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action
sequence
observation.state
sequence
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float32
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24.1
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int64
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[ 7.734375, 64.599609375, 56.513671875, 88.681640625, 3.69140625, 34.541015625 ]
2.266667
68
0
68
0
[ 8.466594696044922, 64.99369812011719, 54.288116455078125, 87.96532440185547, 4.638677597045898, 35.890499114990234 ]
[ 7.998046875, 64.16015625, 56.07421875, 88.505859375, 3.69140625, 34.62890625 ]
2.3
69
0
69
0
[ 8.485160827636719, 63.749778747558594, 53.098846435546875, 87.98994445800781, 4.883516788482666, 36.011932373046875 ]
[ 8.0859375, 63.896484375, 56.07421875, 88.2421875, 3.779296875, 34.62890625 ]
2.333333
70
0
70
0
[ 8.412996292114258, 63.58910369873047, 52.47514724731445, 88.19830322265625, 4.648045539855957, 36.046112060546875 ]
[ 7.998046875, 63.369140625, 55.986328125, 87.978515625, 3.8671875, 34.8046875 ]
2.366667
71
0
71
0
[ 9.374971389770508, 63.455101013183594, 54.116233825683594, 86.67529296875, 5.076757431030273, 36.283897399902344 ]
[ 7.998046875, 62.75390625, 55.1953125, 87.802734375, 3.8671875, 35.419921875 ]
2.4
72
0
72
0
[ 9.059041976928711, 63.14844512939453, 52.84963607788086, 87.34620666503906, 4.981481552124023, 36.09062957763672 ]
[ 8.0859375, 62.40234375, 54.31640625, 87.71484375, 3.8671875, 35.419921875 ]
2.433333
73
0
73
0
[ 9.132781982421875, 62.29833221435547, 52.670860290527344, 87.10185241699219, 5.266589641571045, 36.266990661621094 ]
[ 8.349609375, 62.40234375, 54.4921875, 87.451171875, 4.04296875, 35.419921875 ]
2.466667
74
0
74
0
[ 9.266983032226562, 61.7596435546875, 51.88285827636719, 87.47294616699219, 5.449434280395508, 36.32268524169922 ]
[ 8.525390625, 62.05078125, 54.31640625, 87.36328125, 4.04296875, 35.419921875 ]
2.5
75
0
75
0
[ 9.122041702270508, 61.38433074951172, 53.23040008544922, 85.7967529296875, 5.508548736572266, 36.75505065917969 ]
[ 8.61328125, 61.5234375, 54.31640625, 87.1875, 4.306640625, 35.5078125 ]
2.533333
76
0
76
0
[ 9.44190788269043, 61.5250129699707, 52.58004379272461, 86.98733520507812, 5.477753639221191, 36.54866027832031 ]
[ 8.61328125, 60.8203125, 53.61328125, 87.099609375, 4.482421875, 35.595703125 ]
2.566667
77
0
77
0
[ 9.872554779052734, 60.82415771484375, 52.330345153808594, 85.82980346679688, 5.702813625335693, 36.78681945800781 ]
[ 8.61328125, 60.46875, 53.61328125, 86.484375, 4.5703125, 35.595703125 ]
2.6
78
0
78
0
[ 9.684707641601562, 61.11705780029297, 52.84154510498047, 85.92945098876953, 5.8499345779418945, 36.54822540283203 ]
[ 8.701171875, 60.29296875, 53.701171875, 86.220703125, 4.658203125, 35.595703125 ]
2.633333
79
0
79
0
[ 9.64219856262207, 60.52346420288086, 52.90154266357422, 85.98768615722656, 6.0316314697265625, 36.4324836730957 ]
[ 8.701171875, 59.853515625, 53.701171875, 86.044921875, 4.833984375, 35.5078125 ]
2.666667
80
0
80
0
[ 9.051076889038086, 59.33913803100586, 51.39332580566406, 85.71963500976562, 5.888375282287598, 36.351226806640625 ]
[ 8.701171875, 59.501953125, 53.701171875, 85.78125, 4.921875, 35.595703125 ]
2.7
81
0
81
0
[ 10.049379348754883, 59.637245178222656, 53.40260696411133, 84.336669921875, 6.167696952819824, 36.70084762573242 ]
[ 8.701171875, 59.150390625, 53.701171875, 85.78125, 5.09765625, 35.5078125 ]
2.733333
82
0
82
0
[ 10.217811584472656, 59.53505325317383, 53.447208404541016, 84.68183898925781, 6.3221025466918945, 36.55968475341797 ]
[ 8.7890625, 58.623046875, 53.701171875, 85.693359375, 5.09765625, 35.595703125 ]
2.766667
83
0
83
0
[ 10.147661209106445, 58.85169219970703, 52.31230163574219, 84.34776306152344, 6.078476905822754, 36.73895263671875 ]
[ 9.140625, 58.271484375, 53.701171875, 85.4296875, 5.361328125, 35.5078125 ]
2.8
84
0
84
0
[ 10.082809448242188, 57.67915725708008, 52.73503875732422, 82.72581481933594, 6.6261115074157715, 36.36658477783203 ]
[ 9.31640625, 58.0078125, 53.7890625, 85.166015625, 5.537109375, 35.5078125 ]
2.833333
85
0
85
0
[ 10.134471893310547, 58.15889358520508, 52.72566604614258, 83.09141540527344, 6.637045860290527, 36.1502571105957 ]
[ 9.31640625, 57.392578125, 53.701171875, 84.90234375, 5.80078125, 35.5078125 ]
2.866667
86
0
86
0
[ 10.61128044128418, 58.0405387878418, 53.95341491699219, 82.85708618164062, 6.644369602203369, 35.59588623046875 ]
[ 9.31640625, 56.865234375, 53.701171875, 84.287109375, 5.80078125, 35.5078125 ]
2.9
87
0
87
0
[ 10.802480697631836, 57.348533630371094, 53.13629150390625, 82.9876708984375, 6.843659400939941, 35.14091491699219 ]
[ 9.31640625, 56.6015625, 53.7890625, 83.49609375, 5.888671875, 35.5078125 ]
2.933333
88
0
88
0
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[ 9.31640625, 56.513671875, 53.7890625, 83.3203125, 5.9765625, 35.068359375 ]
2.966667
89
0
89
0
[ 10.305389404296875, 56.41345977783203, 52.575565338134766, 81.96246337890625, 7.1579999923706055, 34.38995361328125 ]
[ 9.404296875, 56.42578125, 53.7890625, 83.14453125, 5.9765625, 35.15625 ]
3
90
0
90
0
[ 10.157215118408203, 56.903411865234375, 53.646202087402344, 81.78181457519531, 7.033929824829102, 34.129310607910156 ]
[ 9.404296875, 56.162109375, 53.701171875, 82.705078125, 5.9765625, 35.068359375 ]
3.033333
91
0
91
0
[ 10.282926559448242, 55.81846618652344, 53.4624137878418, 80.95344543457031, 7.051665306091309, 32.72831726074219 ]
[ 9.404296875, 55.634765625, 53.701171875, 82.353515625, 6.240234375, 34.453125 ]
3.066667
92
0
92
0
[ 10.10879135131836, 56.237335205078125, 53.109561920166016, 81.8131332397461, 7.047780990600586, 32.86260223388672 ]
[ 9.404296875, 55.01953125, 53.701171875, 81.650390625, 6.591796875, 34.013671875 ]
3.1
93
0
93
0
[ 10.50184440612793, 55.98086166381836, 53.76218032836914, 80.73626708984375, 7.2576398849487305, 31.40151023864746 ]
[ 9.404296875, 54.580078125, 53.701171875, 80.771484375, 6.6796875, 33.046875 ]
3.133333
94
0
94
0
[ 10.044158935546875, 55.55274200439453, 52.93673324584961, 81.3073501586914, 7.4161272048950195, 29.97049331665039 ]
[ 9.404296875, 54.404296875, 53.701171875, 80.771484375, 6.767578125, 32.87109375 ]
3.166667
95
0
95
0
[ 10.456476211547852, 54.92881774902344, 53.48352813720703, 80.40422821044922, 7.665740966796875, 27.12731170654297 ]
[ 9.404296875, 54.228515625, 53.701171875, 80.68359375, 6.85546875, 31.2890625 ]
3.2
96
0
96
0
[ 10.877103805541992, 55.22427749633789, 53.11087417602539, 80.62762451171875, 7.943021297454834, 26.3046875 ]
[ 9.404296875, 54.052734375, 53.701171875, 80.68359375, 6.85546875, 30.05859375 ]
3.233333
97
0
97
0
[ 10.592947006225586, 55.10641098022461, 53.385902404785156, 80.45049285888672, 7.8856024742126465, 25.24806022644043 ]
[ 9.404296875, 53.7890625, 53.61328125, 80.68359375, 6.85546875, 28.564453125 ]
3.266667
98
0
98
0
[ 11.338773727416992, 54.69715881347656, 52.40913009643555, 80.98004150390625, 8.163050651550293, 22.69738006591797 ]
[ 9.404296875, 53.7890625, 53.61328125, 80.5078125, 6.85546875, 27.0703125 ]
3.3
99
0
99
0

This dataset was created using LeRobot.

Dataset Structure

meta/info.json:

{
    "codebase_version": "v2.0",
    "robot_type": "koch",
    "total_episodes": 10,
    "total_frames": 4169,
    "total_tasks": 1,
    "total_videos": 20,
    "total_chunks": 1,
    "chunks_size": 1000,
    "fps": 30,
    "splits": {
        "train": "0:10"
    },
    "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": {
        "action": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "main_shoulder_pan",
                "main_shoulder_lift",
                "main_elbow_flex",
                "main_wrist_flex",
                "main_wrist_roll",
                "main_gripper"
            ]
        },
        "observation.state": {
            "dtype": "float32",
            "shape": [
                6
            ],
            "names": [
                "main_shoulder_pan",
                "main_shoulder_lift",
                "main_elbow_flex",
                "main_wrist_flex",
                "main_wrist_roll",
                "main_gripper"
            ]
        },
        "observation.images.laptop": {
            "dtype": "video",
            "shape": [
                480,
                640,
                3
            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 640,
                "video.channels": 3,
                "video.codec": "av1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "observation.images.phone": {
            "dtype": "video",
            "shape": [
                480,
                640,
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            ],
            "names": [
                "height",
                "width",
                "channels"
            ],
            "info": {
                "video.fps": 30.0,
                "video.height": 480,
                "video.width": 640,
                "video.channels": 3,
                "video.codec": "av1",
                "video.pix_fmt": "yuv420p",
                "video.is_depth_map": false,
                "has_audio": false
            }
        },
        "timestamp": {
            "dtype": "float32",
            "shape": [
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            "names": null
        },
        "frame_index": {
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            "names": null
        },
        "episode_index": {
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            "names": null
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        "index": {
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        },
        "task_index": {
            "dtype": "int64",
            "shape": [
                1
            ],
            "names": null
        }
    }
}

Citation

BibTeX:

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