generated_code_ATLAS_dnn_SigVsBkg_emu.h

    // Select all (Ctrl+A), Copy (Ctrl+C), paste to an empty text file (Ctrl+V) and save that file as 'generated_code.h'
    // 
    // Auto-generated header file. Assumes img to be a floating point array
    // of 64 elements (corresponding to an 8x8 b&w image)

    #include <math.h>

    float norma_VBS;
    
inline float activation_VBS_0 (float x, float n) 
{ return x > 0 ? x : 0;}
inline float activation_VBS_1 (float x, float n) 
{ return x > 0 ? x : 0;}
inline float activation_VBS_2 (float x, float n) 
{ return exp(x)/n;  }

    float guess_VBS (const float *img, int flag)
    {
    
  // Declare the arrays in the stack
  const float kernel_0[9][108] = 
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   {  -0.2383866757154,  -0.2220247387886,  -0.1243505179882,   0.0000108274508,   0.1008084490895,   0.1808900237083,  -0.1606257706881,  -0.1303219944239,   0.2171947360039,   0.0012462784071,   0.0137033862993,  -0.1865611076355,  -0.0123690245673,   0.1289241462946,  -0.0731282159686,  -0.1411171853542,   0.2190727591515,   0.1784279346466,   0.0682986527681,  -0.0349896661937,   0.1909215301275,   0.0871184542775,  -0.1604532897472,  -0.0810756087303,  -0.0222235452384,   0.0138165345415,  -0.0183855649084,   0.0500466227531,  -0.0091276178136,  -0.1373715400696,  -0.2199721932411,   0.1578782945871,  -0.1278270930052,   0.2316262573004,   0.1653728634119,  -0.1952552795410,   0.0139046628028,   0.1814307570457,  -0.1801843941212,   0.1164973452687,  -0.2069903314114,   0.1713565140963,  -0.1598227918148,  -0.0137398540974,  -0.1121413782239,  -0.1789548844099,  -0.1176730617881,   0.1171302497387,  -0.1919450908899,  -0.1064438596368,  -0.0788713544607,   0.2172141075134,   0.0162870679051,   0.2195132821798,   0.0028762232978,  -0.0176810957491,  -0.0715943798423,  -0.1452085226774,   0.0141829000786,   0.0267575196922,   0.1044158637524,  -0.0556672550738,  -0.0648232847452,  -0.2450903207064,  -0.0908553749323,  -0.0490017533302,   0.0493586622179,   0.2321318835020,   0.1067832261324,  -0.0606122612953,  -0.0143863782287,   0.1014064177871,   0.0710409358144,   0.0586454756558,  -0.1338794082403,  -0.1502428799868,   0.2734769880772,   0.1324721872807,  -0.0374672450125,   0.0519456230104,  -0.1852614581585,  -0.0144626805559,   0.0202623251826,   0.1073795557022,  -0.1310285776854,  -0.1919837146997,   0.0098130516708,  -0.0655762404203,   0.0986724123359,  -0.1613011211157,  -0.1547946780920,   0.0223549772054,   0.1255517899990,  -0.1636448800564,  -0.0429002493620,   0.0113862492144,  -0.2151181846857,  -0.0771131515503,  -0.0147817889228,  -0.0854599401355,  -0.0720291957259,  -0.0778054893017,   0.2784762382507,  -0.1185345798731,  -0.1027668416500,  -0.0580308176577,   0.1540061384439,  -0.0232803374529},
   {  -0.2277539670467,  -0.1703147590160,  -0.0656813010573,   0.2012746334076,  -0.2271032184362,   0.1172258332372,  -0.1371431052685,  -0.1278909742832,   0.0036460380070,  -0.1497263014317,  -0.1334313005209,   0.1105969622731,  -0.0835552811623,  -0.1042184829712,   0.1275104731321,  -0.2234923988581,  -0.1223348453641,   0.0838426798582,  -0.2259202301502,   0.0030999558512,   0.1690701246262,   0.1712157428265,  -0.0950855091214,   0.0010529540014,   0.2607840001583,   0.1723336279392,  -0.1140616610646,   0.0964515507221,   0.0066303689964,  -0.1277095973492,  -0.0675350576639,   0.0088915778324,  -0.1542541384697,   0.0489108525217,   0.1109803169966,  -0.1697476208210,   0.0989838019013,  -0.1710921674967,   0.1492243856192,  -0.0716235563159,  -0.2044866532087,  -0.0952253341675,  -0.0338368378580,  -0.1663172990084,  -0.0182487238199,  -0.0945437327027,  -0.0729138851166,   0.2325506359339,  -0.1639769822359,  -0.0284691397101,   0.0779467001557,   0.0469400547445,   0.1358668804169,   0.0472574457526,   0.1224763020873,   0.0062959673814,  -0.0670288279653,  -0.1770416945219,   0.0471252724528,  -0.0923676490784,  -0.1742689013481,  -0.0582449994981,   0.1880944073200,  -0.2245641052723,  -0.2385227084160,  -0.1456240713596,   0.1158246770501,   0.1670724898577,   0.1689239442348,   0.0871737450361,  -0.0261594951153,  -0.0431990548968,   0.1452452093363,  -0.1548355221748,   0.0679286941886,  -0.0756616666913,   0.2133442908525,   0.1921024024487,  -0.0291717723012,   0.1818105280399,   0.1323745846748,  -0.0547450929880,  -0.1663551628590,   0.0290808510035,   0.1015454307199,   0.1372766941786,  -0.0491347759962,   0.1435807794333,  -0.1351140141487,  -0.1089788675308,  -0.0994737669826,  -0.0364923886955,  -0.1247873976827,  -0.1361326128244,  -0.1118611916900,   0.1700642853975,  -0.0887664929032,  -0.2174641340971,   0.1266105771065,   0.2517011463642,  -0.2323784679174,   0.0761340707541,  -0.0217673201114,  -0.1484285891056,  -0.1817535609007,   0.2399282455444,  -0.1294153332710,  -0.0837402865291}};
  const float bias_0[108] = {   0.0235874447972,  -0.0369258634746,  -0.0215423647314,  -0.0113780144602,  -0.0216242726892,   0.0033363467082,   0.1393732279539,  -0.0666704326868,   0.0321369618177,  -0.0187970362604,   0.0781993865967,  -0.0236372966319,  -0.0305967796594,   0.0614650957286,  -0.0458243526518,  -0.0400111153722,  -0.0341631732881,   0.0613261647522,   0.0646696165204,  -0.0574322231114,   0.0274723600596,  -0.0339069403708,  -0.0107034100220,  -0.0462153367698,   0.1470297873020,   0.0600914135575,  -0.1375499963760,  -0.1178990080953,  -0.1218583285809,   0.0866499468684,  -0.1869945079088,  -0.0096768196672,  -0.0563304126263,   0.0450167395175,   0.0358955413103,  -0.0235945414752,   0.1222522631288,   0.0653723999858,   0.1173061430454,  -0.0128875132650,  -0.0444843694568,  -0.0574323087931,  -0.0405818633735,   0.0095570487902,  -0.0275005716830,  -0.0290071964264,   0.0096601266414,   0.0607663951814,  -0.0069300383329,   0.0912011861801,  -0.0913587063551,  -0.0732855051756,   0.0264154113829,   0.0780970454216,  -0.0491586104035,  -0.0298757404089,   0.1057221144438,  -0.0190328545868,   0.0855508893728,  -0.0315409637988,   0.0708982944489,  -0.0183347500861,  -0.0096664773300,  -0.0129974046722,   0.0767214894295,  -0.0439048334956,  -0.0555114187300,   0.1292754411697,   0.0160026568919,   0.0041921492666,  -0.0303556546569,  -0.1501735001802,  -0.0924875065684,  -0.0588315837085,  -0.0136704556644,  -0.0242765676230,   0.0785348936915,   0.0497522987425,   0.0226414613426,   0.0074991323054,   0.0501325204968,  -0.0245910026133,   0.0789666846395,   0.0541366152465,   0.0592153891921,  -0.0579099953175,  -0.0681464001536,   0.0514197424054,  -0.0488682389259,  -0.0419201850891,  -0.0059476792812,   0.0439833924174,  -0.0233804769814,   0.0048910058104,   0.0725894346833,   0.0860708355904,  -0.0438090376556,  -0.0296006854624,   0.0886639505625,   0.1266717463732,  -0.0373983755708,  -0.0297756828368,   0.0265527386218,   0.0475611276925,  -0.0294127557427,   0.0928635895252,  -0.1251867115498,  -0.0319855287671};
  // Declare the arrays in the stack
  const float kernel_1[108][60] = 
  {{  -0.1625139564276,   0.0256972592324,   0.0949961990118,   0.1748491525650,  -0.0469122305512,  -0.1519656479359,   0.1264956146479,   0.1722774356604,  -0.0944855287671,  -0.0088680833578,   0.1631572395563,   0.2069278955460,   0.0115105239674,  -0.1071064844728,   0.0346076153219,  -0.1575829386711,  -0.0395104736090,  -0.1991082876921,   0.1625029593706,  -0.1351618915796,  -0.0169997271150,   0.0826890915632,  -0.1208222433925,   0.0121550122276,   0.1346078515053,  -0.3092306852341,  -0.1532150954008,  -0.1512457281351,  -0.1062372326851,  -0.1763267368078,   0.0051592057571,   0.1384588181973,  -0.0971733555198,   0.0432432368398,  -0.1651904135942,   0.1787859946489,  -0.1865325719118,  -0.1531596183777,   0.1364033967257,  -0.1905535608530,   0.2523212730885,   0.2238476425409,   0.1209121495485,  -0.1120193749666,   0.1714165508747,  -0.0693320333958,   0.0604490190744,   0.0678958743811,   0.0077384300530,  -0.0259430930018,  -0.0739295482635,  -0.2338385730982,  -0.1699327975512,  -0.1177066862583,  -0.3717291653156,  -0.1102006733418,  -0.1717640161514,  -0.0342417880893,  -0.1856682747602,  -0.1544368863106},
   {   0.2071916013956,  -0.0744965076447,   0.0769049972296,   0.2230837047100,   0.0857853069901,  -0.0420692674816,   0.1182566434145,  -0.1193587481976,   0.2051042169333,   0.0112740155309,  -0.0919645130634,   0.1030201688409,  -0.0399402268231,  -0.0818305462599,  -0.0837161689997,  -0.0631403476000,  -0.0257183033973,   0.1430040150881,  -0.1236970722675,  -0.1364519745111,  -0.0384391099215,  -0.0960416421294,  -0.0157048348337,   0.0563157051802,   0.0024850321934,  -0.0950361937284,   0.1058790683746,   0.1869790852070,   0.1693100482225,  -0.0835031345487,   0.0007994549233,   0.1207323372364,   0.1466268301010,  -0.1801099777222,   0.0713294297457,   0.0022611925378,  -0.0083766896278,  -0.0942301601171,   0.1002899110317,  -0.1272888332605,  -0.0391471944749,  -0.0762608721852,   0.0916440710425,   0.0416970178485,   0.2143422067165,   0.0289478823543,   0.0907303169370,   0.0296999271959,   0.1229917630553,   0.0066685099155,  -0.1514958292246,   0.0940444245934,  -0.1728084087372,  -0.0158071983606,  -0.2478355765343,   0.0828551948071,  -0.0929073244333,  -0.0307729039341,   0.1964912861586,   0.1168872043490},
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   {   0.0109520694241,   0.0445928499103,   0.0040378314443,  -0.0820799097419,  -0.2225384116173,   0.0989944264293,  -0.1613788008690,  -0.0886753648520,  -0.2296202331781,  -0.1780541986227,  -0.1926308870316,   0.1055200397968,  -0.1679805517197,   0.0488375388086,   0.2239512205124,   0.0788555219769,  -0.1652420163155,  -0.1651781499386,   0.0658109560609,   0.0127507578582,   0.1985453665257,   0.1592673510313,  -0.1493493616581,   0.0014377478510,  -0.1407316625118,  -0.1602381318808,   0.2117089182138,   0.0304321534932,   0.0640631616116,   0.0814744755626,   0.0842403471470,   0.0364590100944,  -0.1576255112886,  -0.1968511193991,   0.1403072327375,   0.0370445847511,  -0.1445471346378,   0.1479995399714,  -0.1042919009924,  -0.0321631096303,  -0.0198077242821,  -0.0300741381943,  -0.2210308611393,   0.1271523237228,  -0.0112474365160,   0.1384738385677,  -0.0790964365005,  -0.2303759604692,   0.0936729088426,  -0.2145639955997,  -0.0339180640876,  -0.0430308356881,  -0.1304959058762,  -0.1845526397228,  -0.2238190919161,  -0.1628432571888,  -0.1530024111271,   0.1508211791515,   0.1850437819958,  -0.0868521779776},
   {  -0.0756098851562,  -0.1153042763472,  -0.0438096746802,  -0.2810874879360,   0.1797287315130,  -0.2663525640965,   0.2046687155962,   0.0722423270345,   0.1215065866709,   0.1977756470442,  -0.0648352205753,   0.1623199880123,  -0.0544864609838,  -0.2066597342491,  -0.0066006006673,  -0.0176749657840,  -0.1166511550546,  -0.0532713793218,  -0.0830233991146,  -0.0011984793236,   0.0389022268355,   0.0734683871269,  -0.1385795474052,  -0.1165596619248,  -0.0485460236669,  -0.3309307694435,  -0.1861595660448,  -0.0199360270053,   0.0945860967040,   0.1333082616329,  -0.0666012093425,  -0.0619507953525,   0.1220489069819,   0.0223741624504,  -0.1558399796486,  -0.1076545193791,   0.1006942912936,  -0.1252582669258,  -0.1637087315321,   0.1521737873554,  -0.1004914790392,  -0.0509971901774,   0.1319409310818,   0.0842960178852,  -0.1044297665358,  -0.0227422844619,  -0.1597795337439,   0.1033095791936,  -0.1426537334919,   0.1390544474125,  -0.1412078738213,   0.0328039638698,  -0.0259974133223,   0.1252433508635,  -0.2272054404020,  -0.1332170665264,  -0.0972474962473,  -0.2771964371204,  -0.1641291081905,   0.1105525419116},
   {  -0.0497268363833,  -0.1464811563492,   0.0219985749573,   0.0114447772503,  -0.0172990132123,  -0.1128870099783,  -0.0724291726947,  -0.2307029366493,   0.0061245705001,   0.0551688261330,   0.0756779462099,  -0.1102918982506,   0.1650586724281,  -0.0890386551619,   0.1866592466831,  -0.1176332086325,  -0.2083567380905,   0.0969160124660,   0.0312657207251,   0.0207970421761,   0.0057329423726,  -0.1343935281038,  -0.1037127748132,   0.1751224100590,  -0.1608856767416,   0.1399662792683,  -0.0191812738776,  -0.0105343917385,  -0.0737918540835,   0.1607593148947,  -0.1501383632421,   0.1710819154978,   0.0631489306688,  -0.1470514833927,   0.0861520841718,  -0.0885617211461,   0.1630302369595,  -0.1877678781748,   0.1898248791695,  -0.2067029327154,  -0.1151121184230,   0.0310437101871,  -0.0284526627511,   0.0570638589561,   0.1074471548200,  -0.0786451771855,   0.1348956227303,   0.0524788461626,   0.1608912497759,  -0.1367417722940,  -0.0613047331572,   0.0057636015117,  -0.0474110357463,  -0.1860740184784,   0.1592779457569,   0.1928910762072,  -0.0477887243032,  -0.0803032815456,   0.0979679524899,   0.1079100444913},
   {   0.0081733344123,  -0.1653374433517,  -0.0417847000062,  -0.0962692946196,   0.1551331430674,  -0.2077101320028,   0.0390066578984,   0.0645786002278,   0.0707986056805,   0.1200092956424,   0.1250316500664,  -0.0775796175003,  -0.1452265083790,  -0.0114182103425,   0.0659434273839,   0.1455433517694,   0.1389304548502,  -0.1865994334221,   0.1425629705191,  -0.1617884039879,   0.1813972741365,  -0.0584407933056,   0.0903318896890,   0.0313865095377,   0.2078388929367,  -0.2780690789223,  -0.1053296849132,   0.2572944462299,  -0.0695925801992,  -0.3154250383377,   0.0003320956894,  -0.0444204248488,   0.0351582355797,  -0.1395471394062,  -0.1160560995340,   0.1406491249800,   0.1379014104605,   0.1465210914612,   0.1497093886137,   0.0220733247697,  -0.2517618834972,  -0.0078641250730,   0.1000041216612,  -0.1359544098377,   0.1318171918392,   0.0843710377812,  -0.0280189961195,  -0.1273649036884,  -0.0141031462699,   0.1621817946434,   0.0518954508007,  -0.2180005162954,  -0.1051521375775,  -0.1116810888052,  -0.0043629435822,   0.0420797429979,  -0.0538216084242,  -0.1362281441689,  -0.1227232888341,  -0.1499465405941},
   {  -0.1946565955877,  -0.0129730720073,  -0.0568062178791,  -0.1740771532059,   0.1357811391354,   0.1569002121687,  -0.1714310348034,   0.1325095444918,   0.0986786559224,  -0.0842275023460,  -0.0743815600872,  -0.1337880343199,  -0.1037760600448,  -0.0043254150078,   0.0416819155216,   0.0885728225112,   0.0901558771729,  -0.1416872441769,  -0.0656794831157,  -0.1126217395067,   0.0245846565813,  -0.0551983825862,   0.0018527966458,   0.1893546730280,  -0.1808161139488,  -0.3357370197773,  -0.1373989284039,  -0.1865001618862,   0.0962215214968,  -0.0053298408166,  -0.0707873329520,   0.0146776204929,  -0.1499202847481,   0.0467026308179,  -0.0228133760393,  -0.1144601479173,   0.1031096428633,  -0.0240463651717,  -0.2043505907059,   0.2924636304379,   0.1428192704916,  -0.0695664882660,   0.0327890366316,  -0.1463762670755,  -0.0841447040439,  -0.0953181013465,  -0.0031213015318,   0.1344950050116,  -0.1350600570440,  -0.0732354521751,  -0.0626028403640,   0.0720279738307,  -0.0288167651743,   0.1348921507597,  -0.2770879566669,  -0.0075314640999,   0.1135021522641,  -0.1290445923805,   0.1293344497681,   0.0016386517091}};
  const float bias_1[60] = {  -0.0271246135235,   0.0962990000844,  -0.0327041037381,   0.0718173831701,  -0.0624509006739,   0.0728462859988,  -0.0233900491148,  -0.0058551542461,  -0.0530439317226,  -0.0613039657474,  -0.0603078007698,  -0.1115608960390,   0.0833474844694,   0.0857083573937,   0.0072518968955,  -0.0744574740529,  -0.0316988378763,  -0.0189991537482,  -0.0639050006866,   0.0638928115368,   0.0626125708222,   0.0588253177702,  -0.0390755832195,   0.0851928964257,  -0.0674361288548,   0.2266227602959,   0.1628375351429,  -0.0643413588405,   0.0820885449648,   0.0819838941097,   0.0788332745433,  -0.0420950017869,  -0.0204181484878,  -0.0188580378890,  -0.0323213897645,  -0.0847306996584,  -0.0159152001143,  -0.0529835075140,   0.1025152504444,  -0.0717931315303,   0.0896102711558,   0.0676460862160,  -0.0452273227274,   0.0882956013083,  -0.0452807918191,   0.0014175452525,  -0.0785001888871,  -0.0308642610908,  -0.0201352238655,  -0.0542315542698,  -0.0406808033586,   0.0723004341125,   0.0627902448177,  -0.0466350093484,   0.0915953442454,  -0.0335612036288,  -0.0685492157936,   0.0868266895413,   0.0560694001615,   0.0366236604750};
  // Declare the arrays in the stack
  const float kernel_2[60][2] = 
  {{  -0.2835230231285,  -0.2177235335112},
   {   0.3504117429256,   0.1151248216629},
   {   0.1193305179477,   0.2778932750225},
   {   0.2147503197193,   0.1201542913914},
   {  -0.2041075229645,  -0.1363769620657},
   {   0.1735400110483,  -0.3021266460419},
   {   0.0902865082026,   0.2488600909710},
   {  -0.0182515792549,   0.3068948984146},
   {  -0.4190833866596,   0.1437287926674},
   {  -0.1574429273605,   0.0910303145647},
   {   0.0401735045016,   0.3220947384834},
   {  -0.2475181668997,  -0.1071464195848},
   {   0.0250874720514,  -0.1477813571692},
   {   0.2597994506359,  -0.0244998969138},
   {  -0.0620395392179,  -0.1414427310228},
   {  -0.0810190066695,   0.1432066112757},
   {  -0.2980940639973,   0.2331089526415},
   {  -0.1945318579674,   0.2518091797829},
   {  -0.1846617460251,   0.2958719134331},
   {   0.3173628151417,  -0.1337765008211},
   {   0.0766130462289,  -0.0567899458110},
   {   0.2280222028494,  -0.0729996263981},
   {  -0.1957144141197,   0.1453561782837},
   {   0.1281186491251,  -0.2372873574495},
   {  -0.0409099794924,   0.2239902317524},
   {   0.5165539383888,  -0.0216617807746},
   {  -0.0956728085876,  -0.3067959547043},
   {  -0.2536733150482,  -0.1851727217436},
   {   0.2848608791828,  -0.0649603828788},
   {  -0.1310104578733,  -0.2880811393261},
   {   0.0070136142895,  -0.1541396677494},
   {   0.0006687146961,   0.2147642523050},
   {  -0.2078757286072,   0.0590672828257},
   {  -0.1812234371901,  -0.0265157446265},
   {  -0.0812874361873,  -0.0579960569739},
   {  -0.2120541781187,   0.1199881583452},
   {  -0.0707180425525,   0.2738735973835},
   {  -0.3860501646996,   0.2907963693142},
   {   0.2359996885061,  -0.4151808023453},
   {  -0.1233291774988,   0.2467731237411},
   {   0.2171977311373,  -0.0198016781360},
   {   0.1436104476452,  -0.2647500038147},
   {  -0.1324910521507,   0.0879375040531},
   {   0.2000981569290,   0.0657056123018},
   {  -0.2049214988947,  -0.0117005426437},
   {  -0.0456515997648,   0.2383407503366},
   {  -0.1440204530954,   0.1486713886261},
   {  -0.2352482825518,   0.2775474488735},
   {   0.2353336513042,   0.2490715384483},
   {   0.1035821735859,   0.2665863037109},
   {  -0.3875788748264,   0.3778263926506},
   {   0.0764967575669,  -0.0688550770283},
   {   0.3269408047199,  -0.3130848407745},
   {  -0.1014174744487,   0.2738656401634},
   {   0.3560448586941,  -0.2988718152046},
   {  -0.2911215424538,   0.0173499695957},
   {   0.0529421977699,   0.2096645236015},
   {   0.3585025370121,   0.2005753517151},
   {   0.1780908256769,  -0.0291335508227},
   {  -0.1221053376794,  -0.2449216097593}};
  const float bias_2[2] = {   0.0562102757394,  -0.0562102757394};
  float buffer_in[108];
  float buffer_out[108];
  unsigned int i,j,c; 
 float mean[108] = { 113.5315780639648,  56.5525131225586, 178.1993713378906,  16.1271400451660,   1.3053028583527,1024.2795410156250,   4.8564529418945,   1.8304681777954, 724.0469360351562};
 float sigma[108] = {  92.5630645751953,  44.6665000915527, 115.9254074096680,  41.3633308410645,   0.6384290456772, 854.6428222656250,   1.4944292306900,   0.9023988246918,2426.1174316406250};




  // Load the input in the buffer
  for (c = 0; c < 64; ++c) 
  buffer_in[c] = (img[c]-mean[c])/sigma[c];
  // Processing layer 0 

            for (c = 0; c < 108; ++c ) 
              buffer_out[c] = bias_0[c];

            for (c = 0; c < 108; ++c )
              for (i = 0; i < 9; ++i)
                buffer_out[c] += buffer_in[i] * kernel_0[i][c];

            norma_VBS = 0;

            // Prepares for next layer 
            for (c = 0; c < 108; ++c )
              buffer_in[c] = activation_VBS_0(buffer_out[c], norma_VBS);


            
  // Processing layer 1 

            for (c = 0; c < 60; ++c ) 
              buffer_out[c] = bias_1[c];

            for (c = 0; c < 60; ++c )
              for (i = 0; i < 108; ++i)
                buffer_out[c] += buffer_in[i] * kernel_1[i][c];

            norma_VBS = 0;

            // Prepares for next layer 
            for (c = 0; c < 60; ++c )
              buffer_in[c] = activation_VBS_1(buffer_out[c], norma_VBS);


            
  // Processing layer 2 

            for (c = 0; c < 2; ++c ) 
              buffer_out[c] = bias_2[c];

            for (c = 0; c < 2; ++c )
              for (i = 0; i < 60; ++i)
                buffer_out[c] += buffer_in[i] * kernel_2[i][c];

            norma_VBS = 0;

            for(c=0;c<2;++c)
              norma_VBS+=exp(buffer_out[c]);

            // Prepares for next layer 
            for (c = 0; c < 2; ++c )
              buffer_in[c] = activation_VBS_2(buffer_out[c], norma_VBS);


            

      //i = 0;
      //for (c = 0; c < 2; ++c)
      //  if (buffer_in[c] > buffer_in[i])
      //    i = c;
      
      if (flag==0) //vbf
        return buffer_in[0];
      else if (flag==1) //bkg
        return buffer_in[1];
         
      
      //return i;
    
}