--- pipeline_tag: robotics tags: - robotics - manipulation - pick-and-place - lerobot library_name: lerobot --- # PickCube-v1 LeRobot Dataset Robot manipulation dataset for pick and place tasks in proper LeRobot format. ## Dataset Structure - **Episodes**: 5 - **Total Frames**: 250 - **Average Episode Length**: 50 frames - **Task**: Pick up cube and place at target location ## Features - `observation.state`: Robot joint positions [6D float32] - `observation.images.main`: RGB camera feed (256x256) - `action`: Robot control actions [6D float32] - `language_instruction`: Task description ## Files Structure ``` dataset/ ├── data/chunk-000/ # Parquet files per episode ├── meta/ # Metadata files ├── videos/chunk-000/ # MP4 videos per episode └── README.md ``` ## Usage ```python from lerobot.common.datasets.lerobot_dataset import LeRobotDataset dataset = LeRobotDataset("USERNAME/REPO_NAME") print(f"Loaded {len(dataset)} frames") # Access sample sample = dataset[0] state = sample['observation.state'] action = sample['action'] image = sample['observation.images.main'] ``` ## Training SmolVLA ```bash python lerobot/scripts/train.py \ --policy.path=lerobot/smolvla_base \ --policy.repo_id=USERNAME/model_name \ --dataset.repo_id=USERNAME/REPO_NAME \ --batch_size=8 \ --steps=2000 \ --policy.device=cuda ```