Search is not available for this dataset
case_num int64 | slice_num int64 | coords list | initial int64 | final int64 | mach float64 | reynolds float64 | cl_target float64 | area_min float64 | alpha float64 | area_initial float64 | cd_val float64 | cl_val float64 | cl_con float64 | area_con float64 | transforms list | te_shifts list | coef_pressure list | velocity_x list | velocity_y list | velocity_z list | area_case_ratio float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | [[[1.0,0.0],[1.0,0.0003492039999999999],[1.0,0.0003492039999999999],[0.9885320105721426,0.0027665000(...TRUNCATED) | 1 | 0 | 0.421915 | 1,036,837.085412 | 0.73948 | 0.084923 | 2.5 | 0.10838 | 4.043873 | 0.655571 | -0.839085 | 1 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0
] | [[0.009023676,-0.002818297,-0.002818297,0.03563212166899126,0.017921997727000916,0.00032140288890136(...TRUNCATED) | [[-0.0000236579,0.005154872,0.005154872,0.003534389000481365,0.003838072757327362,0.0041724435774306(...TRUNCATED) | [[0.008598445,0.001368554,0.001368554,-0.0007405004273312449,-0.0008020970550469968,-0.0008689245324(...TRUNCATED) | [[-0.0000292746,-0.00001449713,-0.00001449713,-0.00001866791331567183,-0.000019106971387166176,-0.00(...TRUNCATED) | 0.783568 |
0 | 26 | [[[1.0,0.0],[1.0,0.0003688749999999994],[1.0,0.0003688749999999994],[0.9886835181930611,0.0034870294(...TRUNCATED) | 0 | 0 | 0.421915 | 1,036,837.085412 | 0.73948 | 0.084923 | 3.891237 | 0.10838 | 4.662049 | 0.739479 | -0.000001 | 1.007188 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [0.0,-0.0002790610000000006,-0.00048348900000000014,-0.0007977360000000003,-0.0016626710000000001,-0(...TRUNCATED) | [[-0.003499871,-0.01217478,-0.01217478,0.009914319141543556,-0.012615329841029584,-0.036191640804785(...TRUNCATED) | [[-3.476663e-6,0.003843783,0.003843783,0.0016562684791005043,0.002087585155000392,0.0025999968240798(...TRUNCATED) | [[0.007139402,0.0005606427,0.0005606427,-0.000458086114069586,-0.0005689633266705026,-0.000697608884(...TRUNCATED) | [[-0.0000740234,-0.00003403476,-0.00003403476,-0.000037729080329531456,-0.00003962878453470388,-0.00(...TRUNCATED) | 0.783568 |
0 | 27 | [[[1.0,0.0],[1.0,0.00036887799999999957],[1.0,0.00036887799999999957],[0.9886820770866404,0.00348375(...TRUNCATED) | 0 | 1 | 0.421915 | 1,036,837.085412 | 0.73948 | 0.084923 | 3.893295 | 0.10838 | 4.662048 | 0.739479 | -0 | 1.007221 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [0.0,-0.0002335410000000003,-0.00040161200000000084,-0.000687488,-0.0015243800000000005,-0.001486081(...TRUNCATED) | [[-0.003371823,-0.0120572,-0.0120572,0.010110206898853256,-0.012376452464164907,-0.03590250159125465(...TRUNCATED) | [[-3.514235e-6,0.003847617,0.003847617,0.0016617533622745719,0.0020919728672464583,0.002602980031923(...TRUNCATED) | [[0.007144844,0.0005637705,0.0005637705,-0.00045907979941938604,-0.0005695650485849081,-0.0006977527(...TRUNCATED) | [[-0.00007288552,-0.00003300714,-0.00003300714,-0.00003641485184957386,-0.00003819922863334806,-0.00(...TRUNCATED) | 0.783568 |
2 | 0 | [[[1.0,0.0],[1.0,0.0006024580000000002],[1.0,0.0006024580000000002],[0.9887764467816883,0.0032200069(...TRUNCATED) | 1 | 0 | 0.654092 | 6,111,131.677276 | 0.590592 | 0.092952 | 2.5 | 0.117105 | 3.091132 | 0.584732 | -0.058598 | 1 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0
] | [[0.08116382,0.07162988,0.07162988,0.08564173613053229,0.051935272122531864,0.01579217579405553,-0.0(...TRUNCATED) | [[0.0000378217,0.002594235,0.002594235,0.0024398486705296692,0.003328812701477056,0.0043803925137498(...TRUNCATED) | [[0.005400758,0.00008122669,0.00008122669,-0.0005798175123532216,-0.0007966559064590273,-0.001013751(...TRUNCATED) | [[-0.00004342757,-0.00001774339,-0.00001774339,-0.00002095966302465289,-0.00002264202502931482,-0.00(...TRUNCATED) | 0.79375 |
2 | 222 | [[[1.0,0.0],[1.0,0.000602427],[1.0,0.000602427],[0.9889132535584335,0.0032192175215421744],[0.977837(...TRUNCATED) | 0 | 0 | 0.654092 | 6,111,131.677276 | 0.590592 | 0.092952 | 3.163866 | 0.117105 | 3.066766 | 0.590592 | 0.000001 | 1.000264 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [0.0,-0.00008248799999999992,-0.00032963799999999994,-0.0008052032000000001,-0.0012457785,-0.0016543(...TRUNCATED) | [[0.08134384,0.07206148,0.07206148,0.08676803327961155,0.05452665479911753,0.019538056345567108,-0.0(...TRUNCATED) | [[0.00003701666,0.002538004,0.002538004,0.002302384248322346,0.003138799196143086,0.0041571723464005(...TRUNCATED) | [[0.005327098,0.00007898212,0.00007898212,-0.0005492611448002333,-0.000754809714849902,-0.0009680410(...TRUNCATED) | [[-0.0000779834,-0.00003167801,-0.00003167801,-0.00003664335313196565,-0.00003944884899204996,-0.000(...TRUNCATED) | 0.79375 |
2 | 223 | [[[1.0,0.0],[1.0,0.000602427],[1.0,0.000602427],[0.9889132532961986,0.0032192174180249353],[0.977837(...TRUNCATED) | 0 | 1 | 0.654092 | 6,111,131.677276 | 0.590592 | 0.092952 | 3.163866 | 0.117105 | 3.066766 | 0.590592 | 0 | 1.000264 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [0.0,-0.00008248799999999992,-0.00032963799999999994,-0.0008052031,-0.0012457786,-0.00165432595,-0.0(...TRUNCATED) | [[0.08134383,0.07206141,0.07206141,0.08676802257044158,0.05452662064018372,0.019538058780387918,-0.0(...TRUNCATED) | [[0.0000370193,0.002538005,0.002538005,0.0023023845227575245,0.0031387999601220694,0.004157171592715(...TRUNCATED) | [[0.005327105,0.00007898566,0.00007898566,-0.0005492613006519247,-0.0007548107137612751,-0.000968040(...TRUNCATED) | [[-0.00007797832,-0.00003167881,-0.00003167881,-0.00003664386766162039,-0.000039449061574255895,-0.0(...TRUNCATED) | 0.79375 |
5 | 0 | [[[1.0,0.0],[1.0,0.0003840992],[1.0,0.0003840992],[0.9886703716875136,0.0014924822288304616],[0.9773(...TRUNCATED) | 1 | 0 | 0.43749 | 2,304,201.03608 | 0.659165 | 0.086638 | 2.5 | 0.089625 | 1.567589 | 0.319504 | -3.396602 | 1 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0
] | [[-0.001925189,-0.02160954,-0.02160954,0.050798141606718236,0.03497274942886609,0.020801054660387553(...TRUNCATED) | [[0.00007157452,0.005671821,0.005671821,0.006386352883114912,0.0067397769801125825,0.007047236981005(...TRUNCATED) | [[0.009516577,0.002943946,0.002943946,-0.0006219906913475752,-0.0006509128807166888,-0.0006738367533(...TRUNCATED) | [[-8.050738e-6,-5.57552e-6,-5.57552e-6,-0.000010486210279919412,-0.000010706633635277474,-0.00001089(...TRUNCATED) | 0.96667 |
5 | 14 | [[[1.0,0.0],[1.0,0.00038410000000000007],[1.0,0.00038410000000000007],[0.9887578883051843,0.00240461(...TRUNCATED) | 0 | 0 | 0.43749 | 2,304,201.03608 | 0.659165 | 0.086638 | 5.426619 | 0.089625 | 3.680805 | 0.659164 | -0.000003 | 1 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [0.0,0.0,0.0,-1.4999999999910918e-7,-0.00011902999999999914,-0.0009324699999999995,-0.00137684299999(...TRUNCATED) | [[-0.00432708,-0.01969716,-0.01969716,0.02522080388504449,0.0006235656213141594,-0.02320069628295574(...TRUNCATED) | [[0.00006019775,0.004218323,0.004218323,0.0037093848363951233,0.004216084336262304,0.004722420186561(...TRUNCATED) | [[0.008866851,0.001875769,0.001875769,-0.0006709465770980951,-0.0007495995355976278,-0.0008240570145(...TRUNCATED) | [[-0.00004290496,-0.00001724166,-0.00001724166,-0.00002293766405726037,-0.00002370975950236809,-0.00(...TRUNCATED) | 0.96667 |
5 | 15 | [[[1.0,0.0],[1.0,0.00038410000000000007],[1.0,0.00038410000000000007],[0.9887579200383565,0.00240461(...TRUNCATED) | 0 | 1 | 0.43749 | 2,304,201.03608 | 0.659165 | 0.086638 | 5.424018 | 0.089625 | 3.680804 | 0.659165 | -0.000001 | 1 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [0.0,0.0,0.0,-1.599999999990498e-7,-0.00012640999999999868,-0.0009899999999999996,-0.001455581999999(...TRUNCATED) | [[-0.004330378,-0.0197011,-0.0197011,0.025219720870548433,0.0006229421827911906,-0.02320057620005595(...TRUNCATED) | [[0.00006019864,0.00421854,0.00421854,0.0037097744877923893,0.0042164717893591,0.004722809524167875,(...TRUNCATED) | [[0.00886711,0.001875834,0.001875834,-0.0006710171903188607,-0.0007496684736950369,-0.00082412504037(...TRUNCATED) | [[-0.00004310942,-0.00001732265,-0.00001732265,-0.0000230416374662487,-0.00002381770640015175,-0.000(...TRUNCATED) | 0.96667 |
10 | 0 | [[[1.0,0.0],[1.0,0.0002614459],[1.0,0.0002614459],[0.9888627797762245,0.0013934614806127177],[0.9776(...TRUNCATED) | 1 | 0 | 0.478724 | 8,975,787.982486 | 0.948203 | 0.063173 | 2.5 | 0.084037 | 1.570226 | 0.358618 | -5.895848 | 1 | [
0.1,
0.36666667,
0.63333333,
0.9,
1.16666667,
1.43333333,
1.7,
1.96666667,
2.23333333
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0
] | [[-0.03165707,-0.05357511,-0.05357511,0.0381616872333379,0.020301193501193582,0.005996891649061861,-(...TRUNCATED) | [[0.00006720246,0.004276201,0.004276201,0.006846167956210153,0.007223580399391553,0.0075145598201948(...TRUNCATED) | [[0.01141094,0.003152561,0.003152561,-0.0006827985855610797,-0.0007086267322319947,-0.00072246034296(...TRUNCATED) | [[-0.00001066249,-6.596519e-6,-6.596519e-6,-0.000011517887282501085,-0.000011751488128114018,-0.0000(...TRUNCATED) | 0.751725 |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
OptiWing3D (Structured Parquet)
Structured Parquet version of OptiWing3D, prepared for use with the Hugging Face datasets library.
Splits
- Split by
case_num(no slice-level leakage) - 70 / 15 / 15 (train / validation / test)
SEED = 0- Deterministic and reproducible
All rows belonging to the same case_num are assigned to the same split.
Directory Structure
optiwing3d_hf/ └── optiwing3d_structured/ └── data/ └──test_cases.csv └──test.parquet └──train_cases.csv └──train.parquet └──validation_cases.csv └──validation.parquet ├── make_splits_parquet.py ├── README.md
Data Format
- Stored in Apache Parquet
- Numpy array columns converted to nested Python lists
- Each row corresponds to a single 3D wing slice/sample
Array-based columns:
coordstransformste_shiftscoef_pressurevelocity_xvelocity_yvelocity_z
Loading
from datasets import load_dataset
dataset = load_dataset(
"parquet",
data_files={
"train": "optiwing3d_structured/data/train.parquet",
"validation": "optiwing3d_structured/data/validation.parquet",
"test": "optiwing3d_structured/data/test.parquet",
},
)
To regenerate the splits from df_raw_3d.pkl:
python make_splits_parquet.py
- Downloads last month
- 101