#include <bits/stdc++.h>
using namespace std;
typedef long long ll;
typedef vector<double> vd;
class DataPoint{
public:
vector<double> inputs;
vector<double> expectedOutputs;
DataPoint(vector<double> _inputs, vector<double> _expectedOutputs){
inputs = _inputs;
expectedOutputs = _expectedOutputs;
}
};
vector<int> layerSizesP1 = {24, 64, 52, 42, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.59729, -1.2335, 0.21263, -1.0594, 0.2905, -0.72188, -0.57903, -1.4854, -1.28, -0.22001, 0.88777, 0.29158, 0.1013, -0.76329, 0.46118, 0.00265, -1.2867, -0.41917, -1.2, 0.083739, -0.24193, -0.066291, 0.049488, -0.40006, -1.482, -0.73711, -0.17582, 0.73917, 0.38926, 0.040178, -0.72857, 0.64297, 1.2888, 0.3189, 2.3549, 0.045304, -0.92966, -0.021746, 0.36997, 1.392, -0.11245, 1.0046, 0.02888, -0.13558, -0.56472, -0.4086, -0.83004, -0.95008, 0.70432, 0.046908, 0.092684, -0.045418, 0.52814, -1.3616, 0.99268, -0.47337, 0.02966, 0.18433, 1.2144, 0.17867, 1.1063, -0.20577, 1.0659, -0.19542},
{-0.013084, 0.31471, 0.035047, -0.82153, -1.239, 0.022481, 0.36981, 0.20849, -1.2762, -0.4689, 0.24794, -0.085068, -0.52063, -1.3694, -0.23406, -0.11626, -1.1094, -0.039243, -0.54795, -0.99439, 0.80068, 0.74218, -0.33913, 0.0057471, -0.23586, -0.7595, -0.59866, -0.70753, -1.8356, -0.010417, -0.17996, 0.037504, 0.81872, 0.37474, 1.0635, -0.71762, -1.8413, -0.45373, -0.8207, 0.96663, 1.0007, -0.3353, 0.13742, -0.16033, -1.0565, -0.40117, -0.54934, -0.76311, -0.46483, 0.64822, -0.13426, -0.38571, -0.3451, -0.098687, 0.46135, 0.39255, -0.3064, -0.30666, 1.4051, -0.061976, -0.96331, 0.38646, 0.27315, -0.19222},
{0.45991, -0.021329, -0.12253, -0.72275, 0.83654, 0.029612, 1.4523, 0.54876, 0.53058, -1.2177, 0.33822, 0.78183, -0.29808, -0.18622, -0.77915, 0.14339, 0.25611, -0.62519, 0.59371, 0.38485, 0.61325, 0.48651, -0.36113, 0.53067, -0.49977, 0.16289, 0.020368, -0.83287, -0.0079068, -0.026748, -1.1695, 0.04198, 0.97798, -0.22644, 1.493, 0.069414, -0.96965, -0.12288, -0.51176, 0.77307, 0.47544, -0.088645, -0.50583, -0.2635, 0.27107, 0.72423, -0.63521, -1.1824, 0.0074183, -0.66688, -0.33606, -0.16879, -0.2025, 0.17924, 0.31249, 1.5955, -0.25663, -0.44846, -0.20885, 0.0030692, -0.23789, 0.40063, 0.065214, 0.63821},
{1.2278, -0.23674, -0.16689, -0.28811, 1.2241, -0.29691, -1.6517, 0.048058, 1.2632, -0.84231, -1.2392, -0.80327, 0.53868, 0.87308, -0.37757, -0.031564, 0.70641, -0.82875, -0.54134, 0.61202, -0.56666, -0.95622, -0.79016, 0.31267, 0.18823, -0.16062, 0.6608, 0.067225, -0.19662, -0.12204, -0.11991, 0.74534, 0.73259, 0.24338, 0.98285, 0.55862, 0.12242, 0.71788, 0.2599, 0.0026761, 0.37505, 0.37993, 0.2661, 0.56457, -0.72274, -1.3657, -0.015961, -0.2427, 0.29444, -0.61234, 0.1325, 0.68145, -0.15735, -0.1293, 0.46169, -0.27401, -1.7737, -0.37614, 0.5221, -0.3012, 0.72934, -0.04736, -0.70244, 0.37355},
{1.6272, 0.8001, -0.089412, -0.35905, 0.87092, -0.95153, 0.74361, 0.54586, 0.2461, 0.16878, -0.90686, -0.29367, 0.74262, -0.0079537, 0.71898, 0.1447, 0.7342, -0.71963, -1.3736, 0.045236, 0.32981, 0.050073, 0.52201, 0.63278, 0.49631, -0.80964, 0.51361, -0.54548, 0.51229, 0.15112, 0.90055, 0.6881, -1.0435, 1.2761, 1.4909, 0.37556, 0.96812, 0.89988, -0.16172, 1.0797, 0.30065, 0.90325, 1.2725, 0.030128, -0.018632, -1.4767, 0.74543, 1.2982, -0.19486, -0.43574, -0.18368, 1.1149, -0.56377, 0.31644, -0.37602, -0.35467, 0.84428, 0.055993, 0.4054, -0.28072, -0.15999, -0.53722, 0.36604, -0.08339},
{0.13295, 1.4264, -0.33388, 0.82406, 0.20959, -0.29322, -0.64097, 0.78955, 1.2704, 1.5052, -0.88898, -1.8338, 0.55488, 0.23933, 0.1315, 0.016502, 1.2121, 0.62529, 0.72626, 0.39182, 0.71046, -0.12844, -0.28873, 0.21844, 0.69142, 0.0853, 0.89832, 0.23531, 0.32499, -0.28205, 0.6257, -0.36977, 0.451, 0.27747, -0.64067, 1.1065, 0.90719, -0.054866, -0.46712, -0.69074, -0.58613, -0.42071, 0.49364, 1.0734, 0.013141, -0.73473, -0.067039, -0.4487, -0.46538, -1.0148, -0.44664, 0.27302, 0.1415, 1.4551, -0.41077, -0.11389, 1.0735, -0.1486, -0.2915, 0.23033, -0.14992, -0.15975, -0.61703, 0.53066},
{-1.3806, 0.092708, -0.2594, 0.67218, -0.89411, 0.58026, 0.25615, 0.36266, -0.21531, 1.5801, 0.44294, -1.6584, 0.17778, 0.37358, 0.73354, 0.15319, -0.20689, 1.0268, 0.53327, 0.27342, -0.21072, -0.13566, 0.16572, 0.21711, 0.47994, 0.61546, -0.18484, 0.8227, 0.92262, -0.26873, 0.50717, -0.24266, -0.90934, -0.34252, 0.32317, -0.020661, 0.0078415, -0.11158, 0.10363, 0.35399, 0.67272, -0.3717, 1.1059, 0.42774, 1.0062, -1.7525, 0.12566, -0.41111, -0.49571, -0.93409, -0.32524, -0.81057, 0.87904, 0.11648, -0.84569, -0.40645, -0.1822, -0.071622, 0.74891, -0.30962, -0.62651, -0.029196, 0.33376, 0.70512},
{-1.0885, 0.074611, -0.32048, 0.17808, -0.046025, 0.4254, -0.49261, 0.21629, 0.39141, 1.2637, 0.1407, -1.0873, -0.33548, -0.28089, 0.042934, 0.42226, 0.75722, 0.1795, 0.36988, 0.87224, 0.40473, 0.50431, -0.25189, -0.79028, 0.72696, 0.75657, 0.4391, 0.35303, 1.4611, -0.48171, 0.6878, 0.015036, -0.26156, 0.55934, 0.31373, 0.27354, 0.16464, 0.16965, -0.3228, 0.43946, -0.16273, 0.15317, 0.76726, 0.29673, 1.1703, 0.22813, 0.40818, 1.1517, -0.051605, -1.6183, -0.584, -1.7279, 1.0514, 0.12579, -0.99411, 0.55915, 0.56893, 0.56637, -1.001, -0.3085, 0.50363, 0.36938, -0.016428, 0.82017},
{0.098194, 0.48248, -0.13833, 0.84376, -0.34562, 0.047779, 3.7351, 0.48247, -0.40783, 1.3569, 1.6498, 1.4965, -0.16143, -0.99496, 0.1329, 0.18024, -1.0976, 0.15471, -0.48093, -1.2851, 0.21749, 0.45027, -0.61268, 0.42803, 1.2938, -0.98183, -1.029, -1.7669, -0.83626, -0.12945, 0.50003, 0.38416, -0.91479, 0.9003, -0.11178, -0.63697, -1.7658, 0.54468, -0.43703, 0.4295, 0.046486, 0.16498, 0.91314, -0.05068, -0.93192, -0.34779, -0.1279, 0.99482, -0.27651, 0.88458, -0.56425, -0.70854, -0.82029, 0.1357, -0.58148, 0.77838, 0.95831, -0.55189, -0.55694, 0.17856, -0.11231, 1.0072, 0.4495, -0.25204},
{-1.0482, 0.38821, -0.17429, 0.31597, 0.11404, 0.41732, -1.4377, -0.041495, -0.17336, 0.0069695, 1.3396, -0.62149, 0.1054, 0.16971, -0.40396, 0.36729, -1.037, 1.1651, 0.16074, -0.23289, 1.2438, -1.1183, -1.9268, -0.64888, 0.23625, 0.52949, -1.1954, -0.2636, -0.91518, -0.22635, -0.15845, -0.4232, 0.90719, 0.24745, -2.4427, -0.57278, 1.5742, 0.15798, 1.3944, -0.97693, -0.34853, -0.26576, 0.2783, 0.052444, -0.48473, 0.45395, -0.1485, -0.30702, 0.56548, 0.16736, -0.55692, 0.20732, 0.029504, -1.257, 0.75289, -0.51124, 0.38777, -0.49322, -0.98741, 0.29107, -0.57806, 0.57966, -0.40956, -0.84796},
{-0.17251, -0.54238, -0.30477, 0.16223, 0.5092, 0.36998, -0.82851, -0.10003, 0.073473, -0.12388, 0.035325, 1.094, 0.38508, 1.3057, -0.14232, 0.33497, -0.093579, 0.79439, 0.96372, 0.36506, 0.76378, -0.52873, 0.31137, 0.1762, 0.76199, -0.12337, -0.67478, 0.27365, -0.47424, -0.084119, -0.72842, 0.027331, 0.70557, -0.17648, -0.30177, -0.4324, 0.05627, 0.30317, -1.0623, -0.49053, -0.4949, -0.11264, -0.19824, 0.019748, 0.12088, -0.0413, 0.002756, 0.4099, 0.42993, -0.38793, -0.081856, -0.097586, 0.32658, -0.12875, -0.19502, 0.2768, 0.69936, -0.5069, -0.86999, 0.01037, -0.24279, 0.68772, 0.60245, 0.21075},
{-0.26861, -0.47075, -0.31644, -1.173, 0.21803, -0.32472, -0.64659, 0.17021, 0.3448, 0.43277, -0.010761, 0.050318, 0.10741, 1.2423, -0.42134, 0.30277, 0.12187, 0.044561, 0.39393, 0.30174, 0.73447, -0.17369, 1.2104, 1.1705, 0.57773, -0.1253, -0.050866, -0.33653, 0.1266, -0.34992, -0.56712, -0.61486, 0.7499, -0.29858, 0.86004, 0.31679, 0.46089, -0.3998, -1.8335, -0.37675, -0.50213, -0.070048, -0.067588, -0.033978, 0.011196, -1.2323, -0.26412, -0.085401, 0.58285, -0.059542, -0.21339, 0.65062, 0.058335, 0.60772, 1.0788, -0.68799, 1.2363, -0.70429, 0.22652, -0.43613, -1.0415, 0.65863, 0.14008, -0.25984},
{-0.95712, -0.44717, -0.28739, -0.91445, 0.24228, 0.039869, 0.31438, -0.69469, -0.30439, -0.65083, -0.64625, 0.89821, -0.93188, 0.78821, 0.16423, 0.076834, -0.86497, -0.50412, 0.75417, 0.41186, 0.031835, 1.3141, 0.57375, 0.78639, -1.3377, 0.063903, 0.94672, 0.324, -0.53286, -0.024957, -0.048575, -0.11287, 0.15254, -0.80919, 0.91635, 0.48157, -1.0779, -0.47782, -2.195, 1.1481, -1.4365, 0.51515, -0.31363, -0.27985, -0.17747, -0.37624, 0.074842, 1.6937, -0.14792, -0.21121, -0.31098, 0.16319, -0.39636, 0.32975, 0.76997, -0.4605, 0.45408, -0.043528, 0.23598, -0.36341, 0.46073, 0.18943, 0.63364, 0.6968},
{0.66087, -0.090645, -0.06658, -1.2741, -0.13298, -1.3643, -0.02936, 0.46211, -0.65199, 0.6999, -1.1103, 1.5341, 0.8118, 0.96285, 0.0021675, 0.17823, 0.7177, -1.1757, -0.10219, -0.58585, 1.4664, -0.21416, 0.34234, 0.10685, -0.60079, -1.6415, -0.57167, -0.12735, -0.33581, -0.28855, -0.64077, -0.45424, -0.25322, -0.69506, 0.62691, -0.046058, 0.46291, -0.38609, -1.0323, 0.30198, -0.11701, -0.027431, 0.58838, -0.42047, -0.68015, 0.56017, 0.61716, 0.46958, 0.30483, 0.88165, -0.21413, 0.71659, -0.0071073, 0.24228, -0.09263, -0.69338, 1.1245, 0.83522, -0.18878, 0.24262, 1.0584, -0.32244, -0.017977, -0.023554},
{0.88698, -0.4847, 0.0088651, -0.70606, -1.4775, -0.56174, -0.81836, 0.78244, 0.0043269, 0.91212, -0.19088, 1.1941, -0.090824, -0.83984, 0.65016, 0.15078, -0.93014, -1.0767, -0.36172, -0.56347, -0.1177, 0.5068, -0.1478, -0.32675, -0.66844, -0.71285, 0.096686, -0.046141, -0.86348, -0.21499, -0.089423, 0.19998, 0.48517, -0.24635, 0.028901, 0.36071, -1.4871, -0.17621, -1.0855, 0.13208, 0.65548, -0.082799, 0.66643, -0.1942, -1.0038, 0.57833, 0.81676, -0.039021, -0.43634, 1.4406, 0.01444, 0.13361, -0.38387, -0.021674, -0.94658, 0.59424, 0.5021, 0.49094, 0.37403, 0.017679, 0.81673, 0.18883, 0.265, -0.3841},
{-0.16281, 1.651, 0.0060138, -0.24918, -0.79684, 1.1789, -1.7493, 0.61383, 0.19782, 0.24237, 1.0093, -0.48305, -1.2384, -0.66136, 0.22672, 0.098546, -0.35957, 0.088903, 0.6994, 0.10168, -0.95466, 1.4094, -0.21762, 0.15905, -0.027702, 0.52646, 0.80203, -0.4734, -1.7896, 0.076155, 0.1895, -0.21532, -0.00077173, -0.48283, 0.86605, 0.37957, -2.3461, -0.31308, -0.82335, -0.076993, -0.83396, -0.51915, 0.24444, 0.26778, 0.050505, -0.71661, 0.66136, 0.95633, -0.38897, 0.66387, -0.15979, -0.66919, 0.13189, 0.30023, -0.68141, 0.79991, 0.092293, 0.40091, 0.16304, 0.25815, -0.42394, 0.53379, -0.44488, 0.89402},
{-0.46797, 0.63882, 0.18124, -0.17945, -0.96444, -0.32444, 0.53385, 0.40059, -0.6058, 2.2593, 0.19406, -1.6904, 0.22258, -0.26573, 0.57984, -0.076347, 0.32434, -0.081305, -0.096362, -0.32581, -1.0833, -0.029986, -0.78376, -0.96843, 0.16544, 0.08732, -0.80383, 0.24113, -2.4693, 0.11518, 0.52012, 0.069544, -1.4389, 0.24582, -0.17312, 0.07166, 0.80533, 0.10609, 0.3423, -0.40776, 1.0211, -0.37104, -0.62689, 0.28151, -0.3008, 0.41701, 0.12435, -0.31455, -0.63159, 1.8067, -0.028484, 0.028589, 0.52443, -0.36251, -0.4062, -0.34097, 0.037865, 0.15749, 0.60276, -0.26701, -1.009, 0.11209, -0.44638, -0.70321},
{-0.61971, 0.6564, 0.4396, 0.22418, 0.58294, 0.11072, 1.345, 0.11089, -0.31345, 1.6744, -0.02872, -2.0953, 0.28322, 1.2553, -0.33926, -0.16208, 0.75094, -1.0792, -0.41701, 0.064166, -0.67885, -0.59489, -0.86158, -1.6513, 0.44201, 0.93309, -1.1332, 0.59552, -0.87418, 0.24724, 0.24253, 0.61924, -1.1019, 0.67256, -0.60493, -0.16604, 2.2645, 0.18992, 1.7979, -0.49126, 0.87377, 0.31805, -0.29162, -0.57419, 1.2254, -0.36919, 0.074982, -0.15871, 0.5094, 1.6011, 0.18772, 0.26199, -0.13203, -1.9706, 0.28089, -1.2376, 0.12275, 0.71032, 0.27097, -0.025651, -0.73448, 0.34017, -1.0223, -1.5124},
{-0.13281, 0.057798, 0.57139, 0.63183, 0.71155, 0.39006, 0.36034, -0.59871, -0.65592, 0.038613, 0.66894, -2.0564, -0.35043, 0.86894, -0.15631, -0.64596, 1.2293, 0.11895, -0.52844, 0.069626, 1.0778, -0.72222, -0.5289, -1.2874, -0.12496, 0.66052, -0.80964, 1.3716, 0.78099, 0.21116, 0.3043, 0.29704, -0.56526, 0.38332, 0.059683, -0.32384, 2.2201, -0.080456, 2.1044, -0.0045886, -0.32238, -0.039241, -0.50563, -0.56248, 1.5922, -0.5896, 0.071375, -0.075475, 0.47692, 2.1436, 0.57732, 0.15495, 0.71969, -1.6812, -0.40782, -1.0289, 0.76808, 1.3256, 0.89574, 0.61187, -1.4291, 0.019596, -0.67863, -0.74725},
{1.0252, -0.45007, 0.56943, 1.1825, -0.42466, -0.23225, 1.6354, -0.79401, -0.34283, -0.21564, 0.64454, 0.96587, -0.31384, -0.57641, 0.49699, -0.58445, -0.56955, 0.13943, -0.3165, -0.74429, 0.020962, -0.34359, 0.016295, -0.019177, -0.249, 0.082284, -0.35348, -0.056727, 0.96759, 0.52832, -0.07697, 0.1262, -1.1809, -0.28332, -0.41387, -0.4118, 0.55199, 0.014587, 0.93392, -0.32735, 1.4701, 0.59439, 0.11403, -0.014861, -0.17057, 0.96789, -0.16896, -0.33341, -0.34196, 2.0748, 0.51735, 0.77487, -0.87772, 0.0052408, -0.40743, 0.67039, 0.25731, 0.76564, 1.2531, 0.53877, 0.18715, 0.31018, 0.25463, 0.084952},
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{0.85418, 0.074791, 0.29199, 0.70972, -0.88962, 0.49827, -0.23796, 0.46372, 0.39823, 0.41351, -0.7554, -0.29045, -0.14886, 0.6196, -1.0121, 0.35005, -0.66027, -0.21053, 0.99495, -0.34864, 0.64969, 1.4636, -0.30035, -0.52186, -0.86565, 0.063891, -1.1608, -0.34899, -0.74483, 0.17359, -0.86072, 0.9664, 0.34496, 0.11481, 0.011798, -1.003, -0.73858, 0.024372, -0.49665, 0.12317, 0.46442, 0.42314},
{-0.30289, -0.093979, 0.003998, -0.045682, -0.31845, 0.083351, -0.39332, 0.27768, 0.51407, -0.30482, -0.18186, -0.26062, 0.11049, 0.45536, -0.57395, -0.1283, -0.31589, 0.20699, 0.45103, -0.084402, 0.53326, -0.2114, -0.10138, -0.26496, -0.048707, 0.20187, -0.44064, 0.088561, -0.688, 0.21848, 0.35959, 0.28891, 0.63487, 0.19591, 0.2419, -0.1671, -0.3762, 0.0039965, -0.36228, 0.029348, 0.13439, 0.12126},
{-0.97158, 0.056557, 0.51779, -0.51591, 0.12764, 0.12911, -0.76733, 0.33801, 0.23608, -0.59781, -0.37968, -0.60095, 0.31473, 0.46503, -1.1929, -2.1888, -0.48129, 0.65567, -0.31969, -0.012685, -1.3046, -0.53558, 0.47197, -0.99809, -0.073546, 0.32591, -0.69004, 0.38362, -0.092717, 0.15354, 0.52577, -0.2898, 0.59534, 0.17741, 0.48388, 0.59924, -0.37974, -0.04026, -0.092419, -0.02452, -0.97006, -0.047909},
{-0.85786, 0.29081, 0.54932, -0.38194, 0.61556, 0.20887, -0.39488, 0.30552, -0.69221, -0.7458, 0.5199, -0.51394, 0.53492, -0.095851, -0.82793, 0.30234, -0.1958, 0.20113, -0.77025, -0.499, -0.50401, -0.34938, 0.17842, 0.25907, -0.55536, 0.037128, -1.2552, 0.081036, -0.63287, -0.46146, 1.1587, -0.42134, 1.2001, 0.64316, 0.79957, 0.34064, 0.621, 0.65921, -0.87758, -0.40807, -1.0006, -0.35664},
{0.5765, -0.17801, -1.0304, 0.30902, 0.23423, -0.88537, 0.9573, -0.7236, -0.58089, 0.55611, -0.028957, 0.75592, -0.70347, -1.0572, 2.1036, 0.95217, 0.86558, -0.3125, -0.8941, 0.61334, 0.27473, -0.43922, 0.20286, 1.1983, 1.3106, -0.60659, 1.811, 0.21247, 1.0087, -0.35518, 0.0053137, -0.61986, -0.87285, -0.41276, -0.15186, 0.5782, 0.56982, 0.096762, 1.0497, 0.057088, 0.2301, 0.46953},
{-1.7135, 0.15553, 0.38661, -0.30221, 0.97767, 0.42878, -0.74127, 0.45838, -1.0304, -0.48482, 0.36944, -0.82977, 0.72261, 0.32515, -0.83841, -0.30001, -0.19819, 0.39693, -1.1332, -0.5325, -1.0779, -0.68488, 0.36791, -0.4228, -0.42596, 0.63584, -1.1121, -0.064412, -0.29741, -0.57623, 1.1236, -0.77778, 0.72257, 0.92693, 0.51353, 0.93451, 0.47871, 0.44821, -1.0814, -0.36262, -1.1884, -0.52703},
{1.1941, -0.23688, -0.085968, 0.39685, -0.89303, -0.085166, 0.51556, -0.096335, 0.87444, 0.57025, -0.070564, 0.37055, -0.39624, 0.0086893, 0.4199, 0.92508, 0.2002, -0.57641, 1.2023, 0.12492, 1.3281, 0.95265, -0.66994, 0.11504, -0.32624, -0.12543, 0.35466, -0.33402, -0.16516, 0.45765, -1.0644, 0.93463, -0.36261, -0.3688, -0.63716, -0.88751, -0.38039, -0.30391, 0.092533, 0.27547, 1.0865, 0.22916},
{-1.0048, 0.17328, 0.082952, -0.50874, 0.57356, -0.28702, -0.43543, 0.19392, -0.55765, -0.65371, 0.30286, 0.060412, 0.28225, -0.075938, 0.0064878, -1.1822, 0.12422, 0.51311, -1.1424, -0.03009, -0.67105, -1.3121, 0.60736, -0.19884, 0.93221, 0.31322, 0.55833, 0.4721, 0.10587, -0.23702, 0.7893, -0.87673, 0.074182, -0.09708, 0.47112, 0.84194, 0.3575, 0.039578, 0.38823, 0.06308, -0.83245, -0.4272}
},
{
{-0.11371, 0.039978, -0.027678, 0.070157, -0.13015, -0.0068497, -0.1031, 0.032713, 0.026545, -0.11636, -0.1306, 0.05122},
{-0.012761, 0.069564, 0.11901, -0.025391, -0.075941, 0.0061686, -0.105, -0.047065, -0.14617, 0.062484, -0.0069002, 0.091002},
{-0.086731, 0.11992, -0.10425, 0.055723, 0.054388, -0.10792, 0.049992, 0.0029806, 0.080961, -0.12105, -0.080849, -0.065223},
{0.055199, -0.05977, -0.041557, 0.10382, 0.07055, 0.10298, 0.13861, 0.10318, -0.13044, -0.12348, 0.14686, -0.055361},
{0.13415, 0.0040964, -0.11261, 0.10144, 0.13725, 0.024002, 0.037355, -0.052638, 0.13131, -0.047965, 0.055919, 0.067633},
{0.005992, 0.10677, -0.013792, -0.12908, 0.13584, -0.052101, -0.14877, 0.040663, -0.021465, 0.079504, -0.042464, -0.082739},
{-0.14363, 0.10539, -0.01472, 0.039987, -0.01221, 0.15026, 0.068471, -0.14152, 0.10223, -0.052229, 0.090816, -0.039082},
{0.0091657, -0.02611, 0.13322, -0.088401, 0.049795, -0.15379, -0.13773, 0.082418, 0.031366, 0.022585, -0.13162, -0.13151},
{-0.15193, -0.0099009, -0.087876, -0.03431, 0.032601, -0.14524, 0.0059175, 0.0059571, 0.0059674, -0.091816, -0.004977, 0.020424},
{-0.13368, -0.09927, 0.1262, 0.13812, -0.10789, -0.0031936, -0.13413, -0.086251, -0.10449, 0.14639, -0.00010575, -0.023901},
{0.057639, 0.022113, 0.11136, -0.071222, -0.048199, 0.073744, 0.14726, -0.12684, 0.022948, -0.002518, 0.13358, -0.063868},
{0.13284, -0.1441, 0.001838, -0.066648, 0.0070386, 0.011192, -0.052754, 0.063715, 0.0096987, 0.094098, -0.10919, -0.043969},
{0.0083104, -0.00046905, 0.098002, 0.087603, -0.14969, -0.1165, 0.075076, -0.073517, 0.051553, -0.10506, -0.12952, 0.027595},
{0.0475, 0.076625, -0.011651, -0.067228, 0.044124, -0.0962, -0.10141, -0.037537, 0.01504, -0.10824, -0.028337, -0.0114},
{0.062089, 0.12058, 0.040964, -0.15081, 0.12895, 0.03522, 0.1357, -0.082519, 0.051835, -0.036845, 0.14293, 0.13716},
{0.080916, 0.10556, 0.1002, 0.14913, 0.14507, -0.11544, -0.075622, -0.009413, 0.022091, -0.023413, -0.093175, -0.13872},
{-0.13966, -0.088647, 0.062402, 0.09867, 0.10615, 0.14012, -0.11608, 0.14728, -0.018111, 0.046691, -0.093722, 0.029604},
{-0.053008, -0.11405, 0.14024, -0.031434, -0.013655, 0.10434, -0.1049, -0.14374, 0.000702, -0.13574, 0.023355, 0.11239},
{0.07913, -0.069564, -0.065018, -0.099717, -0.14749, -0.07437, -0.12184, -0.14454, -0.14453, 0.12272, 0.02644, -0.12203},
{-0.041557, -0.02645, 0.0044546, -0.10563, 0.063866, -0.02335, -0.040563, 0.028265, 0.0068089, 0.12382, -0.040674, 0.10288},
{0.14892, 0.064752, -0.026531, -0.074939, -0.019554, 0.1228, -0.053319, -0.052593, -0.14348, -0.10159, 0.030902, 0.048943},
{0.078187, -0.080265, 0.11621, -0.12294, 0.077679, 0.080428, 0.023694, 0.011273, -0.12123, -0.14461, -0.10839, -0.14847},
{-0.13187, -0.056309, 0.070902, 0.041575, 0.060388, -0.014859, 0.079696, -0.029756, 0.015995, 0.0068556, 0.15288, -0.094224},
{0.11872, 0.046926, 0.066549, 0.090968, 0.078344, 0.051075, 0.061657, 0.14409, 0.034289, -0.068758, -0.030015, 0.0071203},
{-0.019624, 0.055965, 0.063738, 0.078059, -0.15299, -0.089631, 0.13432, 0.11342, 0.08395, 0.026806, 0.098608, 0.06783},
{-0.0068721, -0.034649, -0.14841, 0.041177, -0.12964, 0.014497, -0.042562, -0.10851, -0.0041103, 0.096253, -0.038807, 0.10403},
{-0.069465, -0.10877, 0.0077113, 0.03031, 0.12446, -0.099997, -0.013865, 0.043058, 0.060794, 0.13575, -0.0062405, 0.049342},
{-0.10292, 0.10665, -0.13418, -0.055926, 0.076127, -0.021014, -0.080102, 0.13329, -0.0040583, 0.024646, 0.045209, 0.044139},
{0.12272, 0.14054, -0.0034122, -0.11806, -0.15235, 0.057837, -0.024201, 0.097337, 0.064946, 0.11751, 0.092284, 0.010763},
{-0.13561, -0.10858, 0.056182, 0.0080618, 0.0057026, 0.10376, -0.064879, 0.022469, -0.068928, -0.095807, -0.043923, -0.054491},
{0.0013958, -0.028155, 0.12858, 0.027154, 0.013586, 0.14608, -0.087525, 0.13741, -0.067861, 0.06756, -0.051134, -0.017785},
{-0.055848, 0.020028, 0.12036, 0.062644, -0.087698, -0.12951, 0.0084679, -0.10634, 0.0094093, -0.13182, -0.10959, -0.068922},
{-0.0018588, -0.0035445, -0.11135, -0.10441, 0.03915, 0.08315, 0.11222, -0.048262, -0.081656, 0.11698, 0.051493, -0.11812},
{-0.1263, 0.1423, 0.15102, 0.11117, 0.064598, -0.077104, 0.06529, -0.12451, 0.030082, -0.12657, -0.057185, 0.10381},
{-0.13154, -0.092657, -0.016658, 0.01754, -0.067804, 0.08305, -0.036162, -0.14739, 0.12969, -0.025677, 0.031555, -0.051559},
{-0.035755, 0.039893, 0.004524, -0.056781, -0.03953, 0.076921, -0.012417, 0.11013, 0.099117, 0.053911, 0.12987, 0.011096},
{0.12771, 0.046678, -0.018601, 0.0088102, -0.058583, 0.056063, 0.091148, 0.05386, -0.083241, 0.096608, 0.0051017, 0.13267},
{-0.010972, 0.09353, 0.094634, 0.027194, -0.12227, -0.14308, -0.15331, 0.061246, 0.12329, 0.083126, -0.07279, -0.079241},
{-0.13885, -0.0072733, -0.089027, -0.021341, 0.085139, -0.085895, 0.050824, -0.095056, 0.046758, 0.12237, 0.10297, 0.029849},
{0.083387, -0.091579, -0.1069, -0.040049, -0.13724, 0.0471, -0.096648, -0.047565, 0.13453, -0.0041752, 0.041544, -0.078086},
{-0.11561, 0.12396, 0.035907, -0.016398, -0.10484, -0.039667, -0.11294, -0.11088, 0.11072, -0.037809, -0.012947, -0.093762},
{0.058159, -0.11047, -0.15403, -0.034616, -0.06264, -0.082185, 0.13765, -0.085899, 0.13962, 0.057888, -0.1062, 0.10369}
}
};
vector<vector<double>> layerBiasesP1 =
{
{0.044097, -2.2315, -2.5945, -1.5841, -0.26689, 0.023124, -1.6395, -0.2582, -0.23087, -0.60278, -1.4072, -0.22336, -0.21642, 0.47464, 0.071741, 2.5616, 0.22745, -0.13909, 0.15057, -0.1208, -0.11035, -0.02242, -0.22162, 0.0027654, 0.21094, -0.051523, -0.13872, -0.34589, -0.27878, -1.876, 0.17553, -0.15159, -0.30477, -0.20397, -0.018808, -0.007208, 0.14095, -0.22686, -0.23662, -0.13427, -0.31622, -0.17929, -1.002, -0.16001, 0.20221, -0.5626, -1.0943, -0.097357, 0.035423, 0.51794, -2.6011, -0.14558, 0.033115, 0.11693, -0.58549, -0.0797, 0.064507, 0.16981, -1.6902, -2.7419, 0.3196, -1.5414, -0.023125, -0.22747},
{0.81978, -0.54663, 0.014055, 0.045142, 0.18369, -0.27463, 0.1808, 0.13703, -0.15712, -1.236, -0.26835, -0.18028, 0.095449, 0.34318, 0.8245, 0.034068, 0.69366, -0.17791, -1.0331, 0.068332, 0.17642, -0.40567, -0.54017, 0.23362, 0.35857, 0.33064, 0.27266, 0.0056555, -0.79494, -0.01813, -0.091482, -0.24064, 0.46061, 1.3096, -0.24623, 0.15314, 0.22462, -0.030532, -0.18572, 0.14746, 0.27085, 0.27688, -0.046726, -0.30643, 0.31196, -0.21641, 0.13974, 0.78872, 0.084226, 0.26908, -0.24065, 0.023077},
{-1.0936, 0.58697, 0.68714, -0.54007, 0.26467, 0.4802, 0.47503, 0.14283, -0.7128, -0.62525, 0.3858, -0.58421, 0.061169, -0.1299, 0.19368, 1.4003, -0.1072, 0.22785, -0.6861, -0.48183, 0.18435, 0.024251, 0.15921, 0.99845, -0.43257, 0.044418, -0.73098, 0.0027751, -0.19573, -0.38559, 0.64782, -0.78227, 0.62309, 1.5118, 0.3914, -0.19219, 0.484, 0.69872, -0.17281, -0.38585, -0.25456, -0.72015},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 46, 38, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{8.9875, 1.8125, 6.2341, -11.204, -7.9547, -3.7751, 4.9111, -8.417, -5.6356, 1.6542, 5.717, 4.3425, -1.9676, 6.7388, 6.1629, -1.0034, -8.6268, 4.123, -7.162, -0.82615, -2.6565, 11.066, -3.3045, 15.391, 3.3656, -16.627, 6.076, 3.1102, -8.9946, 9.4024, -1.8481, 2.8527, 15.552, -1.5813, 0.51409, -1.5392, 1.9379, -2.8138, -3.1059, 2.7911, 9.2432, -2.7299, -2.3514, -6.2301, -8.5913, -1.7191},
{8.9602, 0.59393, 3.8802, -8.1655, -5.4244, -3.4194, 3.8272, -1.0107, -4.4962, 2.8992, 2.1501, 0.94536, -2.9197, 6.3045, 2.7228, -8.4553, 2.9224, 4.0662, -3.908, -0.83347, 1.4082, 4.465, -7.8972, 5.5239, -2.0331, -3.2005, 0.39188, 2.182, -3.9021, 8.2934, 0.55716, 3.0199, 12.576, -10.739, -7.9015, 2.8417, 5.6599, 3.3978, -4.3167, 8.0659, 2.036, 0.5901, 3.7388, -2.196, -13.928, -3.7703},
{-2.7218, 9.9202, -3.2391, -0.89669, -0.73919, 0.59773, -1.2501, -3.1481, -3.1015, -6.2581, 9.4409, 6.3354, 3.2151, 7.0137, 1.9337, 0.33605, -1.8881, -4.4784, 1.3228, -6.7351, -9.6764, 4.7914, 5.5949, -2.0295, 4.2174, 10.911, 9.4946, 5.3896, -2.7055, -1.2284, 0.14392, -0.48543, 2.908, -1.776, 2.6212, 0.84013, 2.6985, 4.0206, 1.8737, 5.2697, 1.0382, -0.82996, 5.7214, 1.4721, -5.5403, -4.5149},
{-7.857, 5.4798, 0.82819, 6.4918, -1.12, 2.6721, -5.1684, 1.3548, -3.5361, -5.14, 8.6502, 8.0028, 3.7663, 6.1855, 4.0821, 1.6458, 0.47818, -2.6644, -3.7429, -8.1576, -19.593, -7.6292, 5.1118, 0.025757, 5.8955, -4.2029, 14.598, 5.7014, -6.2775, -7.5775, -0.8595, 3.1337, -2.6369, -1.6095, 0.23277, -4.5979, 1.5201, -0.85839, 0.28342, -5.8278, 3.8292, -2.1216, 3.8419, 7.3671, 2.8694, -3.7906},
{-14.222, 1.3064, 4.0134, 9.7939, -0.96963, -1.9219, -6.9577, -11.663, -2.9628, -3.0756, 8.0649, 4.9512, 7.7416, 4.1737, 0.17728, -4.3562, 4.4733, 0.78165, -14.983, -8.9851, -16.014, -4.8172, 3.1284, -4.4375, -1.8856, 4.234, 4.5681, 1.6638, -6.6768, -7.7833, -6.6437, 0.85485, -4.2005, -3.0385, 13.882, 0.46287, -1.5821, 3.4289, 13.797, -5.3001, 0.71296, 0.75426, 9.0936, 2.4911, -4.0682, -3.1156},
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{0.97245, 2.0103, -1.1206, -0.10274, 2.8499, -2.4222, 3.3605, -0.65066, -3.1071, -0.037723, 1.4408, 1.1031, 1.3904, -2.1362, 4.1684, -1.6666, 0.12914, -2.4386, -0.32035, -3.2627, 2.9157, -0.9876, -2.0867, -0.26739, -1.9272, 0.59432, 0.38596, 3.5617, 0.061954, 0.53736, 0.54809, 0.68155, -1.4941, 0.17336, 4.7089, -0.71765, 0.13536, -1.0342},
{-0.80283, -3.4072, -3.2751, -2.6095, -5.1297, -2.6994, -0.91393, 0.32052, 0.79299, 0.017948, -0.10533, 1.1521, 1.1703, -2.2201, 3.0101, -6.3437, 1.4784, -3.1152, 1.1276, -0.82047, 1.7338, -1.6515, 0.24781, 1.144, 1.6653, -10.494, -0.10779, 3.7552, 1.9697, 3.5702, 13.093, 0.75113, 0.24848, 2.9983, 4.9736, -3.7999, 1.7154, -0.37396},
{-2.3739, 1.5607, 7.943, 0.10239, -2.3838, -1.8736, 4.3916, 0.11978, -0.71311, 0.015759, -0.35519, 3.7612, 2.3814, 0.8159, -3.9921, 7.9021, 1.3855, -3.9448, -3.4552, 1.4423, -6.2426, 2.4591, 0.057217, 0.22201, 2.1399, 0.76691, -2.3333, -5.6158, 2.765, -1.1065, -1.5683, -0.62465, -0.54409, -0.3507, 1.16, 0.72632, -4.2785, 1.3585},
{-1.108, -1.1447, -3.6906, -3.3282, 0.19507, -0.35818, 1.7235, 0.30697, -0.88202, 0.19611, -0.61092, -1.0601, 0.36716, 0.10995, -0.037164, -7.1116, 0.7565, -0.64004, 1.6225, 2.6367, -0.70997, -2.5768, -1.4814, -6.9909, 1.1429, -1.799, 2.2996, 2.6458, -0.032541, -0.12001, 0.99411, 1.5933, -1.7129, 1.476, -0.1536, -1.5026, -1.2181, -0.50372},
{1.3794, 0.047998, -0.79154, -0.12735, -1.8067, 1.5745, -0.77332, 0.29322, -1.7489, -0.22713, -0.72922, -0.64937, -0.0029912, -1.3528, -2.4138, -1.3566, 0.82889, 0.50216, 0.78748, 4.4307, 1.6205, 0.43485, -0.032207, 0.40658, 3.1739, -1.2772, -0.96091, 0.85622, 0.25138, -0.055745, -4.2408, 0.36362, -1.0314, 0.10535, -2.3371, -1.4239, 2.7346, 0.055705},
{-3.7649, -0.71715, -0.48387, -3.7831, -0.61003, -3.2636, 5.9714, 0.097494, -0.17537, 0.051728, 1.3782, -0.68399, 1.0459, 0.96992, 0.2784, 0.7641, 0.69097, -1.0081, -0.89144, 0.61578, -1.923, 1.9343, -1.7131, -1.1138, -1.9801, -2.0212, -0.68908, -1.4138, 2.8761, 1.759, -2.5317, -2.8028, -0.92347, 0.81881, 4.2485, -1.5792, -2.1081, -4.1444},
{0.23856, 0.9807, 2.1785, -0.79588, 2.2513, 5.534, -1.2722, 0.12086, 0.45678, 0.16035, 0.15104, -1.3509, -0.30977, -1.0681, 2.112, 7.3459, 0.60926, 4.2545, -2.227, 1.1041, -6.0044, -4.4072, -0.024066, -6.2144, -4.3162, 4.1412, 3.1359, 6.5272, -0.72717, -5.5247, 5.3782, 3.9069, 0.2544, -1.5275, 0.53271, -2.957, -0.01058, -0.39658},
{1.1829, 0.64877, 3.2886, 2.411, 0.26981, -1.999, -1.9005, 0.45255, 2.057, 0.24983, 0.09078, 1.9722, 0.48707, 2.2844, -1.1307, 0.49737, -4.9331, -1.7077, -0.52411, 1.0064, 0.03952, -2.1078, 0.25859, 1.5546, 1.9643, 1.9175, -1.6021, -0.41666, -2.6278, 4.1132, -1.1397, 1.7523, 1.6093, 0.26066, -1.7475, 0.1227, -0.83957, 1.326},
{3.0728, -0.30233, -7.732, 3.5376, 5.2539, 1.4086, -4.5618, -0.38882, -2.2417, 0.71963, 2.0329, 10.321, 0.10678, 0.16784, 4.7503, -13.081, -0.81645, 11.914, 3.5016, -2.2713, 8.9555, 2.9312, -1.584, 9.7907, -0.99252, 2.2456, -2.6488, 8.308, -7.3295, -2.459, -1.8683, 4.0119, -0.54324, -0.99398, -2.4535, -5.5032, 3.8599, 1.6641},
{0.20642, -0.16827, -2.6269, -1.272, -0.028455, 0.90206, 0.28878, 0.32397, 0.33221, -0.19637, -0.046904, 0.4266, 0.60243, 1.209, 0.57346, -3.9751, -1.6113, 0.8269, 0.90156, 2.656, 0.7863, 2.2363, 0.43084, -0.233, -4.1388, 2.0953, 0.44049, 1.5759, -1.4809, 1.5629, -1.0706, -3.8293, -0.037183, 0.2168, -1.0243, -3.3532, 1.3446, 0.72289}
},
{
{-0.11954, -0.14597, -0.097412, 0.13517, 0.031866, 0.063487, -0.078186, 0.14267, -0.13335, 0.10747, -0.12727, -0.039749},
{-0.013416, 0.087666, 0.04194, 0.12654, -0.058796, 0.082364, -0.024549, -0.079502, 0.066985, 0.032976, -0.12982, 0.060858},
{-0.091182, -0.12155, 0.049073, -0.11706, -0.12412, -0.16084, 0.1291, -0.12204, -0.077289, 0.0062736, -0.050426, -0.1373},
{0.058031, 0.061143, 0.09833, 0.15877, 0.0084755, -0.13629, 0.084555, -0.11028, -0.039463, -0.10985, 0.083583, -0.0072543},
{0.14103, 0.042029, -0.0076465, -0.017512, 0.028547, 0.13085, -0.015622, -0.12809, -0.086754, 0.024126, -0.054909, -0.084998},
{0.0062995, 0.073133, -0.096278, 0.0047562, 0.065858, 0.080033, 0.053696, -0.042644, -0.009896, 0.010196, 0.023744, 0.1544},
{-0.151, 0.12607, 0.13032, -0.019556, -0.10976, -0.16016, -0.09423, -0.056055, 0.15484, 0.054198, -0.096528, 0.058789},
{0.009636, -0.062837, -0.11614, 0.09949, 0.11687, 0.0059952, 0.015241, 0.024909, -0.15111, 0.015812, 0.1539, -0.044643},
{-0.15972, 0.0043066, -0.029098, -0.093596, 0.01844, 0.014283, -0.10513, 0.083786, -0.15196, 0.054495, -0.0026472, 0.095476},
{-0.14053, 0.11225, 0.12512, -0.11239, -0.059695, -0.092198, -0.022092, 0.064821, 0.029715, 0.023224, 0.098927, -0.13837},
{0.060597, 0.1108, -0.1096, 0.037749, 0.0092623, 0.041159, 0.060805, 0.14121, -0.055292, -0.019041, -0.11045, -0.0052323},
{0.13965, -0.02745, -0.04369, -0.16194, 0.02859, 0.067912, 0.10908, -0.044746, 0.011851, 0.00073802, -0.1138, -0.00011118},
{0.0087368, -0.010409, -0.11839, 0.073757, -0.022436, -0.071284, 0.15357, -0.014576, -0.031282, -0.15195, -0.038736, 0.14043},
{0.049938, -0.10436, -0.0145, -0.026694, -0.042104, -0.041558, -0.13615, -0.084212, 0.15149, 0.0071583, -0.024614, -0.11479},
{0.065275, 0.023248, -0.015476, 0.058582, -0.017239, -0.061589, 0.087417, -0.025443, 0.11924, -0.15085, 0.049086, -0.13616},
{0.085068, -0.1515, 0.14005, 0.10915, -0.036392, -0.12855, -0.08106, -0.068209, -0.11408, -0.12745, -0.14271, -0.029791},
{-0.14682, -0.00049311, -0.092386, 0.10665, -0.13683, 0.089507, 0.087312, -0.092016, 0.045267, 0.016816, 0.12902, 0.15027},
{-0.055728, 0.080557, 0.13267, -0.1357, -0.079838, -0.14429, 0.080868, 0.0089024, 0.14013, 0.036049, 0.13017, -0.097956},
{0.083191, 0.12677, 0.11708, 0.042039, 0.057179, -0.11022, 0.05894, 0.11798, 0.10233, 0.088258, -0.10681, -0.098531},
{-0.04369, 0.11097, 0.0019323, -0.092938, 0.07417, -0.065855, -0.15042, 0.068641, 0.023622, -0.0043212, -0.15203, 0.024554},
{0.15656, -0.093196, 0.10303, -0.036071, 0.1443, -0.0072012, -0.090303, -0.038018, 0.14446, 0.063914, 0.0072074, 0.027797},
{0.082199, -0.11991, -0.012249, 0.1452, 0.14281, 0.0064851, 0.049517, -0.013055, -0.1118, -0.0042666, -0.072286, -0.042761},
{-0.13864, -0.073133, 0.043066, -0.074877, -0.012837, -0.11345, -0.041702, 0.095825, -0.050739, 0.068279, 0.028182, 0.032487},
{0.12482, -0.027807, 0.10535, -0.070068, 0.052351, 0.10826, -0.086402, -0.16117, -0.1309, -0.072465, 0.10119, -0.11395},
{-0.020631, 0.068074, 0.065604, 0.092098, 0.034274, 0.025234, -0.10839, 0.053432, -0.15495, -0.071344, 0.14271, 0.16073},
{-0.0072248, -0.084384, 0.14743, -0.070678, -0.11343, -0.054774, -0.11039, -0.10161, 0.11579, 0.0098921, 0.025911, -0.031555},
{-0.07303, -0.059198, -0.068355, -0.15855, -0.050672, 0.15797, 0.052558, -0.11873, 0.056623, -0.085847, 0.12354, 0.10367},
{-0.1082, 0.049334, 0.0046832, 0.15678, 0.0073998, -0.16168, 0.14573, 0.14472, 0.064389, 0.031625, -0.10072, -0.040799},
{0.12902, 0.058836, -0.027893, 0.10373, -0.15737, -0.1527, 0.039272, 0.034391, -0.099934, 0.13635, 0.071027, -0.0065607},
{-0.14257, -0.036427, 0.12217, -0.033047, 0.046388, -0.0033574, -0.1564, -0.04948, -0.050006, 0.1042, -0.13858, 0.047529},
{0.0014674, -0.11436, 0.07454, -0.10483, 0.13557, 0.077528, 0.071985, 0.0031335, -0.11657, -0.087512, 0.12298, 0.09702},
{-0.058713, 0.11212, 0.069964, -0.11105, 0.15252, 0.011766, -0.1448, 0.10847, -0.090307, 0.12962, -0.13307, -0.046177},
{-0.0019542, 0.14775, 0.067009, -0.078785, 0.1116, -0.12247, 0.0062211, -0.055339, 0.027907, 0.049158, -0.026995, -0.053758},
{-0.13278, -0.11415, -0.15603, -0.12925, -0.014356, -0.10114, -0.14102, 0.04275, -0.15368, 0.14144, 0.056678, -0.11521},
{-0.13829, -0.0296, 0.008107, 0.043708, -0.15506, 0.037027, 0.15482, -0.14878, 0.085116, 0.1164, 0.10157, 0.054135},
{-0.037589, 0.021056, -0.14107, 0.095636, 0.067143, -0.12136, -0.055462, 0.086647, -0.13713, 0.14679, 0.087392, -0.06012},
{0.13426, -0.0037264, -0.0035873, 0.082065, -0.020557, 0.14731, 0.078928, 0.0062628, 0.13805, -0.12233, 0.12865, 0.033174},
{-0.011535, 0.1496, 0.059065, 0.04329, 0.081666, 0.10969, -0.10662, -0.090677, -0.022566, 0.06569, -0.0043895, 0.13654}
}
};
vector<vector<double>> layerBiasesP2 =
{
{-0.062085, 4.142, -9.5211, 0.91787, 0.59297, -0.51081, -0.92798, 2.5083, 0.84318, 0.34834, 1.2586, 24.074, -0.7468, -0.056055, -1.0034, -1.1493, -0.25054, 2.4182, 1.2935, 3.9644, 6.2337, 2.5001, -1.4334, -0.29459, 0.4992, 4.7553, -3.9832, -0.69295, 4.3461, -1.5637, -1.7048, -0.17707, -2.5492, 8.214, 1.9606, 0.78657, -1.4609, 1.6309, -0.21374, -0.35441, -1.0075, -1.8162, -4.334, -1.1097, -4.1286, 0.52563},
{-5.3106, 6.8788, -21.159, 0.63665, 6.6218, 7.9605, -14.785, -2.5736, -8.1182, 3.896, 4.8391, -8.3608, -8.6573, -9.3161, -19.758, -27.149, -6.5491, 12.35, 13.289, -16.352, 13.789, 7.3148, -5.7149, -6.8099, 15.317, -7.5716, -11.97, 17.349, 21.979, -11.385, 13.537, 4.4007, 6.1036, -12.715, 21.706, -10.572, 15.755, 12.407},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
double activation_function_P1(double weightedInput){
if(weightedInput > 1) return 0.1*weightedInput + 0.9;
else if(weightedInput < -1) return 0.1*weightedInput - 0.9;
else return weightedInput;
}
double activation_function_P2(double weightedInput){
return ((double)2 / ((double)1+exp(-2*weightedInput))) - 1;
}
double to_celcius(double val){
return val * 40.0;
}
double from_celcius(double val){
return val / 40.0;
}
class Layer{
public:
int nodesIn;
int nodesOut;
vector<vector<double>> weights;
vector<double> biases;
bool P1;
Layer(){}
Layer(int _nodesIn, int _nodesOut, vector<vector<double>> we, vector<double> bi, bool isP1){
nodesIn = _nodesIn;
nodesOut = _nodesOut;
weights = we;
biases = bi;
P1 = isP1;
}
vector<double> calculate_outputs(vector<double> inputs){
vector<double> outputs(nodesOut);
for(int outI = 0; outI < nodesOut; outI++){
double weight = biases[outI];
for(int inI = 0; inI < nodesIn; inI++) weight += inputs[inI] * weights[inI][outI];
outputs[outI] = P1 ? activation_function_P1(weight) : activation_function_P2(weight);
}
return outputs;
}
};
int main()
{
ios_base::sync_with_stdio(false);
cin.tie(NULL);
vector<Layer> layersP1((int)layerSizesP1.size()-1);
for(int i = 0; i < (int)layersP1.size(); i++) layersP1[i] = Layer(layerSizesP1[i], layerSizesP1[i+1], layerWeightsP1[i], layerBiasesP1[i], true);
vector<Layer> layersP2((int)layerSizesP2.size()-1);
for(int i = 0; i < (int)layersP2.size(); i++) layersP2[i] = Layer(layerSizesP2[i], layerSizesP2[i+1], layerWeightsP2[i], layerBiasesP2[i], false);
int n; cin >> n;
for(int k = 0; k < n; k++){
vector<double> inputsP1(24);
vector<double> inputsP2(36);
for(int i = 0; i < 24; i++){
double x; cin >> x;
inputsP1[i] = from_celcius(x);
inputsP2[i] = inputsP1[i];
}
for(Layer& layer : layersP1) inputsP1 = layer.calculate_outputs(inputsP1);
for(int i = 0; i < 12; i++) inputsP2[24+i] = inputsP1[i];
for(Layer& layer : layersP2) inputsP2 = layer.calculate_outputs(inputsP2);
for(int i = 0; i < 12; i++){
if(inputsP2[i] < 0.6) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}
