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metadata
license: apache-2.0
task_categories:
  - robotics
tags:
  - LeRobot
  - LeRobot
  - SO-101
  - so101
  - robotics
  - manipulation
  - multi-agent
  - autonomous-data-collection
  - stack-blocks
  - rgb-blocks
  - blue-dish
  - 30fps
  - CoRL2026-CSI
configs:
  - config_name: default
    data_files: data/*/*.parquet

This dataset was created using LeRobot.

Dataset Description

SO-101 robot dataset collected with the MA autonomous forward/reset pipeline. The task is to stack red, green, and blue RGB blocks on the blue dish from bottom to top. The dataset contains 100 successful episodes at 30 FPS with top and left-wrist RGB camera streams, robot state/action features, end-effector pose, gripper state, and skill/subtask annotations.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v3.0",
    "robot_type": "so101_follower",
    "total_episodes": 100,
    "total_frames": 276480,
    "total_tasks": 1,
    "chunks_size": 1000,
    "data_files_size_in_mb": 100,
    "video_files_size_in_mb": 200,
    "fps": 30,
    "splits": {
        "train": "0:100"
    },
    "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
    "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
    "features": {
        "observation.state": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ]
        },
        "action": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ]
        },
        "observation.images.top": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.height": 480,
                "video.width": 640,
                "video.codec": "h264",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "video.fps": 30,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "observation.images.left_wrist": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.height": 480,
                "video.width": 640,
                "video.codec": "h264",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "video.fps": 30,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "observation.ee_pos.robot_xyzrpy": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "x",
                "y",
                "z",
                "roll",
                "pitch",
                "yaw"
            ]
        },
        "observation.gripper_binary": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "observation.state.radian_urdf0": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ]
        },
        "action.radian_urdf0": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ]
        },
        "skill.natural_language": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "skill.verification_question": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "skill.type": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "skill.progress": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "skill.goal_position.joint": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ]
        },
        "skill.goal_position.robot_xyzrpy": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "x",
                "y",
                "z",
                "roll",
                "pitch",
                "yaw"
            ]
        },
        "skill.goal_position.gripper": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": [
                "gripper.pos"
            ]
        },
        "subtask.natural_language": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "subtask.object_name": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "subtask.target_position": {
            "dtype": "float32",
            "shape": [
                3
            ],
            "names": [
                "x",
                "y",
                "z"
            ]
        },
        "timestamp": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "frame_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "episode_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

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