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observation.state
sequence
action
sequence
timestamp
float32
0
51.6
episode_index
int64
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1.8k
frame_index
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516
next.reward
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2 classes
index
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task_index
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This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v2.0",
    "robot_type": "unknown",
    "total_episodes": 1804,
    "total_frames": 338188,
    "total_tasks": 24,
    "total_videos": 7216,
    "total_chunks": 2,
    "chunks_size": 1000,
    "fps": 10,
    "splits": {
        "train": "0:1804"
    },
    "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
    "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
    "features": {
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        "language_instruction": {
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        "observation.state": {
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            "names": {
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                    "motor_5",
                    "motor_6"
                ]
            }
        },
        "timestamp": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "episode_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "frame_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "next.reward": {
            "dtype": "float32",
            "shape": [
                1
            ],
            "names": null
        },
        "next.done": {
            "dtype": "bool",
            "shape": [
                1
            ],
            "names": null
        },
        "index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        },
        "task_index": {
            "dtype": "int64",
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                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

@article{luo2024fmb,
    title={FMB: a Functional Manipulation Benchmark for Generalizable Robotic Learning},
    author={Luo, Jianlan and Xu, Charles and Liu, Fangchen and Tan, Liam and Lin, Zipeng and Wu, Jeffrey and Abbeel, Pieter and Levine, Sergey},
    journal={arXiv preprint arXiv:2401.08553},
    year={2024}
}
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