Instructions to use lilkm/vf_stackblocks_temporal_siglip_hl_v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use lilkm/vf_stackblocks_temporal_siglip_hl_v1 with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| { | |
| "dataset": { | |
| "repo_id": "lilkm/stackblocks_recap_all_for_vf_v3", | |
| "root": null, | |
| "episodes": null, | |
| "image_transforms": { | |
| "enable": false, | |
| "max_num_transforms": 3, | |
| "random_order": false, | |
| "tfs": { | |
| "brightness": { | |
| "weight": 1.0, | |
| "type": "ColorJitter", | |
| "kwargs": { | |
| "brightness": [ | |
| 0.8, | |
| 1.2 | |
| ] | |
| } | |
| }, | |
| "contrast": { | |
| "weight": 1.0, | |
| "type": "ColorJitter", | |
| "kwargs": { | |
| "contrast": [ | |
| 0.8, | |
| 1.2 | |
| ] | |
| } | |
| }, | |
| "saturation": { | |
| "weight": 1.0, | |
| "type": "ColorJitter", | |
| "kwargs": { | |
| "saturation": [ | |
| 0.5, | |
| 1.5 | |
| ] | |
| } | |
| }, | |
| "hue": { | |
| "weight": 1.0, | |
| "type": "ColorJitter", | |
| "kwargs": { | |
| "hue": [ | |
| -0.05, | |
| 0.05 | |
| ] | |
| } | |
| }, | |
| "sharpness": { | |
| "weight": 1.0, | |
| "type": "SharpnessJitter", | |
| "kwargs": { | |
| "sharpness": [ | |
| 0.5, | |
| 1.5 | |
| ] | |
| } | |
| }, | |
| "affine": { | |
| "weight": 1.0, | |
| "type": "RandomAffine", | |
| "kwargs": { | |
| "degrees": [ | |
| -5.0, | |
| 5.0 | |
| ], | |
| "translate": [ | |
| 0.05, | |
| 0.05 | |
| ] | |
| } | |
| } | |
| } | |
| }, | |
| "revision": null, | |
| "use_imagenet_stats": true, | |
| "video_backend": "torchcodec", | |
| "return_uint8": false, | |
| "depth_output_unit": "mm", | |
| "streaming": false, | |
| "eval_split": 0.1 | |
| }, | |
| "env": null, | |
| "policy": null, | |
| "reward_model": { | |
| "type": "temporal_siglip_value_function", | |
| "input_features": { | |
| "observation.state": { | |
| "type": "STATE", | |
| "shape": [ | |
| 6 | |
| ] | |
| }, | |
| "observation.images.top": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 480, | |
| 640 | |
| ] | |
| }, | |
| "observation.images.wrist": { | |
| "type": "VISUAL", | |
| "shape": [ | |
| 3, | |
| 480, | |
| 640 | |
| ] | |
| } | |
| }, | |
| "output_features": {}, | |
| "device": "cuda", | |
| "pretrained_path": null, | |
| "pretrained_revision": null, | |
| "push_to_hub": true, | |
| "repo_id": "lilkm/vf_stackblocks_temporal_siglip_hl_v1", | |
| "license": null, | |
| "tags": null, | |
| "private": null, | |
| "siglip_path": "google/siglip2-so400m-patch14-384", | |
| "image_resolution": [ | |
| 384, | |
| 384 | |
| ], | |
| "tokenizer_max_length": 64, | |
| "history_steps": 6, | |
| "frame_gap": 30, | |
| "state_key": "observation.state", | |
| "state_dim": 32, | |
| "hidden_size": 512, | |
| "num_layers": 4, | |
| "num_heads": 8, | |
| "dropout": 0.1, | |
| "num_value_bins": 201, | |
| "value_support_min": -1.0, | |
| "value_support_max": 0.0, | |
| "hl_gauss_sigma_ratio": 0.75, | |
| "target_method": "hl_gauss", | |
| "use_one_hot_terminal": true, | |
| "normalization_mapping": { | |
| "VISUAL": "IDENTITY", | |
| "STATE": "MEAN_STD" | |
| } | |
| }, | |
| "output_dir": "outputs/vf_stackblocks_temporal_siglip_hl_v1", | |
| "job_name": "vf_stackblocks_temporal_siglip_hl_v1", | |
| "resume": false, | |
| "seed": 1000, | |
| "cudnn_deterministic": false, | |
| "num_workers": 4, | |
| "batch_size": 32, | |
| "prefetch_factor": 1, | |
| "persistent_workers": true, | |
| "steps": 10000, | |
| "env_eval_freq": -1, | |
| "log_freq": 25, | |
| "eval_steps": 500, | |
| "max_eval_samples": 2000, | |
| "tolerance_s": 0.0001, | |
| "save_checkpoint": true, | |
| "save_freq": 1000, | |
| "use_policy_training_preset": true, | |
| "optimizer": { | |
| "type": "adamw", | |
| "lr": 0.0001, | |
| "weight_decay": 0.0001, | |
| "grad_clip_norm": 1.0, | |
| "betas": [ | |
| 0.9, | |
| 0.999 | |
| ], | |
| "eps": 1e-08 | |
| }, | |
| "scheduler": { | |
| "type": "cosine_decay_with_warmup", | |
| "num_warmup_steps": 500, | |
| "num_decay_steps": 40000, | |
| "peak_lr": 0.0001, | |
| "decay_lr": 1e-06 | |
| }, | |
| "eval": { | |
| "n_episodes": 50, | |
| "batch_size": 50, | |
| "use_async_envs": true, | |
| "recording": false, | |
| "recording_repo_id": null, | |
| "recording_private": false | |
| }, | |
| "wandb": { | |
| "enable": true, | |
| "disable_artifact": true, | |
| "project": "recap-vf", | |
| "entity": null, | |
| "notes": null, | |
| "run_id": "f2t6e751", | |
| "mode": null, | |
| "add_tags": true | |
| }, | |
| "peft": null, | |
| "job": { | |
| "target": null, | |
| "image": "huggingface/lerobot-gpu:latest", | |
| "timeout": "2d", | |
| "detach": false, | |
| "tags": [] | |
| }, | |
| "save_checkpoint_to_hub": false, | |
| "sample_weighting": null, | |
| "rename_map": {}, | |
| "checkpoint_path": null | |
| } |