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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": "ur5e",
    "total_episodes": 51,
    "total_frames": 20154,
    "total_tasks": 1,
    "chunks_size": 1000,
    "fps": 30,
    "splits": {
        "train": "0:51"
    },
    "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",
    "camera_keys": [
        "observation.images.wrist",
        "observation.images.front"
    ],
    "features": {
        "action": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.next_pos",
                "shoulder_lift.next_pos",
                "elbow_flex.next_pos",
                "wrist_1.next_pos",
                "wrist_2.next_pos",
                "wrist_3.next_pos"
            ],
            "fps": 30
        },
        "observation.state": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "shoulder_pan.pos",
                "shoulder_lift.pos",
                "elbow_flex.pos",
                "wrist_1.pos",
                "wrist_2.pos",
                "wrist_3.pos"
            ],
            "fps": 30
        },
        "observation.images.wrist": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.height": 480,
                "video.width": 640,
                "video.codec": "avc1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "video.fps": 30,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "observation.images.front": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.height": 480,
                "video.width": 640,
                "video.codec": "avc1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "video.fps": 30,
                "video.channels": 3,
                "has_audio": false
            }
        },
        "timestamp": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null,
            "fps": 30
        },
        "frame_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null,
            "fps": 30
        },
        "episode_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null,
            "fps": 30
        },
        "index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null,
            "fps": 30
        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null,
            "fps": 30
        }
    },
    "stats": {
        "action": {
            "min": [
                -0.3130820393562317,
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                1.1135739088058472,
                -1.9934531450271606,
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                2.8140501976013184
            ],
            "max": [
                -0.061482254415750504,
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                1.5842937231063843,
                -1.5251840353012085,
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                3.0699830055236816
            ],
            "mean": [
                -0.105482753337027,
                -1.2356856620014809,
                1.454376377105429,
                -1.8439166717459738,
                -1.5832914539636027,
                3.0230185540526637
            ],
            "std": [
                0.0509317958605875,
                0.03196725925707741,
                0.0953056833583131,
                0.10262442288757066,
                0.0030627232111415333,
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            ]
        },
        "observation.state": {
            "min": [
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                1.1135739088058472,
                -1.9934531450271606,
                -1.5882185697555542,
                2.8140501976013184
            ],
            "max": [
                -0.061482254415750504,
                -1.0886858701705933,
                1.5842937231063843,
                -1.5251840353012085,
                -1.570844054222107,
                3.0699830055236816
            ],
            "mean": [
                -0.1054863021704866,
                -1.2357026514546128,
                1.4543665177388905,
                -1.843889748853765,
                -1.5832912349696195,
                3.0230149162114937
            ],
            "std": [
                0.05094669734665615,
                0.03201409533116832,
                0.0953290126915036,
                0.10265213460082351,
                0.0030635545040783897,
                0.05181595027851108
            ]
        },
        "timestamp": {
            "min": [
                0.0
            ],
            "max": [
                30.799999237060547
            ],
            "mean": [
                7.283837795257568
            ],
            "std": [
                5.195143222808838
            ]
        }
    },
    "data_files_size_in_mb": 100,
    "video_files_size_in_mb": 200
}

Citation

BibTeX:

[More Information Needed]