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metadata
license: apache-2.0
task_categories:
  - robotics
tags:
  - LeRobot
configs:
  - config_name: default
    data_files: data/*/*.parquet

This dataset was created using LeRobot.

Dataset Description

  • Homepage: [More Information Needed]
  • Paper: [More Information Needed]
  • License: apache-2.0

Dataset Structure

meta/info.json:

{
    "codebase_version": "v3.0",
    "robot_type": "franka",
    "total_episodes": 50,
    "total_frames": 5242,
    "total_tasks": 1,
    "chunks_size": 1000,
    "data_files_size_in_mb": 100,
    "video_files_size_in_mb": 200,
    "fps": 15,
    "splits": {
        "train": "0:50"
    },
    "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": [
                7
            ],
            "names": [
                "cart_pos_x",
                "cart_pos_y",
                "cart_pos_z",
                "cart_rot_x",
                "cart_rot_y",
                "cart_rot_z",
                "gripper_position"
            ]
        },
        "observation.joint_positions": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "joint_0",
                "joint_1",
                "joint_2",
                "joint_3",
                "joint_4",
                "joint_5",
                "joint_6"
            ]
        },
        "action": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "vel_x",
                "vel_y",
                "vel_z",
                "vel_roll",
                "vel_pitch",
                "vel_yaw",
                "gripper_action"
            ]
        },
        "steps_to_go": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": [
                "steps_to_go"
            ]
        },
        "source": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": [
                "source_id"
            ]
        },
        "success": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": [
                "success_flag"
            ]
        },
        "is_valid": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": [
                "is_valid_flag"
            ]
        },
        "reward": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": [
                "reward"
            ]
        },
        "done": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": [
                "done_flag"
            ]
        },
        "action.cartesian_velocity": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "x",
                "y",
                "z",
                "roll",
                "pitch",
                "yaw"
            ]
        },
        "action.cartesian_position": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "x",
                "y",
                "z",
                "roll",
                "pitch",
                "yaw"
            ]
        },
        "action.joint_velocity": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "joint_0",
                "joint_1",
                "joint_2",
                "joint_3",
                "joint_4",
                "joint_5",
                "joint_6"
            ]
        },
        "action.joint_position": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "joint_0",
                "joint_1",
                "joint_2",
                "joint_3",
                "joint_4",
                "joint_5",
                "joint_6"
            ]
        },
        "action.gripper_position": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": [
                "gripper"
            ]
        },
        "observation.state.cartesian_position": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "x",
                "y",
                "z",
                "roll",
                "pitch",
                "yaw"
            ]
        },
        "observation.state.joint_position": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "joint_0",
                "joint_1",
                "joint_2",
                "joint_3",
                "joint_4",
                "joint_5",
                "joint_6"
            ]
        },
        "observation.state.joint_velocity": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": [
                "joint_0",
                "joint_1",
                "joint_2",
                "joint_3",
                "joint_4",
                "joint_5",
                "joint_6"
            ]
        },
        "observation.state.gripper_position": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": [
                "gripper"
            ]
        },
        "observation.images.18650758_left": {
            "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": 15,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "observation.images.18650758_right": {
            "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": 15,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "observation.images.25916956_left": {
            "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": 15,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "observation.images.25916956_right": {
            "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": 15,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "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:

[More Information Needed]