Instructions to use pepijn223/pi052_robocasa_joint_flow1_30k_32gpu with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use pepijn223/pi052_robocasa_joint_flow1_30k_32gpu with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| { | |
| "type": "pi052", | |
| "n_obs_steps": 1, | |
| "input_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 | |
| ] | |
| } | |
| }, | |
| "output_features": { | |
| "action": { | |
| "type": "ACTION", | |
| "shape": [ | |
| 12 | |
| ] | |
| } | |
| }, | |
| "device": "cuda", | |
| "use_amp": false, | |
| "use_peft": false, | |
| "push_to_hub": true, | |
| "repo_id": "pepijn223/pi052_robocasa_joint_flow1_30k_32gpu", | |
| "private": null, | |
| "tags": null, | |
| "license": null, | |
| "pretrained_path": "lerobot/pi05_base", | |
| "pretrained_revision": null, | |
| "paligemma_variant": "gemma_2b", | |
| "action_expert_variant": "gemma_300m", | |
| "dtype": "bfloat16", | |
| "chunk_size": 20, | |
| "n_action_steps": 20, | |
| "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": false, | |
| "relative_exclude_joints": [ | |
| "gripper" | |
| ], | |
| "action_feature_names": null, | |
| "rtc_config": null, | |
| "image_resolution": [ | |
| 224, | |
| 224 | |
| ], | |
| "empty_cameras": 0, | |
| "tokenizer_max_length": 128, | |
| "normalization_mapping": { | |
| "VISUAL": "IDENTITY", | |
| "STATE": "QUANTILES", | |
| "ACTION": "QUANTILES" | |
| }, | |
| "gradient_checkpointing": true, | |
| "compile_model": true, | |
| "compile_mode": "default", | |
| "freeze_vision_encoder": false, | |
| "train_expert_only": false, | |
| "optimizer_lr": 2.5e-05, | |
| "optimizer_betas": [ | |
| 0.9, | |
| 0.95 | |
| ], | |
| "optimizer_eps": 1e-08, | |
| "optimizer_weight_decay": 1e-10, | |
| "optimizer_grad_clip_norm": 1.0, | |
| "scheduler_warmup_steps": 1000, | |
| "scheduler_decay_steps": 30000, | |
| "scheduler_decay_lr": 2.5e-06, | |
| "recipe_path": "recipes/subtask_joint.yaml", | |
| "apply_chat_template": false, | |
| "text_loss_weight": 1.0, | |
| "flow_loss_weight": 1.0, | |
| "unfreeze_lm_head": true, | |
| "plan_dropout_prob": 0.0, | |
| "memory_dropout_prob": 0.0, | |
| "subtask_dropout_prob": 0.0, | |
| "enable_fast_action_loss": true, | |
| "action_tokenizer_name": "lerobot/fast-action-tokenizer", | |
| "max_action_tokens": 384, | |
| "fast_skip_tokens": 1152, | |
| "fast_action_loss_weight": 1.0, | |
| "subtask_replan_steps": 0, | |
| "joint_subtask_conditioning": true, | |
| "auto_fit_fast_tokenizer": true, | |
| "fast_tokenizer_cache_dir": "~/.cache/lerobot/fast_tokenizers", | |
| "fast_tokenizer_fit_samples": 8192, | |
| "knowledge_insulation": true, | |
| "use_flashrt_adarms": false, | |
| "use_compiled_text_ce": true, | |
| "use_compiled_vision": false, | |
| "use_flex_attention": false, | |
| "use_manual_attention": false, | |
| "manual_attention_scope": "all", | |
| "lm_head_lr_scale": 1.0, | |
| "backbone_lr_scale": 1.0, | |
| "action_expert_lr_scale": 1.0, | |
| "flow_num_repeats": 5, | |
| "text_ce_z_loss_weight": 0.0001, | |
| "use_flashrt_fp8_mlp": false, | |
| "optimizer_foreach": false, | |
| "optimizer_fused": true | |
| } |