hanzo-nn 0.11.39

// @generated by scratchpad/gen_fixture.py from the OFFICIAL rbalestr-lab/lejepa
// EppsPulley (arXiv 2511.08544). DO NOT EDIT BY HAND. Regenerate to update.
//
// Reference values are the stock `EppsPulley.forward` statistic on fixed inputs.
// f64 buffers are recomputed natively (isolating the math from f32 rounding);
// the forward algorithm is unchanged from upstream.
pub const N: usize = 128;
pub const D: usize = 16;
pub const S: usize = 32;
pub const T_MAX: f64 = 3.0;
pub const N_KNOTS: usize = 17;

// Embeddings (N, D), row-major.
pub const X: &[f64] = &[
    -1.655205900117088, -0.6697255454632507, -1.179959453552153, 0.5995584193030585, -1.146825838069374, -1.654804751917273,
    -0.9101919538259028, -1.2752329627413608, -1.9964825198468643, 2.6901737592807953, 0.7600443719136853, 4.20152786192268,
    2.6850589140448364, -2.3733683237690855, 0.6022860485187768, 1.3450435076268445, -0.4232405823422798, -0.8344072522827561,
    -1.3333755693849028, -0.9542559558588699, -0.25396357593802144, 0.07868320511864382, 0.1303461568117656, -1.2237310731121103,
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    -1.5409808182961067, -1.4727910468649799, 1.4164314366831312, 1.2942665221255247, 1.0578150448849601, 0.3519662573297714,
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    -0.2775733303035393, 2.346716840537116, 3.949588524175284, 0.4803609564986301, -1.0643993198999722, -0.4927201015426504,
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    3.011928269009238, 0.8358751279138098, -0.5363573580884229, -0.3869110154903632, 0.2760235376785731, 0.17590422496489977,
    -0.7313665652060402, -0.8349865918646644, -0.2078770649346331, -1.7596290921986792, -0.04748536684322231, -1.2831938682921982,
    -0.7357416374415555, 0.2485031540008023, 1.49642840920564, -2.465103413275772, 0.4329782436382667, -2.9734420007498223,
    -1.3679676921594712, 0.23955727095757218, -0.2811524279234167, -0.9528688460868318, 0.36414108362787284, 1.433181840470348,
    -0.7092500109972237, -1.0396684973163623, -0.6740682028397854, -1.43338564176154, -2.641418118675063, 1.0947108053064531,
    0.5531834770503266, 4.95176327321799, 4.196669580378479, -0.7731878188997081, 0.4791643545942399, -1.0360733149949444,
    0.37073138739930644, 0.6626711353076447, 0.8243578426954565, -1.0483962837580467, -0.10623734796090693, -1.5802562367257487,
    -0.4250963203751374, 1.04783189609947, -0.8848606076390797, 0.23849694018127862, 6.833399955665235, -2.0430939569417217,
    -1.1738554503871952, -0.2919995398304629, -0.7467048862709702, -0.7884923320041756, -0.2676354957160954, -0.9098187856469055,
    0.12752058092215063, 0.003924507200971816, -2.9954720775570474, -1.2962281328568102, 1.6979099452757191, -0.9111253327592558,
    2.505199116461796, 3.5193111309471408, -0.07770071087175401, 1.2959657550190222, 0.46154309078850364, -0.4020223219996425,
    -0.13009443230679058, -0.1702307808338454, -0.7583172328361298, -0.8258447811018126, 1.447458248875857, -0.9265023831602022,
    -1.3179191405499984, -0.8463059999338174, 2.305780465855501, -1.7727428794755982, 0.040293597410902965, -3.02020068917014,
    1.811876717889666, 1.289143484454403, 2.242948987143194, -1.0251714615219405, -0.20737992672047995, -1.1187592656048948,
    -0.004193025876277068, -1.0110025585330282, 0.7803147957162548, -1.2451480249913243, -1.9100939734883233, 0.6424302224536083,
    -0.868890570766422, 2.574462646157481, -0.1343584609419291, -2.0756249453380855, 0.11881347172836174, 0.021928654599879194,
    0.7173332329867317, -2.924104792483609, -0.21580173069214914, -0.04933425521979801, -0.24373713980511408, -1.2805849160978966,
    -0.25654386238928295, -0.16860875205852902, 0.16118791671969465, 2.2181176273323118, 0.13919064454778823, 0.24172621158270233,
    -1.0847537931506317, -0.14632799554683834, -2.208199520158224, 3.8193744630365543, 2.4912111128002463, 0.8552931069791043,
    0.38453694742990396, 0.055223432226450875, -0.42875846213293195, 0.04603767854170593, 2.635963681123394, -0.618297001140834,
    -0.07126252280737437, 0.4106576049443499, 0.3071568099324464, 1.9787617265537267, 2.468784525780851, 1.2095358735738175,
    1.5814946315095064, -1.9873874189410659, -1.2814826257857288, 3.074619806618901, 0.0010832348437473938, -0.4825121426047292,
    -0.06933594861213105, -0.5864484454468752, -2.2470018236864466, 0.6196540711705936, -0.21144151260388488, -0.666719567046756,
    0.7948437803446413, 0.31546976115794756, -0.7739785025440884, -1.6243534848150363, -0.21446611226428652, 1.6887626152731725,
    -1.156595134049279, 0.860689427890733, -1.2234945631548815, 0.4117508182387136, -1.4909084350685204, -1.9792119079175032,
    -1.1111520979065765, -2.1920404502734514, 0.4783877472660839, -0.7087514656924951, 1.1480998426494295, -0.6618855913946611,
    -3.6900263579718757, -0.4684288257951798, 5.108969938084189, 2.3866127088632556, -1.6136824487671, 1.1693009796409324,
    -1.151975510632631, 0.03801791869418014, 0.5759992417083402, -0.5740247907923, 0.7035355337623941, 0.5562049642409104,
    -0.14398938086843746, -0.12694990445519683, -0.23605823451758695, 2.6428786324302465, -0.9070136236786492, 2.0461582744474764,
    0.9411548340813594, 2.26774666985005, 2.529168047615749, -0.7472138722093737, -1.0736262070913267, 0.028724224200842585,
    0.14630812031741058, 0.45430473072261884, 0.7230858178262813, -2.1197972872055004, 1.7032035514875223, 0.26268369812227754,
    0.535062362787588, 1.2454541927944816, -0.5990587512248549, 2.058485720874733, 1.9369378782621602, 5.967383371958354,
    0.13834829746557264, 2.1753550876794403, -0.6192621311372046, -1.2223345324364816, -0.8223875016181397, -0.6017120823776958,
    0.021617440623844242, -0.5257771458559086, -0.7908593942284963, 0.14962971985780876, 0.2473102032573301, -2.6937489776892076,
    0.15102691860101142, 0.5842061653059447, 1.4232801237963195, -0.2158366322482994, -0.8734263593580205, 1.9741896733110371,
    -0.42226538068353464, -1.441858314692586, 0.2756022310347912, 0.15588805625028945, -0.5025621109816434, -1.4657359638851164,
    0.4256010097893944, 1.0073470221083252, -1.9048896768588495, 0.5450787610652282, 0.49409358296734235, 0.4357598824558881,
    0.3458513278683799, 0.10410551160891512, 3.1517927729760027, -1.7824843946638844, -0.5957131823983848, -1.400007375765354,
    0.39365331620252697, -1.8374657429997006, -1.5814311483621388, -0.08318275821851588, -0.875610581955049, 0.4248751412761185,
    1.584892184152907, -1.9644586509505868, -1.7121510404365936, -2.5510760055381922, -0.15420907939951778, 3.813513278561999,
    0.5897152683370017, -2.211291992767357, 0.006215779289275303, -1.413638718466629, -0.5491002155306982, 0.08387670511985917,
    -1.9668124244925467, -1.705124236945008, -2.049591200217252, -1.3211683453486651, -1.3641442001109059, -0.5426163195239754,
    -0.6217219846250328, 0.16647647382860564, 1.3066782470646747, 2.247459868987118, 2.9141615071859057, 0.6872444819828567,
    -0.059105895273432685, -0.09146266181033869, 0.3812725292544691, -0.20793081484410536, -0.8348226905170466, -0.06650555118631438,
    -0.8497078704658747, -2.2030441788140136, -1.8975028355925398, 0.876866280230159, 2.0378073124020806, -3.5055288537812257,
    3.152009887266433, 2.1457146082412026, 1.9281175737619225, 2.413426971050405, -0.8621238815781267, 0.804036818441977,
    -0.4733385397346976, -1.176758860745381, 1.001325594142751, 2.2877715997463635, 2.997700580412109, 0.8844669165262087,
    -0.5683290499546506, 2.435150109939196, 3.2197915946612454, 1.8428538317697325, 2.0286686283511557, 2.732810616485466,
    -0.06148396601955847, -7.0483142914813115, -1.3959714740324516, -1.654317892726342, -0.5253887696004316, 0.918951020568868,
    -0.5844218951824118, -1.0434716473860521, 2.564905600827831, -0.4070676754507237, -0.6651268120573243, 0.3229467380676143,
    -0.16855121013767882, -2.8807343645343226, 2.536561133648013, 2.555253814830555, -0.9576679805219712, 0.24022880676650848,
    -0.16743897152537374, -1.75023231195732, 0.7081090090309989, 0.5828433863329834, 0.4986141317255746, -2.5253305622577162,
    -1.2574485332537744, 1.8134412463352634, 1.2725179848403787, -0.49554925935216765, -1.9436867211570446, 1.3607427694522756,
    -0.18735516496363347, 3.488309807803418, 3.1784142574078977, -1.5152433937133782, 0.08506676243733857, -1.0548880482707759,
    0.44843108486407557, -0.30011951273555953, -0.11810536227159735, -0.5955328177372209, 0.5301295170751799, 1.2977880521271008,
    2.6849934881681707, 3.263183115997926, -1.6048082642556256, 2.233448929705139, 2.351376252427201, 1.4860855164365179,
    1.8066731510608087, 1.9184402308543436, -0.07391522781711268, -0.537862328446213, -0.8184940421858286, -1.290280749714956,
    -2.0843157050120085, -1.554840015649656, -0.559665404370963, -0.006553552258809537, -0.4777288848560799, 2.1734338439187266,
    -0.9053974061732966, -2.8408442946294685, 0.9943277282260292, -0.6529378914145088, 1.105418130339829, -3.1484486064952444,
    -0.003295282519999665, 0.32242354176499943, 0.11288499385121781, 2.458820261426283, 0.7920500118040017, 0.6312635908309618,
    0.5187169306872095, -0.3546800653988868, -1.3418324519897387, 0.2721828876350008, 2.673654356516276, 3.1932269679570053,
    -0.4858260689668182, 0.46655234753221597, -1.8855111186511955, -2.017144283992599, -1.587381190477051, 0.011379961273842942,
    -2.324783661927814, -0.47507030821868645, -0.006631201903114475, -1.6936129155617163, 1.4041643890082158, 0.1439815970023286,
    -1.6642128190166252, 1.0371756092165498, -0.5211756710567019, 2.9696620086980383, 3.742937144716598, -1.5594170934046976,
    -1.5880934976082834, 4.04990491330838, -0.5152730818519964, -1.2880015303036636, 0.2934668521654078, 1.01345502230276,
    1.62338781904595, 0.08800866975798616, 1.5206273292701873, -0.04739956539233202, 0.4960831279105601, -1.5102220140853981,
    1.8576940503702253, -0.6383874368406677, -0.3863091574897716, -7.5475744353129475, -0.23846807233999545, 0.4944497821738209,
    0.14614937264925787, -1.3130446205322013, -0.4744556775384887, 1.042007150371255, -0.2045891730454757, -0.6534129009674835,
    -0.804592230158069, -0.19426075390636943, -2.9693979646701587, -1.1545356424391398, -0.6345140321205198, 1.6278824951280024,
    0.7187158145420938, -2.8864398427706983, -0.3057787869151354, -3.999437299617698, -0.004855318584403412, -1.503620649027801,
    0.5616758124101203, -0.3939789742625926, 2.191674125043148, -2.224761407641258, -0.8366243275651651, 1.9421120480032568,
    -2.2189133758225323, 1.963445205133499, -1.3200177639807935, 2.5597833663162044, 0.12380243021224649, -0.021848210252674582,
    5.515476584705953, 1.0887180481918675, -0.5556396052094214, -0.13592942826365068, 0.006818675656489748, -1.5329630624999375,
    0.6117159874888798, 0.5511520736341828, -2.684977800914428, 0.02031892294678095, -1.0259717360559757, 0.2956086242582804,
    -0.18934951190092641, -1.0910953210596837, 0.22696439901499754, 0.5041842080180448, 3.9091892803049717, -3.3575219248508397,
    -0.9373615207182562, -0.46815807345687854, 0.13420901895342374, -0.5128939241098072, -0.43515044414862863, -0.5685371072666056,
    0.37738243880900524, -1.2257520723617978, -0.9518351947061643, -0.8355408129370192, 0.30821488411716413, -4.406958605174894,
    -0.11989521756802218, 0.11475453208024605, 2.381617366235061, 0.08002592098792322, -1.1631615687823942, 0.3230803026950383,
    -0.7134939443932131, 1.0114161091147995, -0.2754964594725415, 0.0772264335277072, -0.9882943674282253, 0.7758958383576873,
    1.1034790887776895, 1.9680476041784087, -2.6615838801720253, 0.4959723369665007, -0.24665122264867095, -0.7657356514762226,
    0.19197613960545232, -0.7273020217148896, -0.7611586513796735, -0.7312662602998625, -0.39139476660441125, -1.2762460170230603,
    0.16041045053404518, -0.9718693082645948, -0.011084268197362745, 2.9355017475908634, 1.4983379705832722, -2.4468965330614734,
    3.4588936750343775, -2.1200331540329636, -0.2670015335605675, 1.527191044597094, 4.295710344800046, -2.1195125497711964,
    -0.510330327544998, -0.655648304259609, -0.38049017336330254, 0.9031099177796666, -0.864525962024173, -0.5906857939659391,
    0.001839937111545814, -0.7333808425765952, 1.039571222385366, -2.015917545395289, -0.5188137870957872, 3.0257763228341212,
    -2.81918382711196, -1.9752234872639, 4.705684459293724, 0.4173540463329022, -1.5545466111813293, -1.3456998992445053,
    -0.2988883908313258, -1.245869724193048, 1.719540689723553, -0.18925513348459605, -1.4472442930143783, -1.0301069286666118,
    -3.651707819596339, 2.59701120957869, -1.0658316103639256, -0.3619446239664826, 0.6436024824413622, 1.0031957394132194,
    -2.2983297769696707, -1.3834702192117367, -1.764990358863538, -0.32061472272841407, 0.1973843623967726, -0.01637803556319939,
    -0.7732545078252764, -0.5212395588637202, -0.5773015553023021, 1.0840444415285324, -2.5773615823857985, 0.2587728518495148,
    1.538829458766044, 0.6145830910461394, 0.2285442576163576, 2.3216761245382607, -1.2662116744617233, 2.7104021203770006,
    -1.3398232545433253, -0.3009709291142062, 0.1475129173211378, -0.30648529426784316, 0.30303872641101287, -3.607318800849655,
    -1.1235952510357177, -1.0156611264137636, 1.85442026133746, 1.6265826906836367, -1.7485470909931886, -2.0690827237554883,
    0.504470928050262, -2.0925390122978547, 0.01921127368165576, 4.054264073915191, -0.42469656153204066, -0.190311837799139,
    -1.1793216105893216, -1.1223416445324128, 0.7591986215546691, 1.777909076880685, -2.0733599719937303, 1.324536660412193,
    -1.1750590478861167, -3.352718922592198, 1.8146569008913664, -3.5964595916913815, -0.5408188699963212, -0.6167354173304622,
    -0.3067354860217729, -0.1981200088315851,
];

// Unit-norm projection directions (D, S), row-major.
pub const A: &[f64] = &[
    -0.24755476333982843, 0.10562772168379307, 0.0333770583857705, -0.5241097499972713, 0.23519285442380639, 0.3482978713802034,
    -0.04135447537617679, 0.14219644153839436, -0.3768443334558353, 0.18493939814399796, 0.21972046081361102, 0.34079935388464405,
    0.3665555629305161, 0.39815479694999456, -0.030282450173591904, 0.012954941424813515, -0.015190027481192062, -0.16076563612772798,
    -0.15874791794736354, 0.007298507243003707, 0.008769203927489172, -0.606719587343278, -0.33792601588303883, -0.08334380977819564,
    0.05907142054821952, -0.02496563020170642, -0.4130722858760969, 0.545348479237859, -0.19533807547597679, -0.32764876124473086,
    0.4990218250586683, -0.47384669702454757, -0.24477418693054437, 0.5047162972286571, 0.03060066839661462, -0.016370902931327386,
    -0.25390808163340284, 0.11241697760857726, 0.1941125958623021, 0.10641944445776998, 0.03330642480567416, -0.3908710788507046,
    -0.09870319165165434, 0.4061087292425365, -0.05726933555658832, 0.10861396192428482, 0.47581489646551567, -0.36273708526183973,
    0.022551454624845233, -0.16102590508894493, -0.2604734350376581, -0.110147986215054, 0.050512111025872025, 0.19422239219188764,
    0.08366327756284025, -0.0009203899105229784, 0.23740359440707146, 0.13459748725448648, 0.13669427451305555, 0.2424918048000952,
    -0.4775394613981674, -0.4964783906022263, -0.16673776462528916, 0.31448241514433384, -0.08352415986580826, -0.2777206456017771,
    0.385303471051198, 0.06984419418349486, 0.14029213090208972, -0.0979007482370666, -0.30257648920986396, -0.27827258907776514,
    -0.3144387695036358, 0.336229579336158, -0.14344383348288545, -0.3469718560878323, 0.19061783214245434, -0.22303004182480388,
    0.11361621752146693, -0.07229484312200923, 0.3739217566858733, -0.22002990187576071, -0.33000220777823325, 0.28276523221995725,
    0.07264433545341945, 0.09657162585476475, 0.4853041677259398, 0.2832475324720735, -0.3010137551078073, -0.08853275823134714,
    -0.4334356394642663, -0.07089401578719487, -0.10277254921654232, -0.020680301021881432, -0.3799672179749899, 0.09525283926802978,
    0.469650459692222, -0.2567582831884068, 0.18890583668217767, -0.20239804746338566, 0.12444249901801878, 0.24445320754412161,
    -0.36339362363806876, 0.117974518741332, -0.10093994551344754, 0.15068517518017255, -0.12605697888513984, 0.1394153029738646,
    -0.1063559390347898, -0.39263834211437154, 0.072408939802338, 0.40622603127566825, 0.11732579526510961, -0.09801077389284081,
    0.12114045833035549, -0.4671662920017235, 0.12674963553467553, -0.02225560017130604, 0.13522017121103663, -0.012181755097545405,
    -0.006155698181248435, 0.40956944399687595, -0.33037123387943207, 0.3911234945243303, 0.10893530958652062, 0.24320913383829237,
    -0.031994546357836065, -0.4929094237834849, 0.29032753227082436, 0.2947815729191181, -0.03152861821393372, -0.10107158295473612,
    -0.14289402837405915, 0.16147501087977878, -0.026920845521277374, 0.10835906729274286, -0.48811500567203775, 0.17438166687250045,
    -0.03184509605718686, -0.24777365691684566, 0.15147082850430119, 0.22201338119390357, -0.10659932760775807, 0.21016990703916125,
    0.1923524177513595, 0.05011986212549187, -0.2864111351945454, -0.1025042665561585, -0.2100241531427742, 0.12375993810399931,
    -0.2504355184099015, 0.00507062220284931, 0.05930354444862042, 0.18757573468356423, -0.1841720259016893, -0.04572303774840987,
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    0.08355440478668369, 0.056316697855979383,
];

// Projected data X @ A (N, S), row-major.
pub const PROJ: &[f64] = &[
    -3.287364747549552, 1.3068420187083518, 2.1690144080932225, 1.4497267605289232, 0.6476428712388924, 1.246032755571572,
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    2.730909398787767, 0.8071528676905058, 1.2885193510807595, 0.4243205969162335, -1.0672998151126418, 0.6019060083181906,
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    0.003885952147087157, -3.242727358990858, 0.11211410759878569, 2.68634565139047, 0.5249889630343633, 1.6656456108960453,
    -0.5102655424268568, -0.985409837280651, 1.0208581052069055, 0.4167887722366035, -0.0983308140211024, 1.3140552208184109,
    -0.5185928216001885, -2.2481101107739723, -0.3657935622988952, -1.4603201055066886, 1.9728193973888644, 0.19064248007894707,
    -1.3582130479468995, 1.2591902369516244, 0.5993077954309408, 1.6493108682494368,
];

// Official trapezoidal quadrature buffers (n_knots,).
pub const REF_T: &[f64] = &[
    0.0, 0.1875, 0.375, 0.5625, 0.75, 0.9375,
    1.125, 1.3125, 1.5, 1.6875, 1.875, 2.0625,
    2.25, 2.4375, 2.625, 2.8125, 3.0,
];
pub const REF_PHI: &[f64] = &[
    1.0, 0.9825754689579004, 0.9321024923595276, 0.8536763613451477, 0.7548396019890073, 0.6443887248251953,
    0.5310959910353452, 0.4226004432231888, 0.32465246735834974, 0.24079047427224856, 0.17242162389375282, 0.11919992840264731,
    0.07955950871822769, 0.05126725037065775, 0.0318947933621571, 0.019157171837129137, 0.011108996538242306,
];
pub const REF_WEIGHTS: &[f64] = &[
    0.1875, 0.36846580085921266, 0.3495384346348228, 0.3201286355044304, 0.2830648507458777, 0.24164577180944824,
    0.19916099663825446, 0.15847516620869578, 0.12174467525938115, 0.09029642785209321, 0.0646581089601573, 0.04469997315099274,
    0.02983481576933538, 0.019225218888996656, 0.011960547510808913, 0.0071839394389234265, 0.0020829368509204323,
];

// Official per-slice Epps-Pulley statistic (S,), f64.
pub const REF_PER_SLICE: &[f64] = &[
    15.55433445063548, 19.98443506333625, 25.501133146943836, 4.31693367875498, 18.0741877089038, 28.00274694444936,
    19.07105706418514, 11.231693607893149, 15.189006795010616, 6.968213235026142, 33.82384700060413, 5.38105454537175,
    15.863132726919266, 12.016315659861611, 20.369851816566864, 6.777689335332914, 14.472916321451784, 30.93290451013256,
    30.096262308182723, 23.039342986624767, 37.31770918930789, 19.75535644665296, 11.132510612363685, 17.897767750959517,
    39.7090652255629, 16.845241766488208, 12.543325883003709, 28.319010264340434, 15.4054233254408, 13.390747915840686,
    6.464570649189228, 4.07408320943026,
];

// Official per-slice statistic (S,), stock f32.
pub const REF_PER_SLICE_F32: &[f64] = &[
    15.55433464050293, 19.984437942504883, 25.501136779785156, 4.316933631896973, 18.074188232421875, 28.002748489379883,
    19.07105827331543, 11.231695175170898, 15.189006805419922, 6.96821403503418, 33.823848724365234, 5.381054878234863,
    15.863134384155273, 12.016315460205078, 20.36985206604004, 6.7776899337768555, 14.472914695739746, 30.932903289794922,
    30.09626007080078, 23.039344787597656, 37.317710876464844, 19.75535774230957, 11.132509231567383, 17.89776611328125,
    39.70906448364258, 16.84524154663086, 12.543326377868652, 28.319011688232422, 15.405424118041992, 13.390748977661133,
    6.464569568634033, 4.07408332824707,
];

// Mean-over-slices SIGReg loss.
pub const REF_SIGREG: f64 = 18.110058473273984;
pub const REF_SIGREG_F32: f64 = 18.110057830810547;