Instructions to use TynClause/pi05-clean-table with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use TynClause/pi05-clean-table with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| { | |
| "type": "pi05", | |
| "n_obs_steps": 1, | |
| "input_features": { | |
| "observation.state": { | |
| "type": "STATE", | |
| "shape": [ | |
| 6 | |
| ] | |
| }, | |
| "observation.images.front": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 480, | |
| 640 | |
| ] | |
| }, | |
| "observation.images.wrist": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 480, | |
| 640 | |
| ] | |
| } | |
| }, | |
| "output_features": { | |
| "action": { | |
| "type": "ACTION", | |
| "shape": [ | |
| 6 | |
| ] | |
| } | |
| }, | |
| "device": "cuda", | |
| "use_amp": false, | |
| "use_peft": false, | |
| "push_to_hub": true, | |
| "repo_id": "TynClause/pi05-clean-table", | |
| "private": null, | |
| "tags": null, | |
| "license": null, | |
| "pretrained_path": "outputs/pi05_training/checkpoints/015000/pretrained_model", | |
| "paligemma_variant": "gemma_2b", | |
| "action_expert_variant": "gemma_300m", | |
| "dtype": "bfloat16", | |
| "chunk_size": 50, | |
| "n_action_steps": 50, | |
| "max_state_dim": 32, | |
| "max_action_dim": 32, | |
| "num_inference_steps": 10, | |
| "time_sampling_beta_alpha": 1.5, | |
| "time_sampling_beta_beta": 1.0, | |
| "time_sampling_scale": 0.999, | |
| "time_sampling_offset": 0.001, | |
| "min_period": 0.004, | |
| "max_period": 4.0, | |
| "use_relative_actions": true, | |
| "relative_exclude_joints": [ | |
| "gripper" | |
| ], | |
| "action_feature_names": [ | |
| "shoulder_pan.pos", | |
| "shoulder_lift.pos", | |
| "elbow_flex.pos", | |
| "wrist_flex.pos", | |
| "wrist_roll.pos", | |
| "gripper.pos" | |
| ], | |
| "rtc_config": null, | |
| "image_resolution": [ | |
| 224, | |
| 224 | |
| ], | |
| "empty_cameras": 0, | |
| "tokenizer_max_length": 200, | |
| "normalization_mapping": { | |
| "ACTION": "MEAN_STD", | |
| "STATE": "MEAN_STD", | |
| "VISUAL": "IDENTITY" | |
| }, | |
| "gradient_checkpointing": true, | |
| "compile_model": true, | |
| "compile_mode": "max-autotune", | |
| "freeze_vision_encoder": false, | |
| "train_expert_only": true, | |
| "optimizer_lr": 2.5e-05, | |
| "optimizer_betas": [ | |
| 0.9, | |
| 0.95 | |
| ], | |
| "optimizer_eps": 1e-08, | |
| "optimizer_weight_decay": 0.01, | |
| "optimizer_grad_clip_norm": 1.0, | |
| "scheduler_warmup_steps": 1000, | |
| "scheduler_decay_steps": 30000, | |
| "scheduler_decay_lr": 2.5e-06 | |
| } |