--- license: apache-2.0 task_categories: - robotics tags: - LeRobot - robotics - teleoperation - human-in-the-loop - seeed-rebot - portal configs: - config_name: default data_files: data/*/*.parquet --- # portal-rebot-pick-microcontroller A [LeRobot](https://github.com/huggingface/lerobot) dataset of a 6-DOF arm picking a microcontroller and placing it in a box. Episodes were collected by teleoperating a real robot over the network with [LiveKit Portal](https://github.com/livekit/portal), using a human-in-the-loop recording loop that aligns camera frames and joint state into clean, synchronized trajectories. **Task:** `Pick the microcontroller and place it in the box` ## At a glance | | | |---|---| | Robot | Seeed reBot Arm B601-DM (`seeed_b601_dm_follower`) | | Episodes | 50 | | Frames | 27,502 | | FPS | 30 | | Cameras | `arm_camera`, `overhead_camera` (640×480 RGB, AV1) | | LeRobot codebase version | v3.0 | | License | Apache-2.0 | ## Features - **`observation.state`** — 7 absolute joint positions (degrees): `shoulder_pan`, `shoulder_lift`, `elbow_flex`, `wrist_flex`, `wrist_yaw`, `wrist_roll`, `gripper`. - **`action`** — same 7 joint positions, the commanded targets (from human teleop or a policy during handoff). - **`observation.images.arm_camera`** — arm-mounted RGB camera, 640×480, 30 fps. - **`observation.images.overhead_camera`** — overhead RGB camera, 640×480, 30 fps. ## How it was collected Data was recorded with LiveKit Portal's human-in-the-loop pipeline: a robot publishes camera frames and joint state, an operator (human teleoperator and/or policy) drives it, and every executed action is recorded tagged with its sender. The synchronizer stitches the separately-arriving camera and state streams back into one coherent snapshot per tick before writing each frame to the `LeRobotDataset` episode. ## Usage ```python from lerobot.datasets.lerobot_dataset import LeRobotDataset dataset = LeRobotDataset("binhpham/portal-rebot-pick-microcontroller") print(dataset) print(dataset[0]) ``` ## Versions - **v3** — 50 episodes. A stray, partially-recorded frame fragment (from an accidental record toggle) was dropped during repacking; all 50 intended episodes are intact.