Instructions to use lerobot/pi052_robocasa with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use lerobot/pi052_robocasa with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| { | |
| "name": "policy_preprocessor", | |
| "steps": [ | |
| { | |
| "registry_name": "rename_observations_processor", | |
| "config": { | |
| "rename_map": {} | |
| } | |
| }, | |
| { | |
| "registry_name": "to_batch_processor", | |
| "config": {} | |
| }, | |
| { | |
| "registry_name": "relative_actions_processor", | |
| "config": { | |
| "enabled": false, | |
| "exclude_joints": [ | |
| "gripper" | |
| ], | |
| "action_names": null | |
| } | |
| }, | |
| { | |
| "registry_name": "normalizer_processor", | |
| "config": { | |
| "eps": 1e-08, | |
| "features": { | |
| "observation.images.robot0_agentview_left": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 256, | |
| 256 | |
| ] | |
| }, | |
| "observation.images.robot0_agentview_right": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 256, | |
| 256 | |
| ] | |
| }, | |
| "observation.images.robot0_eye_in_hand": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 256, | |
| 256 | |
| ] | |
| }, | |
| "observation.state": { | |
| "type": "STATE", | |
| "shape": [ | |
| 16 | |
| ] | |
| }, | |
| "action": { | |
| "type": "ACTION", | |
| "shape": [ | |
| 12 | |
| ] | |
| } | |
| }, | |
| "norm_map": { | |
| "VISUAL": "IDENTITY", | |
| "STATE": "MEAN_STD", | |
| "ACTION": "MEAN_STD" | |
| } | |
| }, | |
| "state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors" | |
| }, | |
| { | |
| "registry_name": "render_messages_processor", | |
| "config": { | |
| "recipe": { | |
| "blend": { | |
| "high_level_subtask": { | |
| "weight": 0.25, | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${task}", | |
| "stream": "high_level" | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "${subtask}", | |
| "stream": "high_level", | |
| "target": true, | |
| "if_present": "subtask" | |
| } | |
| ] | |
| }, | |
| "low_level_execution": { | |
| "weight": 0.6, | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${subtask}", | |
| "stream": "low_level", | |
| "if_present": "subtask" | |
| } | |
| ] | |
| }, | |
| "memory_update": { | |
| "weight": 0.15, | |
| "bindings": { | |
| "prior_memory": "nth_prev(style=memory, offset=1)", | |
| "current_memory": "active_at(t, style=memory)", | |
| "completed_subtask": "nth_prev(style=subtask, offset=1)" | |
| }, | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${task}", | |
| "stream": "high_level" | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "Previous memory: ${prior_memory}", | |
| "stream": "high_level", | |
| "if_present": "prior_memory" | |
| }, | |
| { | |
| "role": "user", | |
| "content": "Completed subtask: ${completed_subtask}", | |
| "stream": "high_level", | |
| "if_present": "completed_subtask" | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "${current_memory}", | |
| "stream": "high_level", | |
| "target": true, | |
| "if_present": "current_memory" | |
| } | |
| ] | |
| } | |
| } | |
| } | |
| } | |
| }, | |
| { | |
| "registry_name": "pi052_text_tokenizer", | |
| "config": { | |
| "tokenizer_name": "google/paligemma-3b-pt-224", | |
| "max_length": 128, | |
| "padding": "max_length", | |
| "padding_side": "right", | |
| "plan_dropout_prob": 0.0, | |
| "memory_dropout_prob": 0.0, | |
| "subtask_dropout_prob": 0.0, | |
| "interjection_dropout_prob": 0.0, | |
| "dropout_seed": null | |
| } | |
| }, | |
| { | |
| "registry_name": "action_tokenizer_processor", | |
| "config": { | |
| "trust_remote_code": true, | |
| "max_action_tokens": 384, | |
| "fast_skip_tokens": 128, | |
| "paligemma_tokenizer_name": "google/paligemma-3b-pt-224", | |
| "action_tokenizer_name": "lerobot/fast-action-tokenizer" | |
| } | |
| }, | |
| { | |
| "registry_name": "device_processor", | |
| "config": { | |
| "device": "cuda", | |
| "float_dtype": null | |
| } | |
| } | |
| ] | |
| } | |