Robotics
LeRobot
Safetensors
English
fineart-vla
vision-language-action
bimanual-manipulation
subtask-prediction
imitation-learning
Instructions to use lerobot/FineART-VLA-subtask-midtrained with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use lerobot/FineART-VLA-subtask-midtrained with LeRobot:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Download policy_preprocessor.json from lerobot/FineART-VLA-subtask-midtrained: direct link, hf CLI and curl.
- Browser
- Download file 8.12 kB
-
https://huggingface.co/lerobot/FineART-VLA-subtask-midtrained/resolve/refs%2Fpr%2F1/policy_preprocessor.json
- Command line
-
hf download hf://lerobot/FineART-VLA-subtask-midtrained@refs/pr/1/policy_preprocessor.json
-
curl -L -o policy_preprocessor.json https://huggingface.co/lerobot/FineART-VLA-subtask-midtrained/resolve/refs%2Fpr%2F1/policy_preprocessor.json
8.12 kB
| { | |
| "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": [ | |
| "left_shoulder_pan", | |
| "left_shoulder_lift", | |
| "left_elbow_flex", | |
| "left_wrist_angle", | |
| "left_wrist_rotate", | |
| "left_gripper", | |
| "left_gripper_finger", | |
| "right_shoulder_pan", | |
| "right_shoulder_lift", | |
| "right_elbow_flex", | |
| "right_wrist_angle", | |
| "right_wrist_rotate", | |
| "right_gripper", | |
| "right_gripper_finger" | |
| ] | |
| } | |
| }, | |
| { | |
| "registry_name": "normalizer_processor", | |
| "config": { | |
| "eps": 1e-08, | |
| "features": { | |
| "observation.state": { | |
| "type": "STATE", | |
| "shape": [ | |
| 14 | |
| ] | |
| }, | |
| "observation.images.cam_high": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 360, | |
| 640 | |
| ] | |
| }, | |
| "observation.images.cam_left_wrist": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 360, | |
| 640 | |
| ] | |
| }, | |
| "observation.images.cam_right_wrist": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 360, | |
| 640 | |
| ] | |
| }, | |
| "action": { | |
| "type": "ACTION", | |
| "shape": [ | |
| 14 | |
| ] | |
| } | |
| }, | |
| "norm_map": { | |
| "VISUAL": "IDENTITY", | |
| "STATE": "QUANTILES", | |
| "ACTION": "QUANTILES" | |
| } | |
| }, | |
| "state_file": "policy_preprocessor_step_3_normalizer_processor.safetensors" | |
| }, | |
| { | |
| "registry_name": "render_runtime_messages_processor", | |
| "config": { | |
| "recipe": { | |
| "messages": null, | |
| "bindings": null, | |
| "blend": { | |
| "high_level_subtask": { | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${task}", | |
| "stream": "high_level", | |
| "target": false, | |
| "if_present": null, | |
| "tool_calls_from": null | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "${subtask}", | |
| "stream": "high_level", | |
| "target": true, | |
| "if_present": "subtask", | |
| "tool_calls_from": null | |
| } | |
| ], | |
| "bindings": null, | |
| "blend": null, | |
| "weight": 0.3 | |
| }, | |
| "low_level_execution": { | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${subtask}", | |
| "stream": "low_level", | |
| "target": false, | |
| "if_present": "subtask", | |
| "tool_calls_from": null | |
| } | |
| ], | |
| "bindings": null, | |
| "blend": null, | |
| "weight": 0.7 | |
| } | |
| }, | |
| "weight": null | |
| } | |
| } | |
| }, | |
| { | |
| "registry_name": "render_training_messages_processor", | |
| "config": { | |
| "recipe": { | |
| "messages": null, | |
| "bindings": null, | |
| "blend": { | |
| "high_level_subtask": { | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${task}", | |
| "stream": "high_level", | |
| "target": false, | |
| "if_present": null, | |
| "tool_calls_from": null | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": "${subtask}", | |
| "stream": "high_level", | |
| "target": true, | |
| "if_present": "subtask", | |
| "tool_calls_from": null | |
| } | |
| ], | |
| "bindings": null, | |
| "blend": null, | |
| "weight": 0.3 | |
| }, | |
| "low_level_execution": { | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "${subtask}", | |
| "stream": "low_level", | |
| "target": false, | |
| "if_present": "subtask", | |
| "tool_calls_from": null | |
| } | |
| ], | |
| "bindings": null, | |
| "blend": null, | |
| "weight": 0.7 | |
| } | |
| }, | |
| "weight": null | |
| } | |
| } | |
| }, | |
| { | |
| "registry_name": "fineart_vla_text_tokenizer", | |
| "config": { | |
| "tokenizer_name": "google/paligemma-3b-pt-224", | |
| "max_length": 128, | |
| "padding": "max_length", | |
| "padding_side": "right" | |
| } | |
| }, | |
| { | |
| "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", | |
| "allow_truncation": false, | |
| "action_tokenizer_name": "action_tokenizer" | |
| }, | |
| "artifacts": { | |
| "action_tokenizer_name": "action_tokenizer" | |
| } | |
| }, | |
| { | |
| "registry_name": "device_processor", | |
| "config": { | |
| "device": "cuda", | |
| "float_dtype": null | |
| } | |
| } | |
| ] | |
| } | |