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+ ---
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+ license: mit
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+ task_categories:
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+ - robotics
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+ tags:
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+ - LeRobot
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+ configs:
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+ - config_name: default
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+ data_files: data/*/*.parquet
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+ ---
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+
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+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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+
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+ ## Dataset Description
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+
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+
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+
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+ - **Homepage:** https://diffusion-policy.cs.columbia.edu/
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+ - **Paper:** https://arxiv.org/abs/2303.04137v5
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+ - **License:** mit
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+
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+ ## Dataset Structure
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+
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+ [meta/info.json](meta/info.json):
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+ ```json
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+ {
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+ "codebase_version": "v2.0",
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+ "robot_type": "unknown",
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+ "total_episodes": 206,
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+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
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+ 96,
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+ ],
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 10.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "dtype": "float32",
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+ ],
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+ "motor_0",
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+ "motor_1"
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+ ]
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+ }
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+ ],
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+ "motor_0",
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+ ]
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+ }
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+ }
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+ }
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+ }
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+ ```
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+
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+
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+ ## Citation
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+
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+ **BibTeX:**
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+
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+ ```bibtex
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+ @article{chi2024diffusionpolicy,
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+ author = {Cheng Chi and Zhenjia Xu and Siyuan Feng and Eric Cousineau and Yilun Du and Benjamin Burchfiel and Russ Tedrake and Shuran Song},
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+ title ={Diffusion Policy: Visuomotor Policy Learning via Action Diffusion},
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+ journal = {The International Journal of Robotics Research},
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+ year = {2024},
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+ }
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+ ```
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+ {"episode_index": 3, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9710134738905258]], [[0.9594232936671064]], [[0.9509225909528862]]], "std": [[[0.07757128122129639]], [[0.17287202794081347]], [[0.16339536219889236]]], "count": [100]}, "observation.state": {"min": [-0.10512588173151016, 0.42663100361824036], "max": [0.11184056103229523, 0.7150656580924988], "mean": [0.04065126290130961, 0.5881183900403646], "std": [0.06205442773938626, 0.09038622769211155], "count": [433]}, "action": {"min": [-0.9997363241818016, -0.9999805438552785], "max": [0.9647686260292028, 0.963861217274609], "mean": [-0.17591899117480736, -0.11881202872008041], "std": [0.5271326573647387, 0.5596689559810222], "count": [433]}, "episode_index": {"min": [3], "max": [3], "mean": [3.0], "std": [0.0], "count": [433]}, "frame_index": {"min": [0], "max": [432], "mean": [216.0], "std": [124.99599993599796], "count": [433]}, "timestamp": {"min": [0.0], "max": [43.200000000000344], "mean": [21.60000000000009], "std": [12.499599993599903], "count": [433]}, "next.reward": {"min": [0.34261309712116417], "max": [0.9019297690604239], "mean": [0.5393899232344546], "std": [0.21016964841478422], "count": [433]}, "next.done": {"min": [false], "max": [true], "mean": [0.0023094688221709007], "std": [0.04800140806195503], "count": [433]}, "next.success": {"min": [false], "max": [true], "mean": [0.0023094688221709007], "std": [0.04800140806195503], "count": [433]}, "index": {"min": [861], "max": [1293], "mean": [1077.0], "std": [124.99599993599796], "count": [433]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [433]}}}
4
+ {"episode_index": 4, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9707645659851881]], [[0.9593227571076728]], [[0.9510548504499309]]], "std": [[[0.07901872437719826]], [[0.1728823230228784]], [[0.1627787511417931]]], "count": [100]}, "observation.state": {"min": [-0.010167259722948074, 0.4265463054180145], "max": [0.11220694333314896, 0.718207597732544], "mean": [0.06779614937985483, 0.5607492885973355], "std": [0.03571469975868768, 0.10109578867754815], "count": [292]}, "action": {"min": [-0.9980945585252932, -0.9999787830296203], "max": [0.9675046299324555, 0.6460476166364812], "mean": [-0.07412490646076877, -0.287009754900902], "std": [0.5139457503096826, 0.5264117868989986], "count": [292]}, "episode_index": {"min": [4], "max": [4], "mean": [4.0], "std": [0.0], "count": [292]}, "frame_index": {"min": [0], "max": [291], "mean": [145.5], "std": [84.2926449934987], "count": [292]}, "timestamp": {"min": [0.0], "max": [29.100000000000144], "mean": [14.550000000000017], "std": [8.429264499349904], "count": [292]}, "next.reward": {"min": [0.35621638721923443], "max": [0.9016134134767478], "mean": [0.44468652628568206], "std": [0.123569937386857], "count": [292]}, "next.done": {"min": [false], "max": [true], "mean": [0.003424657534246575], "std": [0.058420281195999936], "count": [292]}, "next.success": {"min": [false], "max": [true], "mean": [0.003424657534246575], "std": [0.058420281195999936], "count": [292]}, "index": {"min": [1294], "max": [1585], "mean": [1439.5], "std": [84.2926449934987], "count": [292]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [292]}}}
5
+ {"episode_index": 5, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9709929570745278]], [[0.9595292883682323]], [[0.9510757317159786]]], "std": [[[0.07789025045339226]], [[0.17255873820080692]], [[0.16295908879532175]]], "count": [100]}, "observation.state": {"min": [-0.09357459098100662, 0.42659252882003784], "max": [0.12015698105096817, 0.7298608422279358], "mean": [0.05369485477855182, 0.5930788369063872], "std": [0.05671562598394295, 0.0936770854980381], "count": [415]}, "action": {"min": [-0.9995339627386165, -0.9999751277488828], "max": [0.9792400240929655, 0.9638602014561202], "mean": [-0.17818780384350183, -0.12293350909253542], "std": [0.5216383294917843, 0.5926662579708412], "count": [415]}, "episode_index": {"min": [5], "max": [5], "mean": [5.0], "std": [0.0], "count": [415]}, "frame_index": {"min": [0], "max": [414], "mean": [207.0], "std": [119.7998330549755], "count": [415]}, "timestamp": {"min": [0.0], "max": [41.40000000000032], "mean": [20.700000000000077], "std": [11.97998330549765], "count": [415]}, "next.reward": {"min": [0.3002214489085732], "max": [0.9019297690604239], "mean": [0.5105193948841873], "std": [0.22989609048341175], "count": [415]}, "next.done": {"min": [false], "max": [true], "mean": [0.0024096385542168677], "std": [0.04902889144427905], "count": [415]}, "next.success": {"min": [false], "max": [true], "mean": [0.0024096385542168677], "std": [0.04902889144427905], "count": [415]}, "index": {"min": [1586], "max": [2000], "mean": [1793.0], "std": [119.7998330549755], "count": [415]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [415]}}}
6
+ {"episode_index": 6, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.971052013765881]], [[0.959614160749734]], [[0.9511103831675731]]], "std": [[[0.07765393653019498]], [[0.17227439363350278]], [[0.16294709560209936]]], "count": [100]}, "observation.state": {"min": [-0.09508039057254791, 0.426557332277298], "max": [0.10915012657642365, 0.7103975415229797], "mean": [0.024126330294510674, 0.5845107608823524], "std": [0.06553805086577857, 0.08701328390238136], "count": [454]}, "action": {"min": [-0.9996920742312115, -0.9999687289279404], "max": [0.9190505577677233, 0.9593242430799307], "mean": [-0.14287744582221443, -0.12436449568639146], "std": [0.5075381884636522, 0.5698061678759635], "count": [454]}, "episode_index": {"min": [6], "max": [6], "mean": [6.0], "std": [0.0], "count": [454]}, "frame_index": {"min": [0], "max": [453], "mean": [226.5], "std": [131.0581931815024], "count": [454]}, "timestamp": {"min": [0.0], "max": [45.300000000000374], "mean": [22.6500000000001], "std": [13.10581931815036], "count": [454]}, "next.reward": {"min": [0.2768111357165454], "max": [0.9098386586523252], "mean": [0.5229350829980475], "std": [0.1904525785963658], "count": [454]}, "next.done": {"min": [false], "max": [true], "mean": [0.0022026431718061676], "std": [0.04688060936958758], "count": [454]}, "next.success": {"min": [false], "max": [true], "mean": [0.0022026431718061676], "std": [0.04688060936958758], "count": [454]}, "index": {"min": [2001], "max": [2454], "mean": [2227.5], "std": [131.0581931815024], "count": [454]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [454]}}}
7
+ {"episode_index": 7, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9707751249927361]], [[0.9595514724714664]], [[0.9513617087828875]]], "std": [[[0.0790285805087521]], [[0.17226683880782181]], [[0.1619324304708852]]], "count": [100]}, "observation.state": {"min": [-0.00098105997312814, 0.42659032344818115], "max": [0.10915012657642365, 0.7209384441375732], "mean": [0.06902608308567988, 0.5675812183476207], "std": [0.0325497016031439, 0.09862464393114023], "count": [268]}, "action": {"min": [-0.9975429347784157, -0.9999822662633872], "max": [0.9719632869500452, 0.9178227691871924], "mean": [-0.09307405389892272, -0.32405993840487785], "std": [0.525754233283938, 0.602435467265572], "count": [268]}, "episode_index": {"min": [7], "max": [7], "mean": [7.0], "std": [0.0], "count": [268]}, "frame_index": {"min": [0], "max": [267], "mean": [133.5], "std": [77.36439749652291], "count": [268]}, "timestamp": {"min": [0.0], "max": [26.70000000000011], "mean": [13.350000000000003], "std": [7.7364397496523125], "count": [268]}, "next.reward": {"min": [0.3359696298639671], "max": [0.9000316355583676], "mean": [0.4472807584979248], "std": [0.15443625923395177], "count": [268]}, "next.done": {"min": [false], "max": [true], "mean": [0.0037313432835820895], "std": [0.060970651635702214], "count": [268]}, "next.success": {"min": [false], "max": [true], "mean": [0.0037313432835820895], "std": [0.060970651635702214], "count": [268]}, "index": {"min": [2455], "max": [2722], "mean": [2588.5], "std": [77.36439749652291], "count": [268]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [268]}}}
8
+ {"episode_index": 8, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9708176250339878]], [[0.9593136659442234]], [[0.9509986017457731]]], "std": [[[0.07850818752824848]], [[0.1729067392843723]], [[0.16300435171514188]]], "count": [100]}, "observation.state": {"min": [-0.0026715483982115984, 0.42660805583000183], "max": [0.10915012657642365, 0.7137243747711182], "mean": [0.06871273064126189, 0.5562181003316987], "std": [0.03330576746164236, 0.09511221613956392], "count": [299]}, "action": {"min": [-0.9975408301634704, -0.9999861946597222], "max": [0.9134133776613202, 0.8670551258876571], "mean": [-0.07054394129503092, -0.28242557911948946], "std": [0.48121655106529615, 0.5516869215594895], "count": [299]}, "episode_index": {"min": [8], "max": [8], "mean": [8.0], "std": [0.0], "count": [299]}, "frame_index": {"min": [0], "max": [298], "mean": [149.0], "std": [86.31338250816034], "count": [299]}, "timestamp": {"min": [0.0], "max": [29.800000000000153], "mean": [14.90000000000002], "std": [8.631338250816071], "count": [299]}, "next.reward": {"min": [0.35716545397026256], "max": [0.9177475482442266], "mean": [0.44496947009910714], "std": [0.12978337766462555], "count": [299]}, "next.done": {"min": [false], "max": [true], "mean": [0.0033444816053511705], "std": [0.057734704018836354], "count": [299]}, "next.success": {"min": [false], "max": [true], "mean": [0.0033444816053511705], "std": [0.057734704018836354], "count": [299]}, "index": {"min": [2723], "max": [3021], "mean": [2872.0], "std": [86.31338250816034], "count": [299]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [299]}}}
9
+ {"episode_index": 9, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9709303032324854]], [[0.9593449412109067]], [[0.9509302802750019]]], "std": [[[0.07824064015063359]], [[0.17296833765528113]], [[0.16330247103238352]]], "count": [100]}, "observation.state": {"min": [-0.0013614008203148842, 0.423358291387558], "max": [0.11897341161966324, 0.7180849313735962], "mean": [0.06382548985571082, 0.5778812681043577], "std": [0.0398132407831582, 0.10122967010632052], "count": [361]}, "action": {"min": [-0.9963901914666532, -0.9999912621770075], "max": [0.9814330388159158, 0.8990969974797893], "mean": [-0.09869012281225774, -0.22179933563080076], "std": [0.5168895930212665, 0.5836774032586544], "count": [361]}, "episode_index": {"min": [9], "max": [9], "mean": [9.0], "std": [0.0], "count": [361]}, "frame_index": {"min": [0], "max": [360], "mean": [180.0], "std": [104.21132376090422], "count": [361]}, "timestamp": {"min": [0.0], "max": [36.00000000000024], "mean": [18.00000000000005], "std": [10.421132376090494], "count": [361]}, "next.reward": {"min": [0.34735843087630497], "max": [0.9092059474849731], "mean": [0.484116057806315], "std": [0.17344251610489173], "count": [361]}, "next.done": {"min": [false], "max": [true], "mean": [0.002770083102493075], "std": [0.05255863147094259], "count": [361]}, "next.success": {"min": [false], "max": [true], "mean": [0.002770083102493075], "std": [0.05255863147094259], "count": [361]}, "index": {"min": [3022], "max": [3382], "mean": [3202.0], "std": [104.21132376090422], "count": [361]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [361]}}}
10
+ {"episode_index": 10, "stats": {"observation.image": {"min": [[[0.0]], [[0.0]], [[0.0]]], "max": [[[1.0]], [[1.0]], [[1.0]]], "mean": [[[0.9708001242573793]], [[0.959454366620967]], [[0.9511761090078708]]], "std": [[[0.07888058790715075]], [[0.17248593203681345]], [[0.16265100570430052]]], "count": [100]}, "observation.state": {"min": [-0.005512170493602753, 0.4266362190246582], "max": [0.11171435564756393, 0.6937570571899414], "mean": [0.06851248941502144, 0.5454173011681701], "std": [0.035163668767348326, 0.08657171782681942], "count": [316]}, "action": {"min": [-0.9978360850514618, -0.9996781768054182], "max": [0.9808811398970536, 0.9358290562441389], "mean": [-0.07890371032841217, -0.2682473774772969], "std": [0.528767532291781, 0.5295245871942897], "count": [316]}, "episode_index": {"min": [10], "max": [10], "mean": [10.0], "std": [0.0], "count": [316]}, "frame_index": {"min": [0], "max": [315], "mean": [157.5], "std": [91.22088576636384], "count": [316]}, "timestamp": {"min": [0.0], "max": [31.500000000000178], "mean": [15.750000000000023], "std": [9.12208857663643], "count": [316]}, "next.reward": {"min": [0.3176210060107561], "max": [0.9009807023093958], "mean": [0.4267746947569068], "std": [0.13776826777936604], "count": [316]}, "next.done": {"min": [false], "max": [true], "mean": [0.0031645569620253164], "std": [0.05616531439651534], "count": [316]}, "next.success": {"min": [false], "max": [true], "mean": [0.0031645569620253164], "std": [0.05616531439651534], "count": [316]}, "index": {"min": [3383], "max": [3698], "mean": [3540.5], "std": [91.22088576636384], "count": [316]}, "task_index": {"min": [0], "max": [0], "mean": [0.0], "std": [0.0], "count": [316]}}}
11
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12
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