_exp_coeff: -100.0
703
- ori_exp_coeff: -100.0
704
- vel_exp_coeff: -5.0
705
- ang_vel_exp_coeff: -5.0
706
- _target_: gear_sonic.envs.manager_env.mdp.rewards.RewardsCfg
707
- terminations:
708
- anchor_pos:
709
- _target_: isaaclab.managers.TerminationTermCfg
710
- func: gear_sonic.envs.manager_env.mdp:exceeded_anchor_height
711
- params:
712
- command_name: motion
713
- threshold: 0.25
714
- threshold_adaptive: false
715
- down_threshold: 0.5
716
- anchor_ori_full:
717
- _target_: isaaclab.managers.TerminationTermCfg
718
- func: gear_sonic.envs.manager_env.mdp:exceeded_anchor_ori
719
- params:
720
- asset_cfg:
721
- _target_: isaaclab.managers.SceneEntityCfg
722
- name: robot
723
- command_name: motion
724
- threshold: 1
725
- ee_body_pos:
726
- _target_: isaaclab.managers.TerminationTermCfg
727
- func: gear_sonic.envs.manager_env.mdp:exceeded_body_height
728
- params:
729
- command_name: motion
730
- threshold: 0.25
731
- threshold_adaptive: false
732
- down_threshold: 0.5
733
- body_names:
734
- - left_ankle_roll_link
735
- - right_ankle_roll_link
736
- - left_wrist_yaw_link
737
- - right_wrist_yaw_link
738
- time_out:
739
- _target_: isaaclab.managers.TerminationTermCfg
740
- func: gear_sonic.envs.manager_env.mdp:tracking_time_out
741
- time_out: true
742
- params:
743
- command_name: motion
744
- object_pos_deviation:
745
- _target_: isaaclab.managers.TerminationTermCfg
746
- func: gear_sonic.envs.manager_env.mdp:object_pos_deviation
747
- params:
748
- command_name: motion
749
- threshold: 0.25
750
- _target_: gear_sonic.envs.manager_env.mdp.terminations.TerminationsCfg
751
- hand_table_contact_termination: null
752
- object_z_pos_deviation:
753
- _target_: isaaclab.managers.TerminationTermCfg
754
- func: gear_sonic.envs.manager_env.mdp:object_z_pos_deviation
755
- params:
756
- command_name: motion
757
- threshold: 0.3
758
- grasp_failure_after_contact:
759
- _target_: isaaclab.managers.TerminationTermCfg
760
- func: gear_sonic.envs.manager_env.mdp:GraspFailureAfterContact
761
- params:
762
- command_name: motion
763
- hand: right_hand
764
- sensor_name: object_to_hand_contact_sensor
765
- contact_threshold: 0.1
766
- min_contacts: 3
767
- grace_frames: 50
768
- commands:
769
- motion:
770
- _target_: gear_sonic.envs.manager_env.mdp.commands.TrackingCommandCfg
771
- asset_name: robot
772
- motion_lib_cfg:
773
- motion_file: data/motion_lib_genhoi/p017_0309_ha/robot
774
- smpl_motion_file: dummy
775
- asset:
776
- assetRoot: gear_sonic/data/assets/robot_description/mjcf/
777
- assetFileName: g1_29dof_rev_1_0.xml
778
- urdfFileName: ''
779
- extend_config: []
780
- target_fps: 50
781
- multi_thread: true
782
- filter_motion_keys: null
783
- adaptive_sampling: null
784
- smpl_y_up: true
785
- object_motion_file: data/motion_lib_genhoi/p017_0309_ha/objects
786
- bps_dir: data/motion_lib_genhoi/p017_0309_ha/bps
787
- motion_shard_rank: 0
788
- motion_shard_world_size: 32
789
- resampling_time_range:
790
- - 1000000000.0
791
- - 1000000000.0
792
- debug_vis: false
793
- dt_future_ref_frames: 0.1
794
- num_future_frames: 10
795
- pose_range:
796
- x:
797
- - 0
798
- - 0
799
- 'y':
800
- - 0
801
- - 0
802
- z:
803
- - 0
804
- - 0
805
- roll:
806
- - 0
807
- - 0
808
- pitch:
809
- - 0
810
- - 0
811
- yaw:
812
- - 0
813
- - 0
814
- velocity_range:
815
- x:
816
- - 0
817
- - 0
818
- 'y':
819
- - 0
820
- - 0
821
- z:
822
- - 0
823
- - 0
824
- roll:
825
- - 0
826
- - 0
827
- pitch:
828
- - 0
829
- - 0
830
- yaw:
831
- - 0
832
- - 0
833
- joint_position_range:
834
- - 0
835
- - 0
836
- joint_velocity_range:
837
- - 0
838
- - 0
839
- anchor_body: pelvis
840
- vr_3point_body:
841
- - left_wrist_yaw_link
842
- - right_wrist_yaw_link
843
- - torso_link
844
- vr_3point_body_offset:
845
- - - 0.18
846
- - -0.025
847
- - 0.0
848
- - - 0.18
849
- - 0.025
850
- - 0.0
851
- - - 0.0
852
- - 0.0
853
- - 0.35
854
- reward_point_body:
855
- - pelvis
856
- - left_wrist_yaw_link
857
- - right_wrist_yaw_link
858
- - left_ankle_roll_link
859
- - right_ankle_roll_link
860
- reward_point_body_offset:
861
- - - 0.0
862
- - 0.0
863
- - 0.0
864
- - - 0.18
865
- - -0.025
866
- - 0.0
867
- - - 0.18
868
- - 0.025
869
- - 0.0
870
- - - 0.0
871
- - 0.0
872
- - 0.0
873
- - - 0.0
874
- - 0.0
875
- - 0.0
876
- body_names:
877
- - pelvis
878
- - left_hip_roll_link
879
- - left_knee_link
880
- - left_ankle_roll_link
881
- - right_hip_roll_link
882
- - right_knee_link
883
- - right_ankle_roll_link
884
- - torso_link
885
- - left_shoulder_roll_link
886
- - left_elbow_link
887
- - left_wrist_yaw_link
888
- - right_shoulder_roll_link
889
- - right_elbow_link
890
- - right_wrist_yaw_link
891
- motion_lib_num_dof: 29
892
- hand_default_positions:
893
- - 0.0
894
- - 0.0
895
- - 0.0
896
- - 0.0
897
- - 0.0
898
- - 0.0
899
- - 0.0
900
- - 0.0
901
- - 0.0
902
- - 0.0
903
- - 0.0
904
- - 0.0
905
- - 0.0
906
- - 0.0
907
- smpl_num_future_frames: 10
908
- smpl_dt_future_ref_frames: 0.02
909
- use_paired_motions: true
910
- start_from_first_frame: false
911
- sample_before_contact: true
912
- sample_before_contact_margin: 10
913
- sample_before_contact_hand: right_hand
914
- object_position_randomize: false
915
- encoder_sample_probs:
916
- g1: 1.0
917
- teleop: 0.0
918
- smpl: 0.0
919
- _target_: gear_sonic.envs.manager_env.mdp.commands.CommandsCfg
920
- events:
921
- _target_: gear_sonic.envs.manager_env.mdp.events.EventCfg
922
- curriculum:
923
- _target_: gear_sonic.envs.manager_env.mdp.curriculum.CurriculumCfg
924
- recorders:
925
- _target_: gear_sonic.envs.manager_env.mdp.recorders.RecordersCfg
926
- _target_: gear_sonic.envs.manager_env.modular_tracking_env_cfg.ModularTrackingEnvCfg
927
- config:
928
- num_envs: ${num_envs}
929
- env_spacing: 10.0
930
- decimation: 4
931
- episode_length_s: 10.0
932
- sim_dt: 0.005
933
- viewer_eye:
934
- - 4.5
935
- - 0.0
936
- - 6.0
937
- viewer_lookat:
938
- - 0.0
939
- - 0.0
940
- - 2.0
941
- render_results: false
942
- save_rendering_dir: ${experiment_dir}/renderings_training
943
- experiment_dir: ${experiment_dir}
944
- terrain_type: plane
945
- object_mass: 0.1
946
- table_offset: null
947
- eval_camera_offset:
948
- - 2
949
- - -2
950
- - 1
951
- action_transform_module_cfg: models/sonic_sm_3pt_heading_hh-20260203_131215/model_config.yaml
952
- action_transform_module_checkpoint: models/sonic_sm_3pt_heading_hh-20260203_131215/model_step_092000.pt
953
- meta_action_dim: 66
954
- needs_policy_atm: true
955
- obs:
956
- obs_dict: {}
957
- obs_dims: {}
958
- group_obs_dims: {}
959
- group_obs_names: {}
960
- action_clip_value: 20.0
961
- robot:
962
- type: g1_43dof
963
- algo_obs_dim_dict: {}
964
- rewards:
965
- num_critics: 1
966
- train_only_events:
967
- - push_robot
968
- - compliance_force_push
969
- safe_nan: true
970
- gpu_collision_stack_size_exp: 30
971
- add_object: true
972
- object_is_dynamic: true
973
- add_table: false
974
- lift_contact_force_threshold: 0.1
975
- scene_scale: null
976
- use_motion_hand_actions: false
977
- use_finger_primitive: true
978
- motion_meta_info_path: null
979
- use_latent_residual: true
980
- latent_residual_mode: pre_quantization
981
- latent_residual_scale: 0.1
982
- tokenizer_action_dim: 64
983
- hand_action_dim: 2
984
- finger_primitive:
985
- primitive_action_map:
986
- left:
987
- dof_names:
988
- - left_hand_index_0_joint
989
- - left_hand_index_1_joint
990
- - left_hand_middle_0_joint
991
- - left_hand_middle_1_joint
992
- - left_hand_thumb_0_joint
993
- - left_hand_thumb_1_joint
994
- - left_hand_thumb_2_joint
995
- pos_0:
996
- - 0.0
997
- - 0.0
998
- - 0.0
999
- - 0.0
1000
- - 0.0
1001
- - 0.0
1002
- - 0.0
1003
- pos_1:
1004
- - -1.42857143
1005
- - -2.14285714
1006
- - -1.42857143
1007
- - -2.14285714
1008
- - 0.0
1009
- - 1.0
1010
- - 1.0
1011
- discrete: true
1012
- right:
1013
- dof_names:
1014
- - right_hand_index_0_joint
1015
- - right_hand_index_1_joint
1016
- - right_hand_middle_0_joint
1017
- - right_hand_middle_1_joint
1018
- - right_hand_thumb_0_joint
1019
- - right_hand_thumb_1_joint
1020
- - right_hand_thumb_2_joint
1021
- pos_0:
1022
- - 0.0
1023
- - 0.0
1024
- - 0.0
1025
- - 0.0
1026
- - 0.0
1027
- - 0.0
1028
- - 0.0
1029
- pos_1:
1030
- - 1.42857143
1031
- - 2.14285714
1032
- - 1.42857143
1033
- - 2.14285714
1034
- - 0.0
1035
- - -1.0
1036
- - -1.0
1037
- discrete: true
1038
- use_staged_wrapper: false
1039
- object_usd_path: data/motion_lib_genhoi/p017_0309_ha/object_usd
1040
- use_manager_env: true
1041
- exp_base: ${hydra:runtime.choices.exp}
1042
- motion_shard_by_rank: true
1043
- exp_var: pnp_ground_p17_2604301955
1044
- actor_prop_history_length: 10
1045
- actor_actions_history_length: 10
1046
- critic_prop_history_length: 10
1047
- critic_actions_history_length: 10
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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checkpoint/SONIC/models/pnp_table/config.yaml DELETED
@@ -1,1054 +0,0 @@
1
- num_gpus: 1
2
- max_retries: 1
3
- seed: 0
4
- codebase_version: 1.0
5
- headless: true
6
- num_envs: 2048
7
- auto_load_latest: false
8
- checkpoint: null
9
- project_name: GRAB_Tracking
10
- experiment_name: ${exp_base}_${exp_var}
11
- base_dir: logs_rl
12
- timestamp: ${now:%Y%m%d_%H%M%S}
13
- experiment_dir: logs_rl/TRL_G1_Track/manager/universal_token/hoi/pnp_table_pnp_table_p19_2604301955-20260509_235602
14
- save_dir: ${experiment_dir}/.hydra
15
- force_flat_terrain: false
16
- use_wandb: true
17
- log_task_name: TEST
18
- multi_gpu: true
19
- global_rank: 0
20
- sim_type: isaacsim
21
- env_spacing: 20
22
- output_dir: ${experiment_dir}/output
23
- eval_overrides:
24
- headless: false
25
- num_envs: 1
26
- auto_load_latest: false
27
- use_wandb: false
28
- algo:
29
- trl:
30
- dataset_name: dummy
31
- output_dir: logs_rl/TRL_G1_Track/manager/universal_token/hoi/pnp_table_pnp_table_p19_2604301955-20260509_235602
32
- learning_rate: ${algo.config.actor_learning_rate}
33
- num_total_batches: ${algo.config.num_learning_iterations}
34
- total_episodes: null
35
- num_ppo_epochs: ${algo.config.num_learning_epochs}
36
- num_mini_batches: ${algo.config.num_mini_batches}
37
- per_device_train_batch_size: null
38
- gradient_accumulation_steps: 1
39
- report_to: none
40
- gamma: ${algo.config.gamma}
41
- lam: ${algo.config.lam}
42
- vf_coef: ${algo.config.value_loss_coef}
43
- max_grad_norm: ${algo.config.max_grad_norm}
44
- lr_scheduler_type: constant
45
- save_strategy: 'no'
46
- disable_tqdm: true
47
- config:
48
- actor:
49
- _target_: gear_sonic.trl.modules.actor_critic_modules.Actor
50
- running_mean_std: false
51
- output_original_obs_dict: true
52
- has_aux_loss: true
53
- backbone:
54
- _target_: gear_sonic.trl.modules.base_module.BaseModuleAux
55
- process_output_dim: true
56
- aux_loss_func:
57
- latent_l2:
58
- _target_: gear_sonic.trl.losses.token_losses.LatentL2Loss
59
- latent_dim: 64
60
- aux_loss_coef:
61
- latent_l2: 0.1
62
- module_config_dict:
63
- input_dim:
64
- - actor_obs
65
- output_dim:
66
- - robot_action_dim
67
- layer_config:
68
- type: MLP
69
- hidden_dims:
70
- - 512
71
- - 256
72
- - 128
73
- activation: SiLU
74
- critic:
75
- _target_: gear_sonic.trl.modules.actor_critic_modules.Critic
76
- running_mean_std: false
77
- backbone:
78
- _target_: gear_sonic.trl.modules.base_module.BaseModule
79
- process_output_dim: true
80
- module_config_dict:
81
- type: MLP
82
- input_dim:
83
- - critic_obs
84
- output_dim:
85
- - 1
86
- layer_config:
87
- type: MLP
88
- hidden_dims:
89
- - 512
90
- - 256
91
- - 128
92
- activation: SiLU
93
- num_learning_epochs: 5
94
- num_mini_batches: 4
95
- clip_param: 0.2
96
- gamma: 0.99
97
- lam: 0.95
98
- value_loss_coef: 1.0
99
- entropy_coef: 0.01
100
- actor_learning_rate: 2.0e-05
101
- critic_learning_rate: 0.001
102
- max_grad_norm: 0.1
103
- use_clipped_value_loss: true
104
- schedule: adaptive
105
- desired_kl: 0.01
106
- adaptive_lr_min: 1.0e-05
107
- adaptive_lr_max: 0.0002
108
- use_new_actor_critic: true
109
- use_padding_mask: false
110
- ppo_shuffle_every_epoch: true
111
- sync_advantage_normalization: true
112
- empty_cache_every_n_ppo_epoch: -1
113
- num_steps_per_env: 24
114
- save_interval: 500
115
- eval_frequency: 500
116
- load_optimizer: true
117
- init_noise_std: 0.05
118
- num_learning_iterations: 20000
119
- init_at_random_ep_len: true
120
- global_rank: 0
121
- world_size: 64
122
- use_clampped_std: true
123
- std_clamp_min: 0.001
124
- std_clamp_max: 0.5
125
- _recursive_: false
126
- env: ???
127
- terrain: ???
128
- callbacks:
129
- model_save:
130
- _target_: gear_sonic.trl.callbacks.model_save_callback.ModelSaveCallback
131
- save_dir: ${experiment_dir}
132
- save_frequency: 500
133
- max_disk_usage: 14.8
134
- wandb:
135
- _target_: gear_sonic.trl.callbacks.wandb_callback.WandbCallback
136
- read_eval:
137
- _target_: gear_sonic.trl.callbacks.read_eval_callback.ReadEvalCallback
138
- eval_dir: ${experiment_dir}/eval
139
- check_interval: 1
140
- im_resample:
141
- _target_: gear_sonic.trl.callbacks.im_resample_callback.ImResampleCallback
142
- motion_resample_frequency: 250
143
- trainer:
144
- _target_: gear_sonic.trl.trainer.ppo_trainer_aux_loss.TRLAuxLossPPOTrainer
145
- wandb:
146
- wandb_project: null
147
- wandb_tags: online
148
- wandb_group: pnp_table_p19_2604301955
149
- wandb_id: null
150
- wandb_entity: null
151
- wandb_dir: /tmp
152
- manager_env:
153
- actions:
154
- joint_pos:
155
- _target_: isaaclab.envs.mdp.actions.JointPositionActionCfg
156
- asset_name: robot
157
- joint_names:
158
- - .*
159
- use_default_offset: true
160
- _target_: gear_sonic.envs.manager_env.mdp.actions.ActionsCfg
161
- observations:
162
- policy:
163
- command:
164
- _target_: isaaclab.managers.ObservationTermCfg
165
- func: gear_sonic.envs.manager_env.mdp:generated_commands
166
- params:
167
- command_name: motion
168
- motion_anchor_pos_b:
169
- _target_: isaaclab.managers.ObservationTermCfg
170
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_pos_b
171
- params:
172
- command_name: motion
173
- noise:
174
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
175
- n_min: -0.25
176
- n_max: 0.25
177
- motion_anchor_ori_b:
178
- _target_: isaaclab.managers.ObservationTermCfg
179
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b
180
- params:
181
- command_name: motion
182
- noise:
183
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
184
- n_min: -0.05
185
- n_max: 0.05
186
- base_lin_vel:
187
- _target_: isaaclab.managers.ObservationTermCfg
188
- func: gear_sonic.envs.manager_env.mdp:base_lin_vel
189
- noise:
190
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
191
- n_min: -0.5
192
- n_max: 0.5
193
- base_ang_vel:
194
- _target_: isaaclab.managers.ObservationTermCfg
195
- func: gear_sonic.envs.manager_env.mdp:base_ang_vel
196
- noise:
197
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
198
- n_min: -0.2
199
- n_max: 0.2
200
- joint_pos:
201
- _target_: isaaclab.managers.ObservationTermCfg
202
- func: gear_sonic.envs.manager_env.mdp:joint_pos_rel
203
- noise:
204
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
205
- n_min: -0.01
206
- n_max: 0.01
207
- joint_vel:
208
- _target_: isaaclab.managers.ObservationTermCfg
209
- func: gear_sonic.envs.manager_env.mdp:joint_vel_rel
210
- noise:
211
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
212
- n_min: -0.5
213
- n_max: 0.5
214
- actions:
215
- _target_: isaaclab.managers.ObservationTermCfg
216
- func: gear_sonic.envs.manager_env.mdp:last_action
217
- target_object_pos:
218
- _target_: isaaclab.managers.ObservationTermCfg
219
- func: gear_sonic.envs.manager_env.mdp:get_target_object_pos_in_base_frame
220
- params:
221
- asset_cfg:
222
- _target_: isaaclab.managers.SceneEntityCfg
223
- name: object
224
- noise: null
225
- hand_object_transform_6d:
226
- _target_: isaaclab.managers.ObservationTermCfg
227
- func: gear_sonic.envs.manager_env.mdp:hand_object_transform_6d
228
- params:
229
- asset_cfg:
230
- _target_: isaaclab.managers.SceneEntityCfg
231
- name: object_to_hand_frame_transformer
232
- noise: null
233
- finger_tips_force:
234
- _target_: isaaclab.managers.ObservationTermCfg
235
- func: gear_sonic.envs.manager_env.mdp:get_finger_tips_contact_force
236
- params:
237
- sensor_cfg:
238
- _target_: isaaclab.managers.SceneEntityCfg
239
- name: object_to_hand_contact_sensor
240
- noise: null
241
- object_pos_b:
242
- _target_: isaaclab.managers.ObservationTermCfg
243
- func: gear_sonic.envs.manager_env.mdp:object_pos_b
244
- params:
245
- command_name: motion
246
- noise: null
247
- object_ori_b_6d:
248
- _target_: isaaclab.managers.ObservationTermCfg
249
- func: gear_sonic.envs.manager_env.mdp:object_ori_b_6d
250
- params:
251
- command_name: motion
252
- noise: null
253
- table_pos_b:
254
- _target_: isaaclab.managers.ObservationTermCfg
255
- func: gear_sonic.envs.manager_env.mdp:table_pos_b
256
- params:
257
- command_name: motion
258
- noise: null
259
- table_ori_b:
260
- _target_: isaaclab.managers.ObservationTermCfg
261
- func: gear_sonic.envs.manager_env.mdp:table_ori_b
262
- params:
263
- command_name: motion
264
- noise: null
265
- object_pos_delta_multi_future:
266
- _target_: isaaclab.managers.ObservationTermCfg
267
- func: gear_sonic.envs.manager_env.mdp:object_pos_delta_multi_future
268
- params:
269
- command_name: motion
270
- noise:
271
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
272
- n_min: -0.02
273
- n_max: 0.02
274
- object_ori_delta_multi_future_6d:
275
- _target_: isaaclab.managers.ObservationTermCfg
276
- func: gear_sonic.envs.manager_env.mdp:object_ori_delta_multi_future_6d
277
- params:
278
- command_name: motion
279
- noise:
280
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
281
- n_min: -0.02
282
- n_max: 0.02
283
- command_multi_future:
284
- _target_: isaaclab.managers.ObservationTermCfg
285
- func: gear_sonic.envs.manager_env.mdp:command_multi_future
286
- params:
287
- command_name: motion
288
- noise: null
289
- motion_anchor_ori_b_mf:
290
- _target_: isaaclab.managers.ObservationTermCfg
291
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b_mf
292
- params:
293
- command_name: motion
294
- noise:
295
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
296
- n_min: -0.05
297
- n_max: 0.05
298
- object_bps:
299
- _target_: isaaclab.managers.ObservationTermCfg
300
- func: gear_sonic.envs.manager_env.mdp:object_bps
301
- params:
302
- command_name: motion
303
- noise: null
304
- _target_: gear_sonic.envs.manager_env.mdp.observations.PolicyCfg
305
- enable_corruption: false
306
- concatenate_terms: true
307
- critic:
308
- command:
309
- _target_: isaaclab.managers.ObservationTermCfg
310
- func: gear_sonic.envs.manager_env.mdp:generated_commands
311
- params:
312
- command_name: motion
313
- motion_anchor_pos_b:
314
- _target_: isaaclab.managers.ObservationTermCfg
315
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_pos_b
316
- params:
317
- command_name: motion
318
- motion_anchor_ori_b:
319
- _target_: isaaclab.managers.ObservationTermCfg
320
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b
321
- params:
322
- command_name: motion
323
- body_pos:
324
- _target_: isaaclab.managers.ObservationTermCfg
325
- func: gear_sonic.envs.manager_env.mdp:robot_body_pos_b
326
- params:
327
- command_name: motion
328
- body_ori:
329
- _target_: isaaclab.managers.ObservationTermCfg
330
- func: gear_sonic.envs.manager_env.mdp:robot_body_ori_b
331
- params:
332
- command_name: motion
333
- base_lin_vel:
334
- _target_: isaaclab.managers.ObservationTermCfg
335
- func: gear_sonic.envs.manager_env.mdp:base_lin_vel
336
- base_ang_vel:
337
- _target_: isaaclab.managers.ObservationTermCfg
338
- func: gear_sonic.envs.manager_env.mdp:base_ang_vel
339
- joint_pos:
340
- _target_: isaaclab.managers.ObservationTermCfg
341
- func: gear_sonic.envs.manager_env.mdp:joint_pos_rel
342
- joint_vel:
343
- _target_: isaaclab.managers.ObservationTermCfg
344
- func: gear_sonic.envs.manager_env.mdp:joint_vel_rel
345
- actions:
346
- _target_: isaaclab.managers.ObservationTermCfg
347
- func: gear_sonic.envs.manager_env.mdp:last_action
348
- target_object_pos:
349
- _target_: isaaclab.managers.ObservationTermCfg
350
- func: gear_sonic.envs.manager_env.mdp:get_target_object_pos_in_base_frame
351
- params:
352
- asset_cfg:
353
- _target_: isaaclab.managers.SceneEntityCfg
354
- name: object
355
- hand_object_transform_6d:
356
- _target_: isaaclab.managers.ObservationTermCfg
357
- func: gear_sonic.envs.manager_env.mdp:hand_object_transform_6d
358
- params:
359
- asset_cfg:
360
- _target_: isaaclab.managers.SceneEntityCfg
361
- name: object_to_hand_frame_transformer
362
- finger_tips_force:
363
- _target_: isaaclab.managers.ObservationTermCfg
364
- func: gear_sonic.envs.manager_env.mdp:get_finger_tips_contact_force
365
- params:
366
- sensor_cfg:
367
- _target_: isaaclab.managers.SceneEntityCfg
368
- name: object_to_hand_contact_sensor
369
- grab_contact_flag:
370
- _target_: isaaclab.managers.ObservationTermCfg
371
- func: gear_sonic.envs.manager_env.mdp:grab_contact_flag
372
- params:
373
- command_name: motion
374
- object_pos_b:
375
- _target_: isaaclab.managers.ObservationTermCfg
376
- func: gear_sonic.envs.manager_env.mdp:object_pos_b
377
- params:
378
- command_name: motion
379
- object_ori_b_6d:
380
- _target_: isaaclab.managers.ObservationTermCfg
381
- func: gear_sonic.envs.manager_env.mdp:object_ori_b_6d
382
- params:
383
- command_name: motion
384
- table_pos_b:
385
- _target_: isaaclab.managers.ObservationTermCfg
386
- func: gear_sonic.envs.manager_env.mdp:table_pos_b
387
- params:
388
- command_name: motion
389
- table_ori_b:
390
- _target_: isaaclab.managers.ObservationTermCfg
391
- func: gear_sonic.envs.manager_env.mdp:table_ori_b
392
- params:
393
- command_name: motion
394
- object_pos_delta_multi_future:
395
- _target_: isaaclab.managers.ObservationTermCfg
396
- func: gear_sonic.envs.manager_env.mdp:object_pos_delta_multi_future
397
- params:
398
- command_name: motion
399
- object_ori_delta_multi_future_6d:
400
- _target_: isaaclab.managers.ObservationTermCfg
401
- func: gear_sonic.envs.manager_env.mdp:object_ori_delta_multi_future_6d
402
- params:
403
- command_name: motion
404
- command_multi_future:
405
- _target_: isaaclab.managers.ObservationTermCfg
406
- func: gear_sonic.envs.manager_env.mdp:command_multi_future
407
- params:
408
- command_name: motion
409
- motion_anchor_ori_b_mf:
410
- _target_: isaaclab.managers.ObservationTermCfg
411
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_b_mf
412
- params:
413
- command_name: motion
414
- _target_: gear_sonic.envs.manager_env.mdp.observations.PrivilegedCfg
415
- tokenizer:
416
- encoder_index:
417
- _target_: isaaclab.managers.ObservationTermCfg
418
- func: gear_sonic.envs.manager_env.mdp:get_command_obs
419
- params:
420
- command_name: motion
421
- obs_name: episode_encoder_index
422
- command_multi_future_nonflat:
423
- _target_: isaaclab.managers.ObservationTermCfg
424
- func: gear_sonic.envs.manager_env.mdp:command_multi_future
425
- params:
426
- command_name: motion
427
- non_flatten: true
428
- command_z_multi_future_nonflat:
429
- _target_: isaaclab.managers.ObservationTermCfg
430
- func: gear_sonic.envs.manager_env.mdp:command_z_multi_future
431
- params:
432
- command_name: motion
433
- non_flatten: true
434
- motion_anchor_ori_heading_mf_nonflat:
435
- _target_: isaaclab.managers.ObservationTermCfg
436
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_heading_mf
437
- params:
438
- command_name: motion
439
- non_flatten: true
440
- noise:
441
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
442
- n_min: -0.05
443
- n_max: 0.05
444
- command_multi_future_lower_body:
445
- _target_: isaaclab.managers.ObservationTermCfg
446
- func: gear_sonic.envs.manager_env.mdp:command_multi_future_lower_body
447
- params:
448
- command_name: motion
449
- vr_3point_local_target:
450
- _target_: isaaclab.managers.ObservationTermCfg
451
- func: gear_sonic.envs.manager_env.mdp:vr_3point_local_target
452
- params:
453
- command_name: motion
454
- vr_3point_local_orn_target:
455
- _target_: isaaclab.managers.ObservationTermCfg
456
- func: gear_sonic.envs.manager_env.mdp:vr_3point_local_orn_target
457
- params:
458
- command_name: motion
459
- motion_anchor_ori_heading:
460
- _target_: isaaclab.managers.ObservationTermCfg
461
- func: gear_sonic.envs.manager_env.mdp:motion_anchor_ori_heading
462
- params:
463
- command_name: motion
464
- noise:
465
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
466
- n_min: -0.05
467
- n_max: 0.05
468
- command_z:
469
- _target_: isaaclab.managers.ObservationTermCfg
470
- func: gear_sonic.envs.manager_env.mdp:command_z
471
- params:
472
- command_name: motion
473
- smpl_joints_multi_future_local_nonflat:
474
- _target_: isaaclab.managers.ObservationTermCfg
475
- func: gear_sonic.envs.manager_env.mdp:smpl_joints_multi_future_local
476
- params:
477
- command_name: motion
478
- non_flatten: true
479
- noise:
480
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
481
- n_min: -0.05
482
- n_max: 0.05
483
- smpl_root_ori_heading_multi_future:
484
- _target_: isaaclab.managers.ObservationTermCfg
485
- func: gear_sonic.envs.manager_env.mdp:smpl_root_ori_heading_mf
486
- params:
487
- command_name: motion
488
- non_flatten: true
489
- noise:
490
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
491
- n_min: -0.05
492
- n_max: 0.05
493
- joint_pos_multi_future_wrist_for_smpl:
494
- _target_: isaaclab.managers.ObservationTermCfg
495
- func: gear_sonic.envs.manager_env.mdp:joint_pos_multi_future_select_joints_for_smpl
496
- params:
497
- command_name: motion
498
- joints_idx:
499
- - 23
500
- - 24
501
- - 25
502
- - 26
503
- - 27
504
- - 28
505
- _target_: gear_sonic.envs.manager_env.mdp.observations.TokenizerCfg
506
- enable_corruption: false
507
- concatenate_terms: false
508
- policy_atm:
509
- base_ang_vel:
510
- _target_: isaaclab.managers.ObservationTermCfg
511
- func: gear_sonic.envs.manager_env.mdp:base_ang_vel
512
- history_length: ${actor_prop_history_length}
513
- noise:
514
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
515
- n_min: -0.2
516
- n_max: 0.2
517
- joint_pos_wo_hand:
518
- _target_: isaaclab.managers.ObservationTermCfg
519
- func: gear_sonic.envs.manager_env.mdp:joint_pos_wo_hand
520
- params:
521
- asset_cfg:
522
- _target_: isaaclab.managers.SceneEntityCfg
523
- name: robot
524
- history_length: ${actor_prop_history_length}
525
- noise:
526
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
527
- n_min: -0.01
528
- n_max: 0.01
529
- joint_vel_wo_hand:
530
- _target_: isaaclab.managers.ObservationTermCfg
531
- func: gear_sonic.envs.manager_env.mdp:joint_vel_wo_hand
532
- params:
533
- asset_cfg:
534
- _target_: isaaclab.managers.SceneEntityCfg
535
- name: robot
536
- history_length: ${actor_prop_history_length}
537
- noise:
538
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
539
- n_min: -0.5
540
- n_max: 0.5
541
- actions_wo_hand:
542
- _target_: isaaclab.managers.ObservationTermCfg
543
- func: gear_sonic.envs.manager_env.mdp:last_action_wo_hand
544
- params:
545
- asset_cfg:
546
- _target_: isaaclab.managers.SceneEntityCfg
547
- name: robot
548
- history_length: ${actor_actions_history_length}
549
- gravity_dir:
550
- _target_: isaaclab.managers.ObservationTermCfg
551
- func: gear_sonic.envs.manager_env.mdp:gravity_dir
552
- params:
553
- command_name: motion
554
- history_length: ${actor_prop_history_length}
555
- noise:
556
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
557
- n_min: -0.05
558
- n_max: 0.05
559
- _target_: gear_sonic.envs.manager_env.mdp.observations.PolicyAtmCfg
560
- enable_corruption: false
561
- concatenate_terms: true
562
- _target_: gear_sonic.envs.manager_env.mdp.observations.ObservationsCfg
563
- rewards:
564
- tracking_anchor_pos:
565
- _target_: isaaclab.managers.RewardTermCfg
566
- func: gear_sonic.envs.manager_env.mdp:tracking_anchor_pos_error
567
- weight: 0.5
568
- params:
569
- command_name: motion
570
- std: 0.3
571
- tracking_anchor_ori:
572
- _target_: isaaclab.managers.RewardTermCfg
573
- func: gear_sonic.envs.manager_env.mdp:tracking_anchor_ori_error
574
- weight: 2.5
575
- params:
576
- command_name: motion
577
- std: 0.4
578
- tracking_relative_body_pos:
579
- _target_: isaaclab.managers.RewardTermCfg
580
- func: gear_sonic.envs.manager_env.mdp:tracking_relative_body_pos_error
581
- weight: 1.0
582
- params:
583
- command_name: motion
584
- std: 0.3
585
- tracking_relative_body_ori:
586
- _target_: isaaclab.managers.RewardTermCfg
587
- func: gear_sonic.envs.manager_env.mdp:tracking_relative_body_ori_error
588
- weight: 5.0
589
- params:
590
- command_name: motion
591
- std: 0.4
592
- tracking_body_linvel:
593
- _target_: isaaclab.managers.RewardTermCfg
594
- func: gear_sonic.envs.manager_env.mdp:tracking_body_linvel_error
595
- weight: 1.0
596
- params:
597
- command_name: motion
598
- std: 1.0
599
- tracking_body_angvel:
600
- _target_: isaaclab.managers.RewardTermCfg
601
- func: gear_sonic.envs.manager_env.mdp:tracking_body_angvel_error
602
- weight: 1.0
603
- params:
604
- command_name: motion
605
- std: 3.14
606
- undesired_contacts_no_ankle_hand:
607
- _target_: isaaclab.managers.RewardTermCfg
608
- func: gear_sonic.envs.manager_env.mdp:undesired_contacts
609
- weight: -0.1
610
- params:
611
- sensor_cfg:
612
- _target_: isaaclab.managers.SceneEntityCfg
613
- name: contact_forces
614
- body_names:
615
- - ^(?!left_ankle_roll_link$)(?!right_ankle_roll_link$)(?!.*hand.*).+$
616
- threshold: 1.0
617
- hand_table_contact_penalty:
618
- _target_: isaaclab.managers.RewardTermCfg
619
- func: gear_sonic.envs.manager_env.mdp:reward_hand_table_contact_penalty
620
- weight: -1.0
621
- params:
622
- sensor_cfg:
623
- _target_: isaaclab.managers.SceneEntityCfg
624
- name: table_to_hand_contact_sensor
625
- grasp_reward:
626
- _target_: isaaclab.managers.RewardTermCfg
627
- func: gear_sonic.envs.manager_env.mdp:reward_grasp
628
- weight: 5.0
629
- params:
630
- sensor_cfg:
631
- _target_: isaaclab.managers.SceneEntityCfg
632
- name: object_to_hand_contact_sensor
633
- contact_threshold: 0.1
634
- min_contacts: 8
635
- hand: right_hand
636
- command_name: motion
637
- gate_with_contact_label: true
638
- grasp_finger_direction:
639
- _target_: isaaclab.managers.RewardTermCfg
640
- func: gear_sonic.envs.manager_env.mdp:reward_grasp_finger_direction
641
- weight: 10.0
642
- params:
643
- thumb_link: right_hand_thumb_2_link
644
- index_link: right_hand_index_1_link
645
- middle_link: right_hand_middle_1_link
646
- hand: right_hand
647
- command_name: motion
648
- use_contact_center: true
649
- finger_primitive_limit:
650
- _target_: isaaclab.managers.RewardTermCfg
651
- func: gear_sonic.envs.manager_env.mdp:reward_finger_primitive_limit
652
- weight: 0.0
653
- params:
654
- mode: discrete
655
- action_scale: 1.0
656
- discrete_threshold: 0.5
657
- meta_action_rate_l2:
658
- _target_: isaaclab.managers.RewardTermCfg
659
- func: gear_sonic.envs.manager_env.mdp:meta_action_rate_l2
660
- weight: -0.1
661
- params:
662
- token_only: false
663
- full_latent_rate_l2:
664
- _target_: isaaclab.managers.RewardTermCfg
665
- func: gear_sonic.envs.manager_env.mdp:full_latent_rate_l2
666
- weight: -0.01
667
- is_terminated:
668
- _target_: isaaclab.managers.RewardTermCfg
669
- func: isaaclab.envs.mdp:is_terminated
670
- weight: -10.0
671
- object_tracking_reward:
672
- _target_: isaaclab.managers.RewardTermCfg
673
- func: gear_sonic.envs.manager_env.mdp:object_tracking_reward
674
- weight: 0.0
675
- params:
676
- command_name: motion
677
- sensor_cfg:
678
- _target_: isaaclab.managers.SceneEntityCfg
679
- name: object_to_hand_contact_sensor
680
- w_op: 0.5
681
- w_or: 0.0
682
- w_ov: 0.0
683
- w_oav: 0.0
684
- pos_exp_coeff: -100.0
685
- ori_exp_coeff: -100.0
686
- vel_exp_coeff: -5.0
687
- ang_vel_exp_coeff: -5.0
688
- _target_: gear_sonic.envs.manager_env.mdp.rewards.RewardsCfg
689
- approach_velocity_penalty:
690
- _target_: isaaclab.managers.RewardTermCfg
691
- func: gear_sonic.envs.manager_env.mdp:reward_approach_velocity_penalty
692
- weight: -15.0
693
- params:
694
- sensor_cfg:
695
- _target_: isaaclab.managers.SceneEntityCfg
696
- name: object_to_hand_contact_sensor
697
- sigma: 0.25
698
- contact_threshold: 0.1
699
- min_contacts: 8
700
- disable_after_contact: false
701
- upright_penalty:
702
- _target_: isaaclab.managers.RewardTermCfg
703
- func: gear_sonic.envs.manager_env.mdp:upright_penalty
704
- weight: 0
705
- params:
706
- command_name: motion
707
- body_names:
708
- - pelvis
709
- - torso_link
710
- terminations:
711
- anchor_pos:
712
- _target_: isaaclab.managers.TerminationTermCfg
713
- func: gear_sonic.envs.manager_env.mdp:exceeded_anchor_height
714
- params:
715
- command_name: motion
716
- threshold: 0.25
717
- threshold_adaptive: false
718
- down_threshold: 0.5
719
- anchor_ori_full:
720
- _target_: isaaclab.managers.TerminationTermCfg
721
- func: gear_sonic.envs.manager_env.mdp:exceeded_anchor_ori
722
- params:
723
- asset_cfg:
724
- _target_: isaaclab.managers.SceneEntityCfg
725
- name: robot
726
- command_name: motion
727
- threshold: 1
728
- ee_body_pos:
729
- _target_: isaaclab.managers.TerminationTermCfg
730
- func: gear_sonic.envs.manager_env.mdp:exceeded_body_height
731
- params:
732
- command_name: motion
733
- threshold: 0.25
734
- threshold_adaptive: false
735
- down_threshold: 0.5
736
- body_names:
737
- - left_ankle_roll_link
738
- - right_ankle_roll_link
739
- - left_wrist_yaw_link
740
- - right_wrist_yaw_link
741
- time_out:
742
- _target_: isaaclab.managers.TerminationTermCfg
743
- func: gear_sonic.envs.manager_env.mdp:tracking_time_out
744
- time_out: true
745
- params:
746
- command_name: motion
747
- object_pos_deviation:
748
- _target_: isaaclab.managers.TerminationTermCfg
749
- func: gear_sonic.envs.manager_env.mdp:object_pos_deviation
750
- params:
751
- command_name: motion
752
- threshold: 0.1
753
- _target_: gear_sonic.envs.manager_env.mdp.terminations.TerminationsCfg
754
- hand_table_contact_termination:
755
- _target_: isaaclab.managers.TerminationTermCfg
756
- func: gear_sonic.envs.manager_env.mdp:hand_table_contact_termination
757
- params:
758
- sensor_cfg:
759
- _target_: isaaclab.managers.SceneEntityCfg
760
- name: table_to_hand_contact_sensor
761
- force_threshold: 1.0
762
- commands:
763
- motion:
764
- _target_: gear_sonic.envs.manager_env.mdp.commands.TrackingCommandCfg
765
- asset_name: robot
766
- motion_lib_cfg:
767
- motion_file: data/motion_lib_genhoi/p019_0324_ha/robot
768
- smpl_motion_file: dummy
769
- asset:
770
- assetRoot: gear_sonic/data/assets/robot_description/mjcf/
771
- assetFileName: g1_29dof_rev_1_0.xml
772
- urdfFileName: ''
773
- extend_config: []
774
- target_fps: 50
775
- multi_thread: true
776
- filter_motion_keys: null
777
- adaptive_sampling: null
778
- smpl_y_up: true
779
- object_motion_file: data/motion_lib_genhoi/p019_0324_ha/objects
780
- bps_dir: data/motion_lib_genhoi/p019_0324/bps
781
- motion_shard_rank: 0
782
- motion_shard_world_size: 64
783
- resampling_time_range:
784
- - 1000000000.0
785
- - 1000000000.0
786
- debug_vis: false
787
- dt_future_ref_frames: 0.1
788
- num_future_frames: 10
789
- pose_range:
790
- x:
791
- - 0
792
- - 0
793
- 'y':
794
- - 0
795
- - 0
796
- z:
797
- - 0
798
- - 0
799
- roll:
800
- - 0
801
- - 0
802
- pitch:
803
- - 0
804
- - 0
805
- yaw:
806
- - 0
807
- - 0
808
- velocity_range:
809
- x:
810
- - 0
811
- - 0
812
- 'y':
813
- - 0
814
- - 0
815
- z:
816
- - 0
817
- - 0
818
- roll:
819
- - 0
820
- - 0
821
- pitch:
822
- - 0
823
- - 0
824
- yaw:
825
- - 0
826
- - 0
827
- joint_position_range:
828
- - 0
829
- - 0
830
- joint_velocity_range:
831
- - 0
832
- - 0
833
- anchor_body: pelvis
834
- vr_3point_body:
835
- - left_wrist_yaw_link
836
- - right_wrist_yaw_link
837
- - torso_link
838
- vr_3point_body_offset:
839
- - - 0.18
840
- - -0.025
841
- - 0.0
842
- - - 0.18
843
- - 0.025
844
- - 0.0
845
- - - 0.0
846
- - 0.0
847
- - 0.35
848
- reward_point_body:
849
- - pelvis
850
- - left_wrist_yaw_link
851
- - right_wrist_yaw_link
852
- - left_ankle_roll_link
853
- - right_ankle_roll_link
854
- reward_point_body_offset:
855
- - - 0.0
856
- - 0.0
857
- - 0.0
858
- - - 0.18
859
- - -0.025
860
- - 0.0
861
- - - 0.18
862
- - 0.025
863
- - 0.0
864
- - - 0.0
865
- - 0.0
866
- - 0.0
867
- - - 0.0
868
- - 0.0
869
- - 0.0
870
- body_names:
871
- - pelvis
872
- - left_hip_roll_link
873
- - left_knee_link
874
- - left_ankle_roll_link
875
- - right_hip_roll_link
876
- - right_knee_link
877
- - right_ankle_roll_link
878
- - torso_link
879
- - left_shoulder_roll_link
880
- - left_elbow_link
881
- - left_wrist_yaw_link
882
- - right_shoulder_roll_link
883
- - right_elbow_link
884
- - right_wrist_yaw_link
885
- motion_lib_num_dof: 29
886
- hand_default_positions:
887
- - 0.0
888
- - 0.0
889
- - 0.0
890
- - 0.0
891
- - 0.0
892
- - 0.0
893
- - 0.0
894
- - 0.0
895
- - 0.0
896
- - 0.0
897
- - 0.0
898
- - 0.0
899
- - 0.0
900
- - 0.0
901
- smpl_num_future_frames: 10
902
- smpl_dt_future_ref_frames: 0.02
903
- use_paired_motions: true
904
- start_from_first_frame: false
905
- sample_before_contact: true
906
- sample_from_n_initial_frames: 30
907
- object_position_randomize: false
908
- encoder_sample_probs:
909
- g1: 1.0
910
- teleop: 0.0
911
- smpl: 0.0
912
- _target_: gear_sonic.envs.manager_env.mdp.commands.CommandsCfg
913
- events:
914
- _target_: gear_sonic.envs.manager_env.mdp.events.EventCfg
915
- curriculum:
916
- _target_: gear_sonic.envs.manager_env.mdp.curriculum.CurriculumCfg
917
- recorders:
918
- _target_: gear_sonic.envs.manager_env.mdp.recorders.RecordersCfg
919
- _target_: gear_sonic.envs.manager_env.modular_tracking_env_cfg.ModularTrackingEnvCfg
920
- config:
921
- num_envs: ${num_envs}
922
- env_spacing: 10.0
923
- decimation: 4
924
- episode_length_s: 10.0
925
- sim_dt: 0.005
926
- viewer_eye:
927
- - 4.5
928
- - 0.0
929
- - 6.0
930
- viewer_lookat:
931
- - 0.0
932
- - 0.0
933
- - 2.0
934
- render_results: false
935
- save_rendering_dir: ${experiment_dir}/renderings_training
936
- experiment_dir: ${experiment_dir}
937
- terrain_type: plane
938
- object_mass: 0.1
939
- table_offset: null
940
- eval_camera_offset:
941
- - 2
942
- - -2
943
- - 1
944
- action_transform_module_cfg: models/sonic_sm_3pt_heading_hh-20260203_131215/model_config.yaml
945
- action_transform_module_checkpoint: models/sonic_sm_3pt_heading_hh-20260203_131215/model_step_092000.pt
946
- meta_action_dim: 66
947
- needs_policy_atm: true
948
- obs:
949
- obs_dict: {}
950
- obs_dims: {}
951
- group_obs_dims: {}
952
- group_obs_names: {}
953
- action_clip_value: 20.0
954
- robot:
955
- type: g1_43dof
956
- algo_obs_dim_dict: {}
957
- rewards:
958
- num_critics: 1
959
- train_only_events:
960
- - push_robot
961
- - force_push_robot
962
- safe_nan: true
963
- gpu_collision_stack_size_exp: 30
964
- replicate_physics: false
965
- add_object: true
966
- object_is_dynamic: true
967
- add_table: true
968
- lift_contact_force_threshold: 0.1
969
- scene_scale: null
970
- table_size:
971
- - 1.5
972
- - 0.7
973
- - 0.04
974
- use_motion_hand_actions: true
975
- use_finger_primitive: true
976
- motion_meta_info_path: null
977
- contact_sensor_finger_links:
978
- - right_hand_palm_link
979
- - right_hand_thumb_0_link
980
- - right_hand_thumb_1_link
981
- - right_hand_thumb_2_link
982
- - right_hand_index_0_link
983
- - right_hand_index_1_link
984
- - right_hand_middle_0_link
985
- - right_hand_middle_1_link
986
- use_latent_residual: true
987
- latent_residual_mode: pre_quantization
988
- latent_residual_scale: 0.1
989
- tokenizer_action_dim: 64
990
- hand_action_dim: 2
991
- finger_primitive:
992
- primitive_action_map:
993
- left:
994
- dof_names:
995
- - left_hand_index_0_joint
996
- - left_hand_index_1_joint
997
- - left_hand_middle_0_joint
998
- - left_hand_middle_1_joint
999
- - left_hand_thumb_0_joint
1000
- - left_hand_thumb_1_joint
1001
- - left_hand_thumb_2_joint
1002
- pos_0:
1003
- - 0.0
1004
- - 0.0
1005
- - 0.0
1006
- - 0.0
1007
- - 0.0
1008
- - 0.0
1009
- - 0.0
1010
- pos_1:
1011
- - -1.42857143
1012
- - -2.14285714
1013
- - -1.42857143
1014
- - -2.14285714
1015
- - 0.0
1016
- - 1.0
1017
- - 1.0
1018
- discrete: true
1019
- right:
1020
- dof_names:
1021
- - right_hand_index_0_joint
1022
- - right_hand_index_1_joint
1023
- - right_hand_middle_0_joint
1024
- - right_hand_middle_1_joint
1025
- - right_hand_thumb_0_joint
1026
- - right_hand_thumb_1_joint
1027
- - right_hand_thumb_2_joint
1028
- pos_0:
1029
- - 0.0
1030
- - 0.0
1031
- - 0.0
1032
- - 0.0
1033
- - 0.0
1034
- - 0.0
1035
- - 0.0
1036
- pos_1:
1037
- - 1.42857143
1038
- - 2.14285714
1039
- - 1.42857143
1040
- - 2.14285714
1041
- - 0.0
1042
- - -1.0
1043
- - -1.0
1044
- discrete: true
1045
- use_staged_wrapper: false
1046
- object_usd_path: data/motion_lib_genhoi/p019_0324_ha/object_usd
1047
- use_manager_env: true
1048
- exp_base: ${hydra:runtime.choices.exp}
1049
- motion_shard_by_rank: true
1050
- exp_var: pnp_table_p19_2604301955
1051
- actor_prop_history_length: 10
1052
- actor_actions_history_length: 10
1053
- critic_prop_history_length: 10
1054
- critic_actions_history_length: 10
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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checkpoint/SONIC/models/terrain_stairs/config.yaml DELETED
@@ -1,809 +0,0 @@
1
- num_gpus: 1
2
- max_retries: 1
3
- seed: 0
4
- codebase_version: 1.0
5
- headless: true
6
- num_envs: 1024
7
- auto_load_latest: false
8
- checkpoint: null
9
- project_name: TRL_G1_Track
10
- experiment_name: ${exp_base}_${exp_var}
11
- base_dir: logs_rl
12
- timestamp: ${now:%Y%m%d_%H%M%S}
13
- experiment_dir: logs_rl/TRL_G1_Track/manager/universal_token/all_modes/sonic_single_hmap_proj_terrain_obj_tnfh_stairs_hmap_obj_full_nodr_2604190246-20260420_184200
14
- save_dir: ${experiment_dir}/.hydra
15
- force_flat_terrain: false
16
- use_wandb: true
17
- log_task_name: TEST
18
- multi_gpu: true
19
- global_rank: 0
20
- sim_type: isaacsim
21
- env_spacing: 20
22
- output_dir: ${experiment_dir}/output
23
- eval_overrides:
24
- headless: false
25
- num_envs: 1
26
- auto_load_latest: false
27
- use_wandb: false
28
- algo:
29
- trl:
30
- dataset_name: dummy
31
- output_dir: logs_rl/TRL_G1_Track/manager/universal_token/all_modes/sonic_single_hmap_proj_terrain_obj_tnfh_stairs_hmap_obj_full_nodr_2604190246-20260420_184200
32
- learning_rate: ${algo.config.actor_learning_rate}
33
- num_total_batches: ${algo.config.num_learning_iterations}
34
- total_episodes: null
35
- num_ppo_epochs: ${algo.config.num_learning_epochs}
36
- num_mini_batches: ${algo.config.num_mini_batches}
37
- per_device_train_batch_size: null
38
- gradient_accumulation_steps: 1
39
- report_to: none
40
- gamma: ${algo.config.gamma}
41
- lam: ${algo.config.lam}
42
- vf_coef: ${algo.config.value_loss_coef}
43
- max_grad_norm: ${algo.config.max_grad_norm}
44
- lr_scheduler_type: constant
45
- save_strategy: 'no'
46
- disable_tqdm: true
47
- config:
48
- critic:
49
- _target_: groot.rl.trl.modules.actor_critic_modules.Critic
50
- running_mean_std: true
51
- backbone:
52
- _target_: groot.rl.trl.modules.base_module.BaseModule
53
- process_output_dim: true
54
- module_config_dict:
55
- type: MLP
56
- input_dim:
57
- - critic_obs
58
- output_dim:
59
- - 1
60
- layer_config:
61
- type: MLP
62
- hidden_dims:
63
- - 2048
64
- - 2048
65
- - 1024
66
- - 1024
67
- - 512
68
- - 512
69
- activation: SiLU
70
- actor:
71
- backbone:
72
- quantizer:
73
- _target_: vector_quantize_pytorch.FSQ
74
- encoders:
75
- g1:
76
- inputs:
77
- - command_multi_future_nonflat
78
- - motion_anchor_ori_b_mf_nonflat
79
- - height_map_z_flat
80
- params:
81
- _target_: groot.rl.trl.modules.base_module.BaseModule
82
- input_dim: null
83
- output_dim: null
84
- num_input_temporal_dims: ${manager_env.commands.motion.num_future_frames}
85
- num_output_temporal_dims: ${algo.config.actor.backbone.max_num_tokens}
86
- module_config_dict:
87
- layer_config:
88
- type: MLP
89
- hidden_dims:
90
- - 2048
91
- - 1024
92
- - 512
93
- - 512
94
- activation: SiLU
95
- input_projectors:
96
- height_map_z_flat:
97
- type: conv2d
98
- input_shape:
99
- - 1
100
- - 11
101
- - 11
102
- channels:
103
- - 16
104
- - 32
105
- kernel_sizes:
106
- - 3
107
- - 3
108
- strides:
109
- - 1
110
- - 1
111
- paddings:
112
- - 1
113
- - 1
114
- use_maxpool: true
115
- hidden_dims:
116
- - 128
117
- output_dim: 128
118
- activation: ReLU
119
- decoders:
120
- g1_dyn:
121
- inputs:
122
- - token_flattened
123
- - proprioception
124
- outputs:
125
- - action
126
- has_temporal_dim: false
127
- params:
128
- _target_: groot.rl.trl.modules.base_module.BaseModule
129
- input_dim: null
130
- output_dim: null
131
- num_input_temporal_dims: null
132
- num_output_temporal_dims: null
133
- module_config_dict:
134
- layer_config:
135
- type: MLP
136
- hidden_dims:
137
- - 2048
138
- - 2048
139
- - 1024
140
- - 1024
141
- - 512
142
- - 512
143
- activation: SiLU
144
- g1_kin:
145
- inputs:
146
- - token
147
- outputs:
148
- - command_multi_future_nonflat
149
- - motion_anchor_ori_b_mf_nonflat
150
- has_temporal_dim: true
151
- params:
152
- _target_: groot.rl.trl.modules.base_module.BaseModule
153
- input_dim: null
154
- output_dim: null
155
- num_input_temporal_dims: ${algo.config.actor.backbone.max_num_tokens}
156
- num_output_temporal_dims: ${manager_env.commands.motion.num_future_frames}
157
- module_config_dict:
158
- layer_config:
159
- type: MLP
160
- hidden_dims:
161
- - 2048
162
- - 1024
163
- - 512
164
- - 512
165
- activation: SiLU
166
- _target_: groot.rl.trl.modules.universal_token_modules.UniversalTokenModule
167
- num_future_frames: ${manager_env.commands.motion.num_future_frames}
168
- proprioception_features:
169
- - actor_obs
170
- encoder_sample_probs: ${manager_env.commands.motion.encoder_sample_probs}
171
- num_fsq_levels: 32
172
- fsq_level_list: 32
173
- max_num_tokens: 2
174
- aux_loss_func:
175
- g1_recon:
176
- _target_: groot.rl.trl.losses.token_losses.G1ReconLoss
177
- loss_type: mse
178
- aux_loss_coef:
179
- g1_recon: 0.01
180
- _target_: groot.rl.trl.modules.actor_critic_modules.Actor
181
- running_mean_std: false
182
- input_obs_dict: true
183
- has_aux_loss: true
184
- num_learning_epochs: 5
185
- num_mini_batches: 4
186
- clip_param: 0.2
187
- gamma: 0.99
188
- lam: 0.95
189
- value_loss_coef: 1.0
190
- entropy_coef: 0.01
191
- actor_learning_rate: 2.0e-05
192
- critic_learning_rate: 0.001
193
- max_grad_norm: 0.1
194
- use_clipped_value_loss: true
195
- schedule: adaptive
196
- desired_kl: 0.01
197
- adaptive_lr_min: 1.0e-05
198
- adaptive_lr_max: 0.0002
199
- use_new_actor_critic: true
200
- use_padding_mask: false
201
- ppo_shuffle_every_epoch: true
202
- sync_advantage_normalization: true
203
- empty_cache_every_n_ppo_epoch: -1
204
- num_steps_per_env: 24
205
- save_interval: 500
206
- eval_frequency: 500
207
- load_optimizer: true
208
- init_noise_std: 0.05
209
- num_learning_iterations: 30000
210
- init_at_random_ep_len: true
211
- eval_callbacks:
212
- analysis_plot_cb:
213
- _target_: groot.rl.agents.callbacks.analysis_plot_motion_tracking.AnalysisPlotMotionTracking
214
- config:
215
- sim_dt: 0.02
216
- log_single_robot: false
217
- plot_update_interval: 100
218
- compute_metrics: true
219
- use_weblogger: false
220
- global_rank: 0
221
- world_size: 64
222
- use_clampped_std: true
223
- std_clamp_min: 0.001
224
- std_clamp_max: 0.5
225
- _target_: groot.rl.agents.ppo.ppo_im.PPOIM
226
- _recursive_: false
227
- env: ???
228
- terrain: ???
229
- callbacks:
230
- model_save:
231
- _target_: groot.rl.trl.callbacks.model_save_callback.ModelSaveCallback
232
- save_dir: ${experiment_dir}
233
- save_frequency: 500
234
- max_disk_usage: 14.8
235
- wandb:
236
- _target_: groot.rl.trl.callbacks.wandb_callback.WandbCallback
237
- read_eval:
238
- _target_: groot.rl.trl.callbacks.read_eval_callback.ReadEvalCallback
239
- eval_dir: ${experiment_dir}/eval
240
- check_interval: 1
241
- im_resample:
242
- _target_: groot.rl.trl.callbacks.im_resample_callback.ImResampleCallback
243
- motion_resample_frequency: 250
244
- trainer:
245
- _target_: groot.rl.trl.trainer.ppo_trainer_aux_loss.TRLAuxLossPPOTrainer
246
- wandb:
247
- wandb_project: null
248
- wandb_tags: online
249
- wandb_group: tnfh_stairs_hmap_obj_full_nodr_2604190246
250
- wandb_id: null
251
- wandb_entity: null
252
- wandb_dir: /tmp
253
- manager_env:
254
- commands:
255
- motion:
256
- encoder_sample_probs:
257
- g1: 1.0
258
- teleop: 1.0
259
- smpl: 1.0
260
- _target_: groot.rl.envs.manager_env.mdp.commands.TrackingCommandCfg
261
- asset_name: robot
262
- motion_lib_cfg:
263
- motion_file: /mnt/amlfs-04/home/yey/repo/gr00t-locomanip-internal/data/motion_lib_genhoi/st005_0408/robot
264
- smpl_motion_file: dummy
265
- asset:
266
- assetRoot: groot/rl/data/assets/bm/unitree_description/mjcf/
267
- assetFileName: g1_29dof_rev_1_0.xml
268
- urdfFileName: ''
269
- extend_config: []
270
- target_fps: 50
271
- multi_thread: true
272
- filter_motion_keys: null
273
- adaptive_sampling:
274
- enable: false
275
- bin_size: 50
276
- sequence_length_agnostic: true
277
- init_num_failures: 1
278
- uniform_sampling_rate: 0.1
279
- pre_failure_sample_window: 200
280
- use_failure_rate_decay: false
281
- decay_gamma: 0.8
282
- adp_samp_failure_rate_max_over_mean: 200
283
- upper_body_augment_prefixes:
284
- - '2025'
285
- - sonic_mixed_walking_running
286
- - sonic_squating_different_height_switching
287
- - sonic_running
288
- - sonic_walking
289
- - sonic_squating_different_height_hold
290
- - sonic_walking_other_style
291
- - balance
292
- smpl_y_up: true
293
- object_motion_file: /mnt/amlfs-04/home/yey/repo/gr00t-locomanip-internal/data/motion_lib_genhoi/st005_0408/objects
294
- resampling_time_range:
295
- - 1000000000.0
296
- - 1000000000.0
297
- debug_vis: true
298
- dt_future_ref_frames: 0.1
299
- num_future_frames: 10
300
- pose_range:
301
- x:
302
- - 0
303
- - 0
304
- 'y':
305
- - 0
306
- - 0
307
- z:
308
- - 0
309
- - 0
310
- roll:
311
- - 0
312
- - 0
313
- pitch:
314
- - 0
315
- - 0
316
- yaw:
317
- - 0
318
- - 0
319
- velocity_range:
320
- x:
321
- - 0
322
- - 0
323
- 'y':
324
- - 0
325
- - 0
326
- z:
327
- - 0
328
- - 0
329
- roll:
330
- - 0
331
- - 0
332
- pitch:
333
- - 0
334
- - 0
335
- yaw:
336
- - 0
337
- - 0
338
- joint_position_range:
339
- - 0
340
- - 0
341
- joint_velocity_range:
342
- - 0
343
- - 0
344
- anchor_body: pelvis
345
- vr_3point_body:
346
- - left_wrist_yaw_link
347
- - right_wrist_yaw_link
348
- - torso_link
349
- vr_3point_body_offset:
350
- - - 0.18
351
- - -0.025
352
- - 0.0
353
- - - 0.18
354
- - 0.025
355
- - 0.0
356
- - - 0.0
357
- - 0.0
358
- - 0.35
359
- reward_point_body:
360
- - torso_link
361
- - left_wrist_yaw_link
362
- - right_wrist_yaw_link
363
- - left_ankle_roll_link
364
- - right_ankle_roll_link
365
- reward_point_body_offset:
366
- - - 0.0
367
- - 0.0
368
- - 0.5
369
- - - 0.0
370
- - -0.0
371
- - 0.0
372
- - - 0.0
373
- - -0.0
374
- - 0.0
375
- - - 0.0
376
- - 0.0
377
- - 0.0
378
- - - 0.0
379
- - 0.0
380
- - 0.0
381
- body_names:
382
- - pelvis
383
- - left_hip_roll_link
384
- - left_knee_link
385
- - left_ankle_roll_link
386
- - right_hip_roll_link
387
- - right_knee_link
388
- - right_ankle_roll_link
389
- - torso_link
390
- - left_shoulder_roll_link
391
- - left_elbow_link
392
- - left_wrist_yaw_link
393
- - right_shoulder_roll_link
394
- - right_elbow_link
395
- - right_wrist_yaw_link
396
- use_height_map: true
397
- smpl_num_future_frames: 10
398
- smpl_dt_future_ref_frames: 0.02
399
- cat_upper_body_poses: true
400
- cat_upper_body_poses_prob: 0.5
401
- terrain_aware_sampling: false
402
- flat_to_terrain_ratio: 3
403
- init_z_offset: 0.05
404
- use_paired_motions: true
405
- _target_: groot.rl.envs.manager_env.mdp.commands.CommandsCfg
406
- actions:
407
- joint_pos:
408
- _target_: isaaclab.envs.mdp.actions.JointPositionActionCfg
409
- asset_name: robot
410
- joint_names:
411
- - .*
412
- use_default_offset: true
413
- _target_: groot.rl.envs.manager_env.mdp.actions.ActionsCfg
414
- observations:
415
- policy:
416
- gravity_dir:
417
- _target_: isaaclab.managers.ObservationTermCfg
418
- func: groot.rl.envs.manager_env.mdp:gravity_dir
419
- params:
420
- command_name: motion
421
- history_length: ${actor_prop_history_length}
422
- noise:
423
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
424
- n_min: -0.05
425
- n_max: 0.05
426
- base_ang_vel:
427
- _target_: isaaclab.managers.ObservationTermCfg
428
- func: groot.rl.envs.manager_env.mdp:base_ang_vel
429
- history_length: ${actor_prop_history_length}
430
- noise:
431
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
432
- n_min: -0.2
433
- n_max: 0.2
434
- joint_pos:
435
- _target_: isaaclab.managers.ObservationTermCfg
436
- func: groot.rl.envs.manager_env.mdp:joint_pos_rel
437
- history_length: ${actor_prop_history_length}
438
- noise:
439
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
440
- n_min: -0.01
441
- n_max: 0.01
442
- joint_vel:
443
- _target_: isaaclab.managers.ObservationTermCfg
444
- func: groot.rl.envs.manager_env.mdp:joint_vel_rel
445
- history_length: ${actor_prop_history_length}
446
- noise:
447
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
448
- n_min: -0.5
449
- n_max: 0.5
450
- actions:
451
- _target_: isaaclab.managers.ObservationTermCfg
452
- func: groot.rl.envs.manager_env.mdp:last_action
453
- history_length: ${actor_actions_history_length}
454
- object_pos_b:
455
- _target_: isaaclab.managers.ObservationTermCfg
456
- func: groot.rl.envs.manager_env.mdp:object_pos_b
457
- params:
458
- command_name: motion
459
- noise: null
460
- object_ori_b_6d:
461
- _target_: isaaclab.managers.ObservationTermCfg
462
- func: groot.rl.envs.manager_env.mdp:object_ori_b_6d
463
- params:
464
- command_name: motion
465
- noise: null
466
- object_pos_delta_multi_future:
467
- _target_: isaaclab.managers.ObservationTermCfg
468
- func: groot.rl.envs.manager_env.mdp:object_pos_delta_multi_future
469
- params:
470
- command_name: motion
471
- noise:
472
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
473
- n_min: -0.02
474
- n_max: 0.02
475
- object_ori_delta_multi_future_6d:
476
- _target_: isaaclab.managers.ObservationTermCfg
477
- func: groot.rl.envs.manager_env.mdp:object_ori_delta_multi_future_6d
478
- params:
479
- command_name: motion
480
- noise:
481
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
482
- n_min: -0.02
483
- n_max: 0.02
484
- _target_: groot.rl.envs.manager_env.mdp.observations.PolicyCfg
485
- enable_corruption: false
486
- concatenate_terms: true
487
- critic:
488
- command_multi_future:
489
- _target_: isaaclab.managers.ObservationTermCfg
490
- func: groot.rl.envs.manager_env.mdp:command_multi_future
491
- params:
492
- command_name: motion
493
- motion_anchor_pos_b:
494
- _target_: isaaclab.managers.ObservationTermCfg
495
- func: groot.rl.envs.manager_env.mdp:motion_anchor_pos_b
496
- params:
497
- command_name: motion
498
- motion_anchor_ori_b:
499
- _target_: isaaclab.managers.ObservationTermCfg
500
- func: groot.rl.envs.manager_env.mdp:motion_anchor_ori_b
501
- params:
502
- command_name: motion
503
- body_pos:
504
- _target_: isaaclab.managers.ObservationTermCfg
505
- func: groot.rl.envs.manager_env.mdp:robot_body_pos_b
506
- params:
507
- command_name: motion
508
- body_ori:
509
- _target_: isaaclab.managers.ObservationTermCfg
510
- func: groot.rl.envs.manager_env.mdp:robot_body_ori_b
511
- params:
512
- command_name: motion
513
- base_lin_vel:
514
- _target_: isaaclab.managers.ObservationTermCfg
515
- func: groot.rl.envs.manager_env.mdp:base_lin_vel
516
- history_length: ${critic_prop_history_length}
517
- base_ang_vel:
518
- _target_: isaaclab.managers.ObservationTermCfg
519
- func: groot.rl.envs.manager_env.mdp:base_ang_vel
520
- history_length: ${critic_prop_history_length}
521
- joint_pos:
522
- _target_: isaaclab.managers.ObservationTermCfg
523
- func: groot.rl.envs.manager_env.mdp:joint_pos_rel
524
- history_length: ${critic_prop_history_length}
525
- joint_vel:
526
- _target_: isaaclab.managers.ObservationTermCfg
527
- func: groot.rl.envs.manager_env.mdp:joint_vel_rel
528
- history_length: ${critic_prop_history_length}
529
- actions:
530
- _target_: isaaclab.managers.ObservationTermCfg
531
- func: groot.rl.envs.manager_env.mdp:last_action
532
- history_length: ${critic_actions_history_length}
533
- object_pos_b:
534
- _target_: isaaclab.managers.ObservationTermCfg
535
- func: groot.rl.envs.manager_env.mdp:object_pos_b
536
- params:
537
- command_name: motion
538
- object_ori_b_6d:
539
- _target_: isaaclab.managers.ObservationTermCfg
540
- func: groot.rl.envs.manager_env.mdp:object_ori_b_6d
541
- params:
542
- command_name: motion
543
- object_pos_delta_multi_future:
544
- _target_: isaaclab.managers.ObservationTermCfg
545
- func: groot.rl.envs.manager_env.mdp:object_pos_delta_multi_future
546
- params:
547
- command_name: motion
548
- object_ori_delta_multi_future_6d:
549
- _target_: isaaclab.managers.ObservationTermCfg
550
- func: groot.rl.envs.manager_env.mdp:object_ori_delta_multi_future_6d
551
- params:
552
- command_name: motion
553
- _target_: groot.rl.envs.manager_env.mdp.observations.PrivilegedCfg
554
- tokenizer:
555
- encoder_index:
556
- _target_: isaaclab.managers.ObservationTermCfg
557
- func: groot.rl.envs.manager_env.mdp:get_command_obs
558
- params:
559
- command_name: motion
560
- obs_name: episode_encoder_index
561
- command_multi_future_nonflat:
562
- _target_: isaaclab.managers.ObservationTermCfg
563
- func: groot.rl.envs.manager_env.mdp:command_multi_future
564
- params:
565
- command_name: motion
566
- non_flatten: true
567
- command_z_multi_future_nonflat:
568
- _target_: isaaclab.managers.ObservationTermCfg
569
- func: groot.rl.envs.manager_env.mdp:command_z_multi_future
570
- params:
571
- command_name: motion
572
- non_flatten: true
573
- motion_anchor_ori_b_mf_nonflat:
574
- _target_: isaaclab.managers.ObservationTermCfg
575
- func: groot.rl.envs.manager_env.mdp:motion_anchor_ori_b_mf
576
- params:
577
- command_name: motion
578
- non_flatten: true
579
- noise:
580
- _target_: isaaclab.utils.noise.AdditiveUniformNoiseCfg
581
- n_min: -0.05
582
- n_max: 0.05
583
- height_map_z_flat:
584
- _target_: isaaclab.managers.ObservationTermCfg
585
- func: groot.rl.envs.manager_env.mdp.observations:height_map_z_flat
586
- params:
587
- command_name: motion
588
- random: false
589
- _target_: groot.rl.envs.manager_env.mdp.observations.TokenizerCfg
590
- enable_corruption: false
591
- concatenate_terms: false
592
- _target_: groot.rl.envs.manager_env.mdp.observations.ObservationsCfg
593
- rewards:
594
- tracking_anchor_pos:
595
- _target_: isaaclab.managers.RewardTermCfg
596
- func: groot.rl.envs.manager_env.mdp:tracking_anchor_pos_error
597
- weight: 0.5
598
- params:
599
- command_name: motion
600
- std: 0.3
601
- tracking_anchor_ori:
602
- _target_: isaaclab.managers.RewardTermCfg
603
- func: groot.rl.envs.manager_env.mdp:tracking_anchor_ori_error
604
- weight: 0.5
605
- params:
606
- command_name: motion
607
- std: 0.4
608
- tracking_relative_body_pos:
609
- _target_: isaaclab.managers.RewardTermCfg
610
- func: groot.rl.envs.manager_env.mdp:tracking_relative_body_pos_error
611
- weight: 1.0
612
- params:
613
- command_name: motion
614
- std: 0.3
615
- tracking_relative_body_ori:
616
- _target_: isaaclab.managers.RewardTermCfg
617
- func: groot.rl.envs.manager_env.mdp:tracking_relative_body_ori_error
618
- weight: 1.0
619
- params:
620
- command_name: motion
621
- std: 0.4
622
- tracking_body_linvel:
623
- _target_: isaaclab.managers.RewardTermCfg
624
- func: groot.rl.envs.manager_env.mdp:tracking_body_linvel_error
625
- weight: 1.0
626
- params:
627
- command_name: motion
628
- std: 1.0
629
- tracking_body_angvel:
630
- _target_: isaaclab.managers.RewardTermCfg
631
- func: groot.rl.envs.manager_env.mdp:tracking_body_angvel_error
632
- weight: 1.0
633
- params:
634
- command_name: motion
635
- std: 3.14
636
- action_rate_l2:
637
- _target_: isaaclab.managers.RewardTermCfg
638
- func: groot.rl.envs.manager_env.mdp:action_rate_l2
639
- weight: -0.1
640
- joint_limit:
641
- _target_: isaaclab.managers.RewardTermCfg
642
- func: groot.rl.envs.manager_env.mdp:joint_pos_limits
643
- weight: -10.0
644
- params:
645
- asset_cfg:
646
- _target_: isaaclab.managers.SceneEntityCfg
647
- name: robot
648
- joint_names:
649
- - .*
650
- undesired_contacts:
651
- _target_: isaaclab.managers.RewardTermCfg
652
- func: groot.rl.envs.manager_env.mdp:undesired_contacts
653
- weight: -0.1
654
- params:
655
- sensor_cfg:
656
- _target_: isaaclab.managers.SceneEntityCfg
657
- name: contact_forces
658
- body_names:
659
- - ^(?!left_ankle_roll_link$)(?!right_ankle_roll_link$)(?!left_wrist_yaw_link$)(?!right_wrist_yaw_link$)(?!left_elbow_link$)(?!right_elbow_link$).+$
660
- threshold: 1.0
661
- anti_shake_ang_vel:
662
- _target_: isaaclab.managers.RewardTermCfg
663
- func: groot.rl.envs.manager_env.mdp:anti_shake_ang_vel_l2
664
- weight: -0.005
665
- params:
666
- command_name: motion
667
- threshold: 1.5
668
- body_names:
669
- - left_wrist_yaw_link
670
- - right_wrist_yaw_link
671
- - head_link
672
- tracking_vr_5point_local:
673
- _target_: isaaclab.managers.RewardTermCfg
674
- func: groot.rl.envs.manager_env.mdp:tracking_local_vr_5point_error
675
- weight: 2.0
676
- params:
677
- command_name: motion
678
- std: 0.1
679
- feet_acc:
680
- _target_: isaaclab.managers.RewardTermCfg
681
- func: groot.rl.envs.manager_env.mdp:joint_acc_l2
682
- weight: -2.5e-07
683
- params:
684
- asset_cfg:
685
- _target_: isaaclab.managers.SceneEntityCfg
686
- name: robot
687
- joint_names:
688
- - .*ankle.*
689
- _target_: groot.rl.envs.manager_env.mdp.rewards.RewardsCfg
690
- terminations:
691
- anchor_pos:
692
- _target_: isaaclab.managers.TerminationTermCfg
693
- func: groot.rl.envs.manager_env.mdp:exceeded_anchor_height
694
- params:
695
- command_name: motion
696
- threshold: 0.15
697
- threshold_adaptive: true
698
- down_threshold: 0.75
699
- root_height_threshold: 0.5
700
- anchor_ori_full:
701
- _target_: isaaclab.managers.TerminationTermCfg
702
- func: groot.rl.envs.manager_env.mdp:exceeded_anchor_ori
703
- params:
704
- asset_cfg:
705
- _target_: isaaclab.managers.SceneEntityCfg
706
- name: robot
707
- command_name: motion
708
- threshold: 0.2
709
- ee_body_pos:
710
- _target_: isaaclab.managers.TerminationTermCfg
711
- func: groot.rl.envs.manager_env.mdp:exceeded_body_height
712
- params:
713
- command_name: motion
714
- threshold: 0.15
715
- threshold_adaptive: true
716
- down_threshold: 0.75
717
- root_height_threshold: 0.5
718
- body_names:
719
- - left_ankle_roll_link
720
- - right_ankle_roll_link
721
- - left_wrist_yaw_link
722
- - right_wrist_yaw_link
723
- time_out:
724
- _target_: isaaclab.managers.TerminationTermCfg
725
- func: groot.rl.envs.manager_env.mdp:tracking_time_out
726
- time_out: true
727
- params:
728
- command_name: motion
729
- foot_pos_xyz:
730
- _target_: isaaclab.managers.TerminationTermCfg
731
- func: groot.rl.envs.manager_env.mdp:exceeded_body_pos
732
- params:
733
- command_name: motion
734
- threshold: 0.2
735
- body_names:
736
- - left_ankle_roll_link
737
- - right_ankle_roll_link
738
- _target_: groot.rl.envs.manager_env.mdp.terminations.TerminationsCfg
739
- events:
740
- physics_material: null
741
- add_joint_default_pos: null
742
- base_com: null
743
- push_robot: null
744
- randomize_rigid_body_mass: null
745
- _target_: groot.rl.envs.manager_env.mdp.events.EventCfg
746
- curriculum:
747
- _target_: groot.rl.envs.manager_env.mdp.curriculum.CurriculumCfg
748
- recorders:
749
- _target_: groot.rl.envs.manager_env.mdp.recorders.RecordersCfg
750
- _target_: groot.rl.envs.manager_env.modular_tracking_env_cfg.ModularTrackingEnvCfg
751
- config:
752
- num_envs: ${num_envs}
753
- env_spacing: 10.0
754
- decimation: 4
755
- episode_length_s: 10.0
756
- sim_dt: 0.005
757
- viewer_eye:
758
- - 4.5
759
- - 0.0
760
- - 6.0
761
- viewer_lookat:
762
- - 0.0
763
- - 0.0
764
- - 2.0
765
- render_results: false
766
- save_rendering_dir: ${experiment_dir}/renderings_training
767
- experiment_dir: ${experiment_dir}
768
- terrain_type: plane
769
- object_mass: null
770
- table_offset: null
771
- eval_camera_offset:
772
- - 2
773
- - 2
774
- - 1
775
- action_transform_module_cfg: null
776
- action_transform_module_checkpoint: null
777
- meta_action_dim: null
778
- needs_policy_atm: true
779
- obs:
780
- obs_dict: {}
781
- obs_dims: {}
782
- group_obs_dims: {}
783
- group_obs_names: {}
784
- action_clip_value: 20.0
785
- robot:
786
- type: g1_model_12
787
- algo_obs_dim_dict: {}
788
- rewards:
789
- num_critics: 1
790
- train_only_events:
791
- - push_robot
792
- - compliance_force_push
793
- add_object: true
794
- terrain_motion_dir: /mnt/amlfs-04/home/yey/repo/gr00t-locomanip-internal/data/motion_lib_genhoi/st005_0408
795
- terrain_usd_path: null
796
- terrain_motion_keys_path: null
797
- flat_motion_dir: null
798
- flat_motion_keys_path: null
799
- flat_usd_path: null
800
- flat_to_terrain_ratio: 0
801
- enable_depth_camera: false
802
- safe_nan: true
803
- use_manager_env: true
804
- exp_base: ${hydra:runtime.choices.exp}
805
- exp_var: tnfh_stairs_hmap_obj_full_nodr_2604190246
806
- actor_prop_history_length: 10
807
- actor_actions_history_length: 10
808
- critic_prop_history_length: 10
809
- critic_actions_history_length: 10
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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