--- datasets: - VibeCuisine/vibepi3-grab-poseexpert-r3-curated library_name: lerobot pipeline_tag: robotics tags: - act - vibe-data-studio - hardware:vibeboard_v3 --- # vibepi3-grab-act-aug-r3 act policy trained via Vibe Data Studio on 64 teleop episodes. ## At a glance | | | |---|---| | **Architecture** | act (from scratch) | | **Dataset** | [vibepi3-grab-poseexpert-r3-curated](https://huggingface.co/datasets/VibeCuisine/vibepi3-grab-poseexpert-r3-curated) @ `740f9046` | | **Scale** | 64 episodes · 3,478 frames @ 20 fps | | **Steps / batch / seed** | 30,000 / 8 / 1000 | | **lerobot** | `b6d46c40` | | **Provider / GPU** | site-gpu / site GPU host | | **Duration** | 1h 17m | | **Final train loss** | 0.047 | | **W&B** | [vds48-2fc878f0](https://wandb.ai/jeremyhx-freelance/lerobot/runs/vds48-2fc878f0) | ## Tasks Language-conditioned — pass one of these instructions at inference: | Instruction | Episodes | |---|---:| | Grab the cucumber at the one-third point | 64 | **Episodes per task per recording rig** (derived from the nested collection manifests down to leaf recorded datasets): | Task | vibepi3 | **Total** | |---|---:|---:| | Grab the cucumber at the one-third point | 64 | **64** | | **Total** | **64** | **64** | ## Rig - **Action/state** (7-dim): shoulder_pan, shoulder_lift, elbow_flex, wrist_flex, wrist_roll, gripper, tilt - **Cameras** @ 20 fps: corner 640×480, top 640×480, wrist 640×480 - **Consumed image inputs** (the checkpoint's resolved VISUAL features, from its `config.json`): `observation.images.corner`, `observation.images.top`, `observation.images.wrist`
Reproduce — exact training command ``` lerobot-train --policy.type=act --policy.repo_id=VibeCuisine/vibepi3-grab-act-aug-r3 --dataset.repo_id=VibeCuisine/vibepi3-grab-poseexpert-r3-curated --dataset.revision=740f9046b9b9f80c038c27aea6fb35854ac3a708 --batch_size=8 --steps=30000 --save_freq=5000 --output_dir=outputs/train/vibepi3-grab-act-aug-r3 --job_name=vibepi3-grab-act-aug-r3 --policy.device=cuda --wandb.enable=true --wandb.disable_artifact=true --wandb.project=lerobot --wandb.run_id=vds48-2fc878f0 --wandb.entity=jeremyhx-freelance --seed=1000 --dataset.eval_split=0.1 --eval_steps=600 --dataset.image_transforms.enable=true --policy.chunk_size=40 --policy.n_action_steps=40 ``` `--num_workers` is appended host-side (clamped to the host's allocation).
--- *Card generated by Vibe Data Studio on run completion.*