SBI-benchmarks / metadata.json
aurelio-amerio's picture
Upload metadata.json with huggingface_hub
584f8e8 verified
Raw
History Blame Contribute Delete
37.6 kB
{
"bernoulli_glm": {
"x_kind": "vector",
"x_shape": [
10
],
"theta_kind": "vector",
"theta_shape": [
10
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.0013183970004320145,
0.0010562603129073977,
0.0007835639989934862,
0.00015671132132411003,
0.0010287095792591572,
0.0013982870150357485,
0.001454230397939682,
0.0016156753990799189,
0.0006177877658046782,
-0.00013090898573864251
]
],
"theta_std": [
[
1.4129747152328491,
1.001423716545105,
1.6787822246551514,
1.8314144611358643,
1.5530288219451904,
1.2161000967025757,
1.1012951135635376,
1.0702730417251587,
0.981523334980011,
0.8803459405899048
]
],
"x_mean": [
[
49.979278564453125,
-5.183349132537842,
-5.073594570159912,
-5.079917907714844,
-5.20275354385376,
-5.346424102783203,
-4.607872009277344,
-4.412653923034668,
-4.257772922515869,
-3.9107720851898193
]
],
"x_std": [
[
16.590282440185547,
7.82778787612915,
11.736244201660156,
12.887428283691406,
11.489322662353516,
10.34512710571289,
9.416878700256348,
8.726787567138672,
8.220732688903809,
7.705350875854492
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"bernoulli_glm_raw": {
"x_kind": "vector",
"x_shape": [
100
],
"theta_kind": "vector",
"theta_shape": [
10
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
0.00044649792835116386,
-0.0003212227893527597,
0.00042055468657054007,
0.001788384048268199,
0.002062489278614521,
0.0012042074231430888,
-0.00019512131984811276,
-0.0004183872079011053,
-0.0012814744841307402,
-0.0009371211635880172
]
],
"theta_std": [
[
1.4127756357192993,
0.9987853169441223,
1.6741498708724976,
1.8267346620559692,
1.5507104396820068,
1.2157284021377563,
1.099449634552002,
1.068315863609314,
0.9805221557617188,
0.8798905611038208
]
],
"x_mean": [
[
0.4999609887599945,
0.49975401163101196,
0.5004079937934875,
0.500111997127533,
0.5006780028343201,
0.500262975692749,
0.5004119873046875,
0.5001590251922607,
0.5005080103874207,
0.4999200105667114,
0.5003960132598877,
0.5003299713134766,
0.4996429979801178,
0.4995790123939514,
0.49972501397132874,
0.5002750158309937,
0.4997049868106842,
0.49977099895477295,
0.5000180006027222,
0.499769002199173,
0.5000529885292053,
0.4997830092906952,
0.4998779892921448,
0.5009689927101135,
0.4998619854450226,
0.5005339980125427,
0.5000730156898499,
0.500128984451294,
0.49988800287246704,
0.5006909966468811,
0.49987199902534485,
0.5006269812583923,
0.5001819729804993,
0.5004910230636597,
0.5003659725189209,
0.5003340244293213,
0.4998129904270172,
0.5005519986152649,
0.49982601404190063,
0.4993489980697632,
0.49907800555229187,
0.5002210140228271,
0.50006502866745,
0.5006890296936035,
0.5002260208129883,
0.5001320242881775,
0.499889999628067,
0.49965700507164,
0.4998210072517395,
0.5002549886703491,
0.5006890296936035,
0.49988600611686707,
0.5007209777832031,
0.49998900294303894,
0.4997529983520508,
0.4998230040073395,
0.5009589791297913,
0.5006840229034424,
0.5009639859199524,
0.5002490282058716,
0.5000100135803223,
0.4998739957809448,
0.5005180239677429,
0.5004140138626099,
0.5000600218772888,
0.49973100423812866,
0.49963900446891785,
0.4999760091304779,
0.5001869797706604,
0.5006110072135925,
0.5006309747695923,
0.49984800815582275,
0.49959099292755127,
0.4997499883174896,
0.5005059838294983,
0.5004379749298096,
0.5007609724998474,
0.49988898634910583,
0.4999060034751892,
0.5000569820404053,
0.4997510015964508,
0.500012993812561,
0.49969398975372314,
0.5000569820404053,
0.5004479885101318,
0.49973899126052856,
0.5002850294113159,
0.5002570152282715,
0.4998660087585449,
0.500078022480011,
0.4999159872531891,
0.5007209777832031,
0.5004590153694153,
0.4995749890804291,
0.4997979998588562,
0.500603973865509,
0.4999600052833557,
0.49983298778533936,
0.4996640086174011,
0.5001029968261719
]
],
"x_std": [
[
0.5,
0.4999999403953552,
0.4999998211860657,
0.5,
0.4999995529651642,
0.4999999403953552,
0.4999998211860657,
0.4999999701976776,
0.4999997317790985,
0.5,
0.49999985098838806,
0.49999988079071045,
0.49999988079071045,
0.4999998211860657,
0.49999991059303284,
0.49999991059303284,
0.49999991059303284,
0.4999999403953552,
0.5,
0.4999999403953552,
0.5,
0.4999999403953552,
0.5,
0.4999990463256836,
0.4999999701976776,
0.4999997019767761,
0.5,
0.4999999701976776,
0.5,
0.4999995231628418,
0.4999999701976776,
0.49999961256980896,
0.4999999701976776,
0.4999997615814209,
0.49999988079071045,
0.49999988079071045,
0.4999999701976776,
0.4999997019767761,
0.4999999701976776,
0.4999995827674866,
0.49999913573265076,
0.4999999403953552,
0.5,
0.4999995231628418,
0.4999999403953552,
0.4999999701976776,
0.5,
0.49999988079071045,
0.4999999701976776,
0.4999999403953552,
0.4999995231628418,
0.5,
0.4999994933605194,
0.5,
0.4999999403953552,
0.4999999701976776,
0.499999076128006,
0.4999995231628418,
0.499999076128006,
0.4999999403953552,
0.5,
0.4999999701976776,
0.4999997317790985,
0.4999998211860657,
0.5,
0.4999999403953552,
0.49999988079071045,
0.5,
0.4999999701976776,
0.49999961256980896,
0.49999961256980896,
0.4999999701976776,
0.4999998211860657,
0.4999999403953552,
0.4999997317790985,
0.4999998211860657,
0.49999943375587463,
0.5,
0.5,
0.5,
0.4999999403953552,
0.5,
0.49999991059303284,
0.5,
0.4999997913837433,
0.4999999403953552,
0.49999991059303284,
0.4999999403953552,
0.4999999701976776,
0.5,
0.5,
0.4999994933605194,
0.4999997913837433,
0.4999998211860657,
0.4999999701976776,
0.49999964237213135,
0.5,
0.4999999701976776,
0.49999988079071045,
0.5
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"gaussian_linear": {
"x_kind": "vector",
"x_shape": [
10
],
"theta_kind": "vector",
"theta_shape": [
10
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.00036904276930727065,
-0.00016212985792662948,
0.00014992016076575965,
0.00026552824419923127,
-1.0952743650705088e-05,
-4.4535154302138835e-05,
4.663523213821463e-05,
9.374934052175377e-06,
0.00024599212338216603,
0.0004554866754915565
]
],
"theta_std": [
[
0.3161415159702301,
0.31588831543922424,
0.3161243200302124,
0.3157159984111786,
0.3163928985595703,
0.31665608286857605,
0.31607046723365784,
0.3164023756980896,
0.3164084553718567,
0.3159429132938385
]
],
"x_mean": [
[
-0.00025669424212537706,
-0.0004158571537118405,
0.0003204772074241191,
9.781160042621195e-05,
-0.00033836651709862053,
0.00027128239162266254,
-2.419048087176634e-06,
0.00015293332398869097,
-0.00012879067799076438,
0.00039975965046323836
]
],
"x_std": [
[
0.44732266664505005,
0.4469774067401886,
0.4473130702972412,
0.44705983996391296,
0.4472709000110626,
0.44753000140190125,
0.44739991426467896,
0.4468727707862854,
0.44709843397140503,
0.4472140669822693
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"gaussian_linear_uniform": {
"x_kind": "vector",
"x_shape": [
10
],
"theta_kind": "vector",
"theta_shape": [
10
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-6.186035898281261e-05,
0.00028516759630292654,
-0.0006544030038639903,
-0.000711043132469058,
0.000716277165338397,
9.446386684430763e-05,
0.0005072461208328605,
0.00016251759370788932,
-0.000988472020253539,
0.0005445544957183301
]
],
"theta_std": [
[
0.5769851803779602,
0.5771129131317139,
0.5777280926704407,
0.5773583650588989,
0.5774549245834351,
0.5774592757225037,
0.5771543383598328,
0.5772203207015991,
0.5773829817771912,
0.5771310329437256
]
],
"x_mean": [
[
-7.882609497755766e-05,
0.00045665769721381366,
-0.0009246518602594733,
-0.0008817955385893583,
0.0010258688125759363,
0.00018384252325631678,
0.00010811115498654544,
0.00024323831894434988,
-0.0003343726566527039,
0.00019623605476226658
]
],
"x_std": [
[
0.6578418016433716,
0.657805860042572,
0.659015953540802,
0.6586452126502991,
0.6578608155250549,
0.6584052443504333,
0.6585879921913147,
0.6582068800926208,
0.6587576270103455,
0.6581308245658875
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"gaussian_mixture": {
"x_kind": "vector",
"x_shape": [
2
],
"theta_kind": "vector",
"theta_shape": [
2
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.00815633311867714,
0.003058620495721698
]
],
"theta_std": [
[
5.778214931488037,
5.77323579788208
]
],
"x_mean": [
[
-0.008691144175827503,
0.002016810467466712
]
],
"x_std": [
[
5.822091579437256,
5.818349361419678
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"gaussian_random_field": {
"x_kind": "image",
"x_shape": [
32,
32
],
"theta_kind": "vector",
"theta_shape": [
2
],
"splits": {
"train": 100000,
"validation": 10000,
"test": 10000
},
"has_reference": false,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.001629126607440412,
2.9994723796844482
]
],
"theta_std": [
[
0.2995399534702301,
0.502430260181427
]
],
"x_mean": [
[
[
-1.1893436539442415e-12
]
]
],
"x_std": [
[
[
0.11512749642133713
]
]
],
"theta_axes": [
0
],
"x_axes": [
0,
1,
2
]
}
},
"gaussian_random_field_256": {
"x_kind": "image",
"x_shape": [
256,
256
],
"theta_kind": "vector",
"theta_shape": [
2
],
"splits": {
"train": 100000,
"validation": 10000,
"test": 10000
},
"has_reference": false,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.00011751717102015391,
3.003048896789551
]
],
"theta_std": [
[
0.3001692593097687,
0.5005241632461548
]
],
"x_mean": [
[
[
2.1348997873357756e-13
]
]
],
"x_std": [
[
[
0.06737975776195526
]
]
],
"theta_axes": [
0
],
"x_axes": [
0,
1,
2
]
}
},
"slcp": {
"x_kind": "vector",
"x_shape": [
8
],
"theta_kind": "vector",
"theta_shape": [
5
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.00025110418209806085,
0.00047690942301414907,
-0.0015912111848592758,
0.0011741523630917072,
-0.0016736120451241732
]
],
"theta_std": [
[
1.7320590019226074,
1.7317804098129272,
1.7314212322235107,
1.7328729629516602,
1.7330251932144165
]
],
"x_mean": [
[
-0.0053100548684597015,
-0.0014234373811632395,
0.0046028029173612595,
0.004495498724281788,
-0.006483140401542187,
0.00787348672747612,
-0.00778982462361455,
0.006538525689393282
]
],
"x_std": [
[
4.378048419952393,
4.381782054901123,
4.383101940155029,
4.379756450653076,
4.3769073486328125,
4.381862640380859,
4.376789093017578,
4.389537334442139
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"slcp_distractors": {
"x_kind": "vector",
"x_shape": [
100
],
"theta_kind": "vector",
"theta_shape": [
5
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.0008289003744721413,
0.001600794610567391,
0.0005973299848847091,
-0.0013783553149551153,
0.0021079047583043575
]
],
"theta_std": [
[
1.731851577758789,
1.7331507205963135,
1.7304658889770508,
1.7306371927261353,
1.7308259010314941
]
],
"x_mean": [
[
-4.472721099853516,
-0.6449267268180847,
5.421321868896484,
-2.3917348384857178,
2.456094264984131,
1.5588726997375488,
3.838383913040161,
7.805746555328369,
6.596261501312256,
1.022375464439392,
1.6212782859802246,
4.474108695983887,
-2.3515849113464355,
5.607185363769531,
-1.4202003479003906,
1.0550510883331299,
-0.006231083068996668,
-2.4668967723846436,
0.6280730366706848,
-1.4416431188583374,
-1.404866337776184,
0.007586945779621601,
0.005131309386342764,
-0.004119066521525383,
-1.7672592401504517,
1.799544095993042,
4.353628635406494,
-3.3644702434539795,
3.152989387512207,
4.380534648895264,
-1.5178228616714478,
1.7240763902664185,
-0.6923317313194275,
0.004815189633518457,
-1.8107614517211914,
0.1447887271642685,
0.4046882688999176,
-2.973681926727295,
2.01603627204895,
2.5611793994903564,
-0.6678268909454346,
-1.2347763776779175,
-0.003431067569181323,
1.8667727708816528,
-0.5066994428634644,
3.7931339740753174,
-1.6345890760421753,
5.4027605056762695,
5.567582130432129,
-1.818268895149231,
2.343991994857788,
1.98753023147583,
3.466888189315796,
-1.7941267490386963,
1.4101132154464722,
2.4190614223480225,
1.2655088901519775,
4.465054035186768,
0.10489844530820847,
-0.8075017929077148,
-5.824665546417236,
-2.9131462574005127,
-5.412440776824951,
5.509292125701904,
2.3107192516326904,
-2.8870835304260254,
3.640833854675293,
0.007839523255825043,
5.12646484375,
0.8249487280845642,
2.8287384510040283,
-1.363512635231018,
6.104180812835693,
-0.492948055267334,
-0.2849484384059906,
0.5277800559997559,
-1.2454419136047363,
2.4364888668060303,
-4.613933563232422,
2.0347979068756104,
3.88907790184021,
-0.5509253740310669,
0.3954916000366211,
0.13461482524871826,
-3.5943195819854736,
-7.725258827209473,
-7.505028247833252,
-2.843416213989258,
1.4479211568832397,
1.1572742462158203,
-0.0010963286040350795,
1.271649956703186,
3.33219313621521,
-7.519839286804199,
7.461417198181152,
-4.425989151000977,
2.427973985671997,
-0.6288743615150452,
0.8053919076919556,
6.755019664764404
]
],
"x_std": [
[
31.18451690673828,
23.92637825012207,
24.7208194732666,
15.071440696716309,
19.259504318237305,
20.506458282470703,
21.664474487304688,
31.10053062438965,
27.096485137939453,
20.04181671142578,
24.0443058013916,
22.32581329345703,
15.20189094543457,
25.08565902709961,
30.60575294494629,
21.56554412841797,
4.369756698608398,
16.260093688964844,
24.706172943115234,
21.804933547973633,
24.874343872070312,
4.384490966796875,
4.373687267303467,
4.3690876960754395,
30.026378631591797,
23.536386489868164,
20.844778060913086,
33.00969314575195,
18.910247802734375,
28.788829803466797,
31.304306030273438,
31.209148406982422,
34.845916748046875,
4.382843494415283,
23.462360382080078,
30.635515213012695,
29.509675979614258,
25.065093994140625,
30.950485229492188,
27.166486740112305,
18.713857650756836,
28.26093292236328,
4.374078273773193,
22.55518341064453,
31.13966178894043,
30.17242431640625,
24.829669952392578,
24.812074661254883,
23.16558265686035,
30.073711395263672,
30.975833892822266,
25.407583236694336,
16.515697479248047,
27.564058303833008,
21.058290481567383,
31.451431274414062,
23.85601806640625,
26.788328170776367,
24.492637634277344,
20.428133010864258,
20.667890548706055,
30.450265884399414,
17.776660919189453,
13.865978240966797,
22.644847869873047,
22.979185104370117,
29.413116455078125,
4.377743244171143,
28.04924774169922,
31.576385498046875,
31.14362144470215,
24.232650756835938,
19.201318740844727,
29.985933303833008,
30.082904815673828,
27.65882110595703,
31.305225372314453,
31.381362915039062,
16.88979721069336,
32.436588287353516,
24.436317443847656,
33.66280746459961,
30.079771041870117,
27.528968811035156,
23.997591018676758,
28.218456268310547,
27.04703140258789,
32.122779846191406,
30.346118927001953,
31.1619930267334,
4.378148555755615,
32.400970458984375,
29.213014602661133,
18.009496688842773,
25.373273849487305,
28.975326538085938,
23.878923416137695,
29.40152931213379,
26.622169494628906,
17.08224868774414
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"spherical_grf": {
"x_kind": "healpix",
"x_shape": [
49152
],
"theta_kind": "vector",
"theta_shape": [
3
],
"splits": {
"train": 100000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.0069976733066141605,
-1.5030872821807861,
-0.0016811470268294215
]
],
"theta_std": [
[
1.1565287113189697,
0.8657900094985962,
0.28830161690711975
]
],
"x_mean": [
[
-3.2097608482217765e-07
]
],
"x_std": [
[
129.5032196044922
]
],
"theta_axes": [
0
],
"x_axes": [
0,
1
]
},
"nside": 64,
"ordering": "ring"
},
"spherical_grf_128": {
"x_kind": "healpix",
"x_shape": [
196608
],
"theta_kind": "vector",
"theta_shape": [
3
],
"splits": {
"train": 30000,
"validation": 5000,
"test": 5000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
0.0002695877628866583,
-1.5000091791152954,
0.001445761532522738
]
],
"theta_std": [
[
1.1510039567947388,
0.8662698864936829,
0.28902557492256165
]
],
"x_mean": [
[
-0.0005077116074971855
]
],
"x_std": [
[
147.18702697753906
]
],
"theta_axes": [
0
],
"x_axes": [
0,
1
]
},
"nside": 128,
"ordering": "ring"
},
"toy_lensing": {
"x_kind": "image",
"x_shape": [
32,
32
],
"theta_kind": "vector",
"theta_shape": [
2
],
"splits": {
"train": 100000,
"validation": 10000,
"test": 10000
},
"has_reference": false,
"num_observations": 10,
"stats": {
"theta_mean": [
[
0.599418044090271,
0.15993809700012207
]
],
"theta_std": [
[
0.28865161538124084,
0.08658551424741745
]
],
"x_mean": [
[
[
8.85516419657506e-06
]
]
],
"x_std": [
[
[
1.044053077697754
]
]
],
"theta_axes": [
0
],
"x_axes": [
0,
1,
2
]
}
},
"two_moons": {
"x_kind": "vector",
"x_shape": [
2
],
"theta_kind": "vector",
"theta_shape": [
2
],
"splits": {
"train": 1000000,
"validation": 10000,
"test": 10000
},
"has_reference": true,
"num_observations": 10,
"stats": {
"theta_mean": [
[
-0.00016980423242785037,
0.0002200742601417005
]
],
"theta_std": [
[
0.5770024061203003,
0.5772475004196167
]
],
"x_mean": [
[
-0.1572030931711197,
0.0002840596134774387
]
],
"x_std": [
[
0.33454710245132446,
0.5818299651145935
]
],
"theta_axes": [
0
],
"x_axes": [
0
]
}
},
"gravitational_waves": {
"x_kind": "timeseries",
"x_shape": [
8192,
2
],
"theta_kind": "vector",
"theta_shape": [
2
],
"splits": {
"train": 89488,
"validation": 512,
"test": 10000
},
"has_reference": false,
"num_observations": 1,
"stats": {
"theta_mean": [
[
44.826541900634766,
45.07041549682617
]
],
"theta_std": [
[
20.189376831054688,
20.161296844482422
]
],
"x_mean": [
[
[
0.0005181312444619834,
-0.0004072923620697111
]
]
],
"x_std": [
[
[
78.38613891601562,
76.6553726196289
]
]
],
"theta_axes": [
0
],
"x_axes": [
0,
1
]
}
}
}