Search is not available for this dataset
observation.state
sequence
action
sequence
timestamp
float32
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204
episode_index
int64
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[ -0.013285267166793346, -0.019999999552965164, 0.019999999552965164, -0.029999999329447746, -0.02780456468462944, 0.006936118938028812, 0 ]
9.4
0
94
0
false
94
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[ 0.6161565780639648, -0.07250448316335678, 0.12882331013679504, 0.9052062034606934, 0.39895668625831604, -0.12271631509065628, 0.07984975725412369, 0 ]
[ -0.019999999552965164, -0.019999999552965164, 0.019470099359750748, -0.029999999329447746, -0.021258462220430374, 0.007040480151772499, 0 ]
9.5
0
95
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false
95
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[ 0.6066958904266357, -0.08377522975206375, 0.14076945185661316, 0.9032612442970276, 0.40062159299850464, -0.1238236129283905, 0.09104496985673904, 0 ]
[ -0.019999999552965164, -0.019999999552965164, 0.00617264723405242, -0.019918950274586678, -0.014799391850829124, -0.0019421244505792856, 0 ]
9.6
0
96
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false
96
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[ 0.5932376384735107, -0.09492532908916473, 0.14887389540672302, 0.9022479057312012, 0.40011361241340637, -0.1276865154504776, 0.09774461388587952, 0 ]
[ -0.019999999552965164, -0.018463321030139923, -0.0062009552493691444, -0.006840381305664778, -0.0007118461653590202, -0.008699621073901653, 0 ]
9.7
0
97
0
false
97
0
[ 0.58197420835495, -0.10348840057849884, 0.14977821707725525, 0.9027801156044006, 0.3973548710346222, -0.13150329887866974, 0.09901554137468338, 0 ]
[ -0.019999999552965164, -0.0030325972475111485, -0.015931643545627594, 0.013216045685112476, 0.008991747163236141, -0.01098985131829977, 0 ]
9.8
0
98
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false
98
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[ 0.5676996111869812, -0.10896708816289902, 0.14126130938529968, 0.9040784239768982, 0.3930574059486389, -0.13980135321617126, 0.09275582432746887, 0 ]
[ -0.019999999552965164, 0.01641790010035038, -0.016348492354154587, 0.029999999329447746, 0.014145039953291416, -0.016400104388594627, 0 ]
9.9
0
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false
99
0

This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v2.0",
    "robot_type": "unknown",
    "total_episodes": 201,
    "total_frames": 32429,
    "total_tasks": 193,
    "total_videos": 201,
    "total_chunks": 1,
    "chunks_size": 1000,
    "fps": 10,
    "splits": {
        "train": "0:201"
    },
    "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": {
        "observation.images.image": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channel"
            ],
            "video_info": {
                "video.fps": 10.0,
                "video.codec": "av1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "language_instruction": {
            "dtype": "string",
            "shape": [
                1
            ],
            "names": null
        },
        "observation.state": {
            "dtype": "float32",
            "shape": [
                8
            ],
            "names": {
                "motors": [
                    "motor_0",
                    "motor_1",
                    "motor_2",
                    "motor_3",
                    "motor_4",
                    "motor_5",
                    "motor_6",
                    "motor_7"
                ]
            }
        },
        "action": {
            "dtype": "float32",
            "shape": [
                7
            ],
            "names": {
                "motors": [
                    "motor_0",
                    "motor_1",
                    "motor_2",
                    "motor_3",
                    "motor_4",
                    "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",
            "shape": [
                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

@article{kimpre,
    title={Pre-and post-contact policy decomposition for non-prehensile manipulation with zero-shot sim-to-real transfer},
    author={Kim, Minchan and Han, Junhyek and Kim, Jaehyung and Kim, Beomjoon},
    booktitle={2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
    year={2023},
    organization={IEEE}
}
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