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list
observation.state
list
observation.motor_currents
list
observation.motor_velocities
list
observation.sensor_timestamps
list
observation.depths.middle
array 2D
timestamp
float32
frame_index
int64
episode_index
int64
index
int64
task_index
int64
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End of preview. Expand in Data Studio

This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v3.0",
    "fps": 30,
    "features": {
        "action": {
            "dtype": "float32",
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ],
            "shape": [
                6
            ]
        },
        "observation.state": {
            "dtype": "float32",
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_flex.pos",
                "wrist_roll.pos",
                "gripper.pos"
            ],
            "shape": [
                6
            ]
        },
        "observation.images.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,
                "video.g": 30,
                "video.crf": 30,
                "video.preset": null,
                "video.fast_decode": 0,
                "video.video_backend": "pyav",
                "video.extra_options": {
                    "bf": 0
                }
            }
        },
        "observation.images.middle": {
            "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,
                "video.g": 30,
                "video.crf": 30,
                "video.preset": null,
                "video.fast_decode": 0,
                "video.video_backend": "pyav",
                "video.extra_options": {
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                }
            }
        },
        "observation.images.above": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
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            "info": {
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        "observation.images.right": {
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                "video.is_depth_map": false,
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                "video.extra_options": {
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                }
            }
        },
        "observation.motor_currents": {
            "dtype": "int32",
            "names": [
                "shoulder_pan.current",
                "shoulder_lift.current",
                "elbow_flex.current",
                "wrist_flex.current",
                "wrist_roll.current",
                "gripper.current"
            ],
            "shape": [
                6
            ]
        },
        "observation.motor_velocities": {
            "dtype": "int32",
            "names": [
                "shoulder_pan.velocity",
                "shoulder_lift.velocity",
                "elbow_flex.velocity",
                "wrist_flex.velocity",
                "wrist_roll.velocity",
                "gripper.velocity"
            ],
            "shape": [
                6
            ]
        },
        "observation.sensor_timestamps": {
            "dtype": "float64",
            "names": [
                "motor_positions.perf_counter_s",
                "motor_currents.perf_counter_s",
                "motor_velocities.perf_counter_s",
                "camera.wrist.perf_counter_s",
                "camera.middle.perf_counter_s",
                "camera.above.perf_counter_s",
                "camera.right.perf_counter_s",
                "camera.left.perf_counter_s"
            ],
            "shape": [
                8
            ]
        },
        "observation.depths.middle": {
            "dtype": "uint16",
            "shape": [
                480,
                640
            ],
            "names": [
                "height",
                "width"
            ]
        },
        "timestamp": {
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                1
            ],
            "names": null
        },
        "frame_index": {
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                1
            ],
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        },
        "episode_index": {
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                1
            ],
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        },
        "index": {
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                1
            ],
            "names": null
        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        }
    },
    "total_episodes": 13,
    "total_frames": 8670,
    "total_tasks": 1,
    "chunks_size": 1000,
    "data_files_size_in_mb": 100,
    "video_files_size_in_mb": 200,
    "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",
    "robot_type": "so_follower",
    "splits": {
        "train": "0:13"
    }
}

Citation

BibTeX:

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