#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 =
{
{
{-0.43589, -1.2778, 0.222, -0.48821, -0.33651, -0.65589, 0.51764, -0.31676, -0.90391, -0.4031, 0.15276, 0.12654, 0.10003, -0.49027, 0.46105, -0.0084778, -1.077, 0.010816, -0.99015, -0.14561, -0.31696, -0.0092702, 0.08762, -0.47589, -0.52427, -0.88921, -0.33028, 0.34021, 0.27919, 0.0087264, -0.2353, 0.27021, 0.67196, 0.088166, 0.7604, -0.089737, -0.53704, 0.042145, 0.10669, 0.5269, 0.34164, 0.79935, 0.047224, -0.045107, -0.36626, -0.58689, -0.29857, -0.33081, 0.48021, -0.36525, -0.026974, -0.18166, 0.13946, -0.84189, 0.46943, -0.024647, -0.28669, 0.19793, 1.2647, -0.22882, 0.7746, -0.25302, 0.76684, -0.157},
{0.15727, -0.087361, 0.0097158, -0.52886, -0.57575, 0.076039, 0.60937, 0.46141, -0.79085, -0.4103, -0.0024043, 0.23284, -0.19211, -0.4723, -0.14052, -0.0999, -0.6831, -0.11591, -0.58458, -0.52524, 0.29143, 0.27894, -0.2748, -0.053333, 0.041118, -0.56141, -0.56297, -0.25336, -0.77661, 0.0039945, -0.16475, 0.46489, 0.4225, 0.076539, 0.37342, -0.52518, -1.0436, -0.036419, -0.21338, 0.75229, 0.59171, 0.052806, 0.1357, -0.28789, -0.19309, -0.24376, 0.26854, -0.45839, -0.27843, 0.03451, -0.15547, -0.21374, -0.26165, 0.068266, -0.058951, 0.2288, -0.033624, -0.031986, 1.1821, -0.031848, -0.49192, 0.15564, 0.23337, -0.14552},
{0.23621, -0.0031824, -0.071338, -0.51079, 0.05846, -0.18987, 0.067099, 0.37933, 0.55733, -0.67359, -0.0081824, 0.89527, -0.046921, -0.4686, -0.21146, 0.071547, -0.31734, -0.23268, 0.14417, 0.3532, -0.026726, 0.56435, 0.040745, 0.63263, -0.33169, -0.29248, 0.36895, -0.55575, -0.34085, 0.053111, -0.53299, -0.020366, 0.7694, -0.047897, 0.83575, 0.26043, -0.73376, 0.037021, -0.43409, 0.71558, 0.31608, 0.12126, -0.33676, -0.043503, 0.077165, 0.023155, 0.10472, -0.62939, -0.20794, -0.80597, -0.24741, 0.174, -0.29011, 0.38478, 0.16926, 1.128, -0.31022, -0.3831, 0.30025, 0.02816, 0.072979, 0.19891, 0.34498, 0.63404},
{0.65768, -0.24367, -0.15383, -0.27871, 0.73648, -0.48771, -1.0773, -0.083166, 0.60183, -0.22296, -0.62217, -0.20495, 0.049841, -0.0068817, -0.28865, -0.045829, 0.43932, -0.47814, -0.75085, 0.29704, -0.29962, -0.28643, -0.018194, 0.19392, 0.00827, -0.73749, 0.55134, -0.1634, 0.60271, -0.13591, -0.12581, 0.18196, 0.84623, 0.14493, 0.72699, 0.48868, -0.34199, 0.21105, 0.21064, 0.36234, 0.27367, 0.24591, 0.24125, 0.049575, -0.2961, -0.84347, -0.0043358, -0.48845, 0.12488, -0.60122, 0.10724, 0.26237, -0.024484, 0.12689, 0.2024, 0.27954, -0.71303, -0.0095625, 0.43396, -0.15148, 0.52342, 0.10764, -0.30523, 0.22955},
{1.1468, 0.58169, -0.014891, -0.41279, 0.72422, -0.63039, 0.1051, 0.32942, 0.13247, 0.17535, -0.29673, -0.29506, 0.50737, -0.12036, 0.46444, 0.066291, 0.38234, -0.31796, -1.2966, 0.10554, 0.27448, -0.14858, -0.039756, 0.50506, 0.1438, -0.75807, 0.3993, -0.20989, 0.55675, 0.16331, 0.60967, 0.38543, -0.3291, 0.69852, 1.1305, 0.21175, 0.40937, 0.62178, -0.077925, 0.81675, 0.67458, 0.69103, 1.094, 0.16721, -0.16031, -1.0336, 0.31775, -0.022977, -0.087432, -0.12275, -0.15959, 1.0926, -0.48004, 0.10607, -0.14685, -0.22944, 0.25731, -0.089744, 0.26207, 0.17832, -0.046062, -0.18312, -0.0093627, -0.2053},
{-0.13933, 0.9214, -0.32874, 0.22029, 0.79444, -0.0036506, -0.34984, 0.24214, 0.82066, 0.5657, -0.38193, -1.128, 0.3592, 0.23434, 0.20797, 0.011444, 0.88719, -0.064527, 0.53553, 0.36642, 0.60419, 0.063648, -0.066717, 0.055864, 0.67399, 0.28213, 0.65511, 0.3299, 0.50935, -0.27596, 0.51373, 0.019979, 0.035429, 0.30266, 0.073024, 0.64387, 0.4153, -0.072055, -0.44689, -0.38524, -0.095951, -0.2079, 0.33649, 0.58137, 0.30576, -0.53374, 0.38343, 0.0082563, -0.19849, 0.076191, -0.37563, -0.029625, 0.21209, 0.4206, -0.44957, -0.09993, 0.81099, -0.011173, 0.016524, -0.16345, -0.50704, -0.033232, -0.32732, 0.34498},
{-0.77899, 0.22216, -0.1395, 0.27131, 0.045009, 0.55418, 0.029963, -0.30762, 0.37324, 0.63522, 0.14943, -1.0905, 0.19353, 0.35162, 0.51049, 0.04009, -0.049457, 0.41026, 0.49154, 0.32465, 0.11845, -0.14241, -0.12011, 0.35261, 0.59923, 0.78869, -0.031229, 0.51846, 0.46701, -0.20548, 0.59693, -0.031383, -0.53751, -0.099783, 0.46866, 0.07968, 0.29714, 0.21743, -0.32972, -0.033536, -0.061935, -0.10485, 0.73017, 0.46377, 0.80347, -0.94885, 0.34579, -0.09909, -0.4064, 0.11548, -0.23331, -0.35235, 0.3426, -0.21073, -0.53356, -0.058575, 0.2841, -0.24608, 0.56049, -0.18995, -0.43089, 0.048682, 0.012773, 0.49594},
{-0.59819, 0.14624, -0.16569, 0.35109, 0.32731, 0.31202, -0.12487, 0.50285, 0.33121, 0.38149, -0.35259, -0.77594, -0.37169, -0.36791, 0.21406, 0.26946, 0.12219, 0.19086, 0.59324, 0.45703, 0.65017, 0.49151, -0.074337, -0.19794, 0.69767, 0.68076, 0.35771, 0.22775, 0.58046, -0.4152, 0.61468, -0.34801, -0.23318, 0.08256, 0.067714, 0.1645, -0.18377, 0.088744, -0.63262, -0.0094021, 0.20221, 0.059802, 0.50562, 0.31221, 0.7596, -0.50141, 0.57204, 0.2917, -0.11511, -0.62172, -0.49201, -0.96339, 0.46031, 0.07138, -0.44097, 0.46807, 0.49073, 0.31952, -0.22077, -0.26402, -0.070326, 0.13926, -0.025223, 0.54245},
{-0.03052, 0.54052, -0.048672, 0.10536, -0.34169, 0.30496, 2.066, 0.5893, -0.41408, 0.80373, 0.47135, 0.45196, -0.02148, -0.27246, 0.031148, 0.088654, -0.6572, 0.47156, -0.025933, -0.81361, 0.55278, 0.28671, -0.39497, 0.53054, 0.65679, -0.33917, -0.88207, -0.56169, -0.77618, -0.11277, 0.31298, 0.19533, -0.13096, 0.23668, -0.15569, -0.62633, -1.3957, 0.34589, -0.32862, 0.24756, 0.19649, 0.14087, 0.43866, 0.0086421, -0.29029, -0.75713, 0.25121, 0.26594, -0.24904, 0.50131, -0.48462, -0.60425, -0.50462, 0.089845, -0.4971, 0.39982, 0.57676, -0.58468, -0.17886, -0.064466, -0.18166, 0.40021, 0.14276, -0.15652},
{-0.70919, 0.13598, -0.029302, -0.10433, 0.11262, 0.32601, -1.2293, -0.19889, -0.11735, 0.42012, 0.32281, -0.35142, 0.20822, 0.88363, -0.41048, 0.21537, -0.15206, 0.37997, 0.45393, -0.17569, 0.71044, -0.7019, -0.51853, -0.27699, 0.47756, 0.52796, -0.88977, -0.035542, -0.33355, -0.1565, 0.074574, -0.4538, 0.3035, -0.11613, -1.3008, -0.59208, 0.95636, 0.012815, 0.50092, -0.6385, -0.029306, -0.26702, 0.062826, -0.015272, 0.23532, -0.029161, 0.14072, 0.07535, 0.28887, 0.26545, -0.4593, 0.031175, 0.16025, -0.96591, 0.39271, -0.68969, 0.3298, -0.028675, -0.55994, -0.20889, -0.29214, 0.041905, -0.36687, -0.55855},
{0.049102, -0.47909, -0.17208, 0.23094, -0.054856, 0.18345, -0.67039, -0.051599, -0.22211, 0.4248, -0.038211, 0.3851, 0.05576, 0.72392, -0.20752, 0.22797, -0.066845, 0.33043, 0.58364, -0.11814, 0.50227, -0.36107, 0.07307, 0.25165, 0.21529, -0.13466, -0.52125, -0.11943, -0.6932, -0.059715, -0.2447, -0.40513, 0.19313, -0.12605, -0.72524, -0.50896, -0.01478, -0.029813, -0.33598, -0.19431, -0.66132, -0.38063, -0.387, -0.011007, -0.27493, 0.26835, 0.22232, -0.078614, 0.11998, 0.35131, -0.071513, -0.032264, 0.10535, -0.17821, 0.017398, 0.093609, 0.36795, -0.3825, -0.22288, -0.23095, -0.13268, 0.016351, 0.28001, -0.1177},
{-0.02504, -0.15626, -0.19309, -0.38546, 0.3524, -0.36594, -0.73964, 0.30653, 0.25517, 0.55203, 0.22274, 0.34077, -0.023875, 0.61845, -0.43055, 0.17466, -0.17277, -0.15766, 0.28343, 0.23861, 1.3126, -0.23296, 0.77239, 0.57746, -0.00033677, -0.24067, 0.17272, -0.28347, 0.14351, -0.27869, -0.46387, -0.64143, 0.2249, -0.1317, -0.19309, 0.14936, 0.19987, -0.31528, -0.56388, -0.12594, -0.48275, 0.016221, -0.14283, -0.1011, -0.12374, 0.2853, 0.0092955, -0.24458, 0.55027, -0.1235, -0.12018, 0.36259, -0.0034871, 0.11518, 0.8468, -0.069802, 1.2532, -0.02614, -0.15258, -0.25971, -0.31279, 0.21826, 0.14884, 0.16418},
{0.058816, 0.093944, -0.13945, -0.39193, 0.062932, -0.18421, 0.19127, -0.23416, 0.069044, 0.31646, -0.002026, 1.0339, -0.2681, 0.49241, 0.077352, -0.066071, -0.27755, -0.36825, 0.41652, 0.092469, 0.20948, 0.46957, 0.21324, 0.63109, -0.57196, -0.1458, 0.58588, -0.14541, -0.38362, 0.046177, 0.071587, -0.043645, 0.36708, -0.5563, 0.59544, 0.21215, -0.71015, -0.22144, -0.93391, 0.48038, -0.74142, 0.1187, -0.35513, -0.095002, -0.33485, -0.091018, 0.29109, -0.031029, -0.18202, 0.0042523, -0.26316, 0.20018, -0.41113, 0.47025, 0.131, -0.025253, 0.7449, -0.2579, -0.263, 0.078699, 0.22085, 0.27132, 0.31404, 0.16656},
{0.34739, 0.2901, 0.018941, -0.26973, -0.33586, -0.5088, 0.40244, 0.32683, -0.28806, 0.77049, -0.38216, 0.67402, 0.090224, 0.12601, -0.080082, 0.10459, 0.04107, -0.28763, -0.02316, -0.32768, 0.52163, 0.090685, 0.25997, 0.048458, -0.78602, -0.67181, -0.025717, -0.14067, -0.61779, -0.24655, -0.43015, -0.3549, 0.041581, -0.48272, 0.26681, 0.027045, -0.0259, -0.37948, -0.62553, 0.17994, -0.042256, -0.054295, -0.073791, -0.27121, -0.60373, 0.75861, 0.56483, -0.03495, 0.13537, -0.01197, -0.19493, 0.21408, -0.069822, 0.2262, 0.29338, -0.26675, 0.8799, 0.41617, -0.33895, 0.068975, 0.20663, -0.29551, 0.008098, 0.0761},
{0.27829, -0.042544, 0.1358, -0.28882, -0.37001, 0.044387, -0.082696, 0.52492, -0.1899, 0.88134, 0.3707, 0.53245, -0.22788, -0.17561, 0.36476, 0.029835, -0.33039, -0.30191, 0.041706, -0.3438, -0.25882, 0.42335, 0.010948, -0.17564, -0.39783, 0.033201, 0.061315, 0.073646, -0.86843, -0.18488, 0.081906, 0.2582, 0.44307, -0.32429, 0.1296, -0.017293, -0.70201, -0.29431, -0.68818, 0.24891, 0.34697, -0.14866, 0.47844, -0.13386, -0.49405, 0.48066, 0.61716, 0.0083426, -0.24624, 0.82098, 0.0081069, -0.2596, 0.060272, 0.23058, -0.38084, -0.015615, 0.40213, 0.34282, -0.047182, -0.13771, 0.16395, 0.2889, 0.35714, -0.14437},
{-0.082795, 0.66162, 0.053269, -0.00034615, -0.43281, 0.7919, -0.72182, 0.18384, -0.1343, 1.0468, 0.62906, -0.030737, -0.67508, -0.55449, 0.41483, 0.051488, -0.40966, 0.034468, 0.70439, -0.060653, -0.67655, 0.86584, -0.03828, 0.21345, 0.017991, 0.62521, 0.35258, -0.15587, -1.1253, 0.096443, 0.10319, 0.051256, -0.071719, -0.33661, 0.57963, 0.043156, -1.027, -0.23651, -0.73607, -0.07963, -0.11582, -0.45582, 0.68471, 0.12478, -0.013204, -0.067103, 0.99554, 0.10434, -0.25093, 0.28787, -0.14142, -0.64104, 0.16189, 0.40626, -0.31261, 0.17342, -0.52726, 0.14833, 0.35091, 0.20179, -0.43064, 0.051237, 0.082276, 0.48318},
{-0.24371, 0.23948, 0.21451, -0.18809, -0.33034, 0.025013, 0.31544, 0.23543, -0.31558, 1.0466, 0.34262, -0.35591, -0.097921, -0.3132, 0.2626, -0.12354, -0.043734, -0.032904, 0.035402, -0.20484, -0.7919, -0.037882, -0.48006, -0.56332, 0.025639, 0.34207, -0.40399, 0.21858, -1.194, 0.18003, 0.19896, 0.30229, -1.2045, 0.071323, 0.22011, -0.094156, 0.49943, 0.24762, 0.105, -0.10528, 0.55978, -0.13848, -0.085518, 0.014497, -0.10241, 0.035348, 0.64284, 0.07867, -0.2785, 0.61155, 0.058572, -0.051667, 0.20318, -0.096726, 0.048175, -0.37429, -0.55691, 0.097091, 0.73311, 0.019351, -0.60956, 0.14859, -0.066855, -0.3127},
{-0.44274, 0.5314, 0.54192, 0.075043, 0.096015, 0.049874, 0.57843, -0.009117, -0.47238, 0.74775, 0.48656, -1.2685, 0.23583, 0.54614, 0.0957, -0.28033, 0.39236, -0.33875, -0.54924, -0.035675, -0.15802, -0.6013, -0.71332, -1.2275, 0.41664, 0.54175, -0.92565, 0.56803, -0.30882, 0.35504, 0.12696, 0.76648, -0.98767, 0.69334, -0.70327, -0.23539, 1.7207, 0.22877, 0.96619, -0.28216, 0.60954, 0.26501, 0.19898, -0.47257, 1.0343, -0.33097, -0.092487, 0.090177, 0.39656, 1.0563, 0.32577, 0.03309, 0.15066, -1.4075, 0.17152, -1.2284, -0.35566, 0.52086, 0.37455, 0.08412, -0.51215, 0.32163, -0.38649, -1.2154},
{-0.15264, 0.097341, 0.66468, 0.089814, 0.23727, 0.27654, -0.28363, -0.11148, -0.2639, -0.019426, 0.84391, -1.2701, -0.24463, 0.59173, -0.14118, -0.73815, 0.70664, -0.069856, -0.35128, 0.14007, 0.70651, -0.56778, -0.37306, -0.74725, 0.16512, 0.33672, -0.56374, 0.64991, 0.25611, 0.30856, -0.014184, 0.098698, -0.77464, 0.31624, -0.70118, -0.28327, 1.4436, 0.089931, 0.97739, -0.21606, -0.11863, -0.20885, 0.29267, -0.34625, 0.93276, -0.26831, -0.089443, 0.31517, 0.34258, 0.96024, 0.68551, 0.20511, 0.4842, -1.2003, 0.30392, -0.79091, 0.45936, 0.70496, 0.74379, 0.43161, -0.45123, 0.20236, -0.45292, -0.72651},
{0.33604, -0.22347, 0.67929, 0.43447, -0.20824, -0.029268, 0.70587, -0.19748, -0.34292, -0.3924, 0.68262, 0.52685, -0.11378, -0.17402, -0.093677, -0.68235, 0.32201, -0.26486, -0.59652, -0.43481, -0.17648, -0.26157, 0.18274, -0.063215, -0.014355, -0.21116, -0.40743, 0.00073227, -0.12042, 0.60918, -0.45166, 0.044479, -0.48361, 0.12712, -0.33936, -0.68941, 0.13136, -0.3341, 0.69052, -0.15705, 0.25922, 0.1484, 0.27382, -0.157, 0.17074, 0.34418, -0.44003, -0.032506, -0.059997, 0.71024, 0.63545, 0.21923, -0.16082, 0.27709, -0.41847, 0.17857, -0.23863, 0.21275, 1.2725, 0.41719, 0.013997, 0.58515, -0.14565, -0.56698},
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{0.75885, 0.016386, -0.13949, 0.23342, -0.036611, -0.2679, -0.52299, -0.22161, 0.47613, 0.090884, 0.24416, 0.38801, -0.59748, -0.45368, 0.68097, -0.44162, 0.55449, 0.021976, -0.0098627, 0.48545, -0.21105, -0.1866, 0.079164, -0.37691, 0.41676, -0.39988, 0.65238, 0.23867, 0.56497, 0.21158, -0.65805, 0.43806, -0.54725, -0.7473, 0.25537, 0.29329, 0.30284, -0.35285, 0.64094, -0.030728, 0.60435, 0.33407},
{-0.69544, -0.25074, -0.04473, -0.2776, -0.48135, 0.16186, 0.41427, -0.011044, 0.72366, -0.034797, 0.091789, -0.54934, -0.031897, 0.040636, 0.76722, 0.62508, 0.37532, -0.20541, 0.21923, 0.27546, 0.11913, -0.34583, 0.053613, 0.44447, 0.0081548, 0.45578, -0.25932, -0.54353, -0.01019, -0.16932, 0.64811, 0.39554, 0.65708, 0.49236, -0.54473, 0.33101, -0.078589, 0.30017, -0.21165, -0.34038, -0.41475, 0.15162},
{0.53858, 0.025999, -0.15284, 0.48418, -0.65219, 0.34318, -0.061902, 0.27343, 0.10896, 0.34736, -0.54951, -0.26394, -0.37838, 0.15495, -0.39302, 0.0097451, -0.33863, -0.1755, 0.24338, 0.10723, 0.21791, 0.82351, -0.13839, -0.25281, -0.32122, 0.011294, -0.64417, -0.25596, -0.16006, -0.13774, -0.59933, 0.40354, 0.17109, 0.1693, 0.036478, -0.35414, -0.40204, 0.14993, -0.18281, 0.039547, 0.26051, 0.63976},
{-0.3243, -0.062238, 0.047836, -0.050162, -0.36153, 0.074465, -0.44285, 0.27939, 0.49653, -0.27828, -0.13575, -0.26138, 0.14914, 0.51186, -0.56673, -0.15726, -0.31931, 0.17907, 0.43455, -0.081909, 0.52306, -0.20478, -0.09351, -0.3119, -0.033491, 0.2314, -0.4256, 0.14373, -0.71152, 0.22367, 0.36726, 0.27317, 0.62516, 0.17008, 0.26823, -0.13992, -0.34026, 0.0019293, -0.3642, 0.064773, 0.12262, 0.16777},
{-1.0069, 0.060824, 0.71867, -0.43799, 0.35465, 0.21, -0.51833, 0.27408, -0.13778, -0.52631, -0.3122, -0.5817, 0.34848, 0.4053, -1.3334, -1.5638, -0.37206, 0.50569, -0.34799, -0.27031, -1.1043, -0.28564, 0.34281, -0.74117, -0.46892, 0.31858, -0.93083, 0.20007, -0.27468, 0.15845, 0.69557, -0.1695, 0.74509, 0.38618, 0.47841, 0.31131, -0.34858, -0.074278, -0.323, -0.11284, -0.87742, -0.25696},
{-0.96806, 0.32024, 0.34472, -0.34741, 0.73818, 0.090725, -0.51627, 0.30696, -0.50236, -0.68519, 0.438, -0.63413, 0.37098, -0.092109, -0.64644, 0.11663, -0.22039, 0.43512, -0.79503, -0.35958, -0.6013, -0.71675, 0.3756, 0.19436, -0.32226, 0.0067643, -0.99623, 0.2129, -0.58683, -0.5319, 1.0624, -0.55321, 0.96684, 0.6029, 0.80035, 0.52393, 0.5501, 0.69515, -0.63098, -0.36036, -1.0577, -0.44231},
{1.0143, -0.15227, -0.56944, 0.37011, -0.25929, -0.68451, 0.81457, -0.45686, -0.11295, 0.49593, -0.26745, 0.77484, -0.44923, -0.55285, 1.4787, 1.0382, 0.41613, -0.43106, 0.011615, 0.26521, 0.68645, 0.2533, -0.054617, 0.79703, 0.65596, -0.49998, 1.218, 0.10963, 0.60208, -0.027982, -0.36332, -0.0084588, -0.55682, -0.54412, -0.18302, -0.046743, 0.20275, 0.025116, 0.78899, 0.14114, 0.55948, 0.40081},
{-1.5699, 0.17711, 0.58326, -0.37669, 0.80578, 0.55035, -0.67954, 0.60232, -1.026, -0.55813, 0.32879, -0.80887, 0.88362, 0.40027, -1.043, -0.046616, -0.30203, 0.25269, -0.90794, -0.6656, -0.90675, -0.30708, 0.16148, -0.40296, -0.69731, 0.63859, -1.4072, -0.24043, -0.3618, -0.50376, 1.1143, -0.48469, 0.89623, 1.0014, 0.42412, 0.62509, 0.41021, 0.49576, -1.2902, -0.42779, -1.0155, -0.57283},
{0.84133, -0.069688, -0.52082, 0.34823, -0.38843, -0.17877, 0.50054, -0.25491, 0.47397, 0.64669, 0.10855, 0.34157, -0.53058, -0.079685, 0.91017, 1.117, 0.22997, -0.43875, 0.8635, 0.25061, 1.2726, 0.37024, -0.58935, 0.49123, 0.1174, -0.19758, 0.63897, -0.36358, 0.24008, 0.0076331, -0.92887, 0.61465, -0.725, -0.19901, -0.81226, -0.57171, -0.074263, -0.11687, 0.18794, 0.25421, 0.90969, 0.10948},
{-0.73337, 0.26421, 0.42043, -0.53189, 0.19588, -0.091927, -0.55985, 0.38165, -0.23557, -0.64606, 0.16893, 0.014389, 0.46713, 0.17699, -0.34023, -1.1523, -0.14609, 0.48621, -0.61733, -0.20092, -0.40906, -0.83912, 0.45552, -0.54663, 0.49744, 0.40402, 0.22509, 0.5288, -0.22962, 0.019662, 0.56969, -0.48982, 0.24112, -0.14067, 0.49022, 0.44321, 0.12241, -0.036151, 0.25325, 0.13, -0.61864, -0.45452}
},
{
{-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 =
{
{0.096816, -2.1968, -3.5409, -1.3872, -0.11606, 0.16819, -1.7327, -0.4265, -0.18655, -0.75435, -1.3341, -0.12007, -0.15015, 0.15802, 0.020919, 3.4774, -0.029464, -0.010529, 0.13912, -0.14789, -0.20194, 0.065873, -0.16165, 0.093365, 0.072076, 0.22051, -0.085241, -0.068725, -0.24118, -2.5979, 0.014564, 0.067206, -0.14884, -0.17097, -0.43444, -0.12408, 0.03743, -0.12382, -0.12536, -0.24215, -0.39711, -0.19658, -0.98167, -0.09416, 0.067041, -0.27887, -1.6038, -1.1753, 0.016349, 0.18885, -3.2886, -0.15624, 0.029903, -0.080743, -0.30625, -0.1998, -0.13178, 0.026334, -1.6061, -1.8897, 0.23133, -1.3648, 0.11156, -0.071663},
{0.91419, -0.44462, 0.099729, -0.20628, 0.22079, -0.21596, 0.35063, -0.14902, -0.10018, -1.2285, -0.35354, -0.16773, 0.065387, 0.38003, 0.76925, -0.1843, 0.8488, 0.15151, -1.0664, 0.47267, 0.045587, -0.22647, -0.49139, 0.20412, 0.55495, 0.20707, 0.17751, 0.26212, -0.68471, 0.10407, 0.12389, 0.021192, 0.23221, 1.4423, -0.21771, 0.10798, -0.09929, 0.074523, -0.21776, 0.1393, 0.50219, 0.3642, -0.118, -0.33175, 0.71036, 0.0096286, 0.15499, 0.73308, -0.084694, 0.098184, -0.19229, 0.15377},
{-1.0121, 0.46808, 0.50756, -0.32933, 0.25714, 0.20648, 0.12263, 0.17979, -0.6816, -0.43356, 0.25708, -0.31606, 0.15807, -0.17232, -0.23824, 1.1624, -0.060275, 0.40143, -0.44204, -0.58813, 0.13403, 0.07862, 0.18468, 0.90388, -0.43291, 0.1664, -0.66569, -0.13171, -0.39582, -0.20803, 0.67219, -0.76648, 0.49242, 1.1108, 0.52915, -0.23402, 0.43482, 0.64285, -0.32796, -0.047141, -0.47204, -0.55241},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 48, 24, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{8.6939, 2.2651, 0.84727, 2.3291, -0.090031, 0.72174, -1.0676, 1.4632, 9.7567, -0.33554, -0.97421, 0.89204, -0.16881, -2.217, 2.1059, 0.50117, -0.25388, -0.30595, -6.7819, 1.1191, -0.49884, -1.7085, -3.1246, -1.0455, -1.5951, -2.4702, -0.088472, 6.598, 0.061954, 1.1317, 2.5446, -1.2447, -0.32118, 0.76903, -0.48765, -0.87685, 0.77691, -0.2643, -0.31916, 0.84303, 0.7446, 0.68395, 0.92297, 1.3643, 0.32853, 0.42515, -2.0649, 2.0959},
{4.9126, -0.33345, -0.47819, -0.89944, -0.2408, -0.29455, -0.12143, -0.42388, 0.31473, 0.39163, 0.57234, 0.37518, -0.23841, -1.3235, 0.17548, -0.086606, -0.001515, 0.60769, -5.6576, -0.8072, 0.13492, 0.079413, 1.109, 3.856, 0.07136, -0.96639, 0.085242, -0.57274, -1.2351, 0.28188, -0.2165, -0.31878, 5.1396, 0.19537, 0.0079142, 0.13587, 0.60988, 0.24018, 0.67205, 0.63228, 0.12567, 0.25052, -0.10727, 1.0294, 0.17161, -0.10479, 0.16344, -0.38049},
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{0.0047127, 0.23069, 0.10535, -0.0044807, -0.12144, 0.011098, -0.42584, -0.18317, 0.10271, 0.1277, 0.0060673, 0.17513, 0.031252, -0.20164, -0.039199, 0.11549, 0.51842, 0.042125, -0.11248, 0.16021, 0.075947, -0.28412, -0.28133, 0.00084596},
{-0.025561, -0.12294, -0.1132, -0.20923, -0.041953, -0.09362, 0.16661, 0.192, -0.16435, -0.49123, -0.043962, 0.093085, 0.097039, -0.28758, 0.089104, -0.10884, -0.62523, -0.80849, 0.38684, -0.035223, 0.064729, -0.05379, -0.075339, 0.18765},
{-0.092401, 0.27372, -0.028392, 0.21633, 0.45809, 0.02063, 0.1346, 0.13565, -0.039851, 0.7759, 0.071789, -0.18777, -0.32966, 1.6498, 0.035742, -0.093173, -1.3296, 0.62937, 0.22315, -0.59578, -0.0002442, 0.64029, 0.57373, 0.41578}
},
{
{-0.15042, -0.02596, 0.13942, -0.037246, 0.12964, -0.024607, -0.13191, -0.17217, -0.20239, 0.19877, 0.19324, 0.099316},
{-0.016881, -0.009091, -0.03454, 0.026495, -0.015413, 0.12519, -0.13973, -0.10046, -0.1715, -0.20345, -0.17132, -0.13416},
{-0.11473, -0.091894, -0.013098, -0.0046889, 0.05419, -0.11777, -0.099135, 0.071948, 0.16465, -0.19214, 0.11, 0.17952},
{0.073021, -0.13615, -0.13132, 0.18824, 0.13256, -0.14142, -0.16263, 0.093329, 0.10071, -0.0042247, -0.102, -0.10004},
{0.17746, 0.16234, 0.029253, -0.12257, 0.082551, 0.0475, 0.054998, 0.18157, -0.20154, 0.097554, 0.10987, -0.15356},
{0.0079267, -0.1794, -0.19063, 0.052774, 0.18551, -0.20377, 0.12034, 0.1797, 0.0075438, 0.014806, 0.10176, -0.13877},
{-0.19001, 0.0018465, -0.00062049, 0.061749, -0.086011, 0.092809, 0.10326, -0.016153, 0.017972, -0.15411, 0.074165, -0.16118},
{0.012125, -0.073879, 0.10137, 0.12373, 0.0058929, -0.033589, 0.054473, 0.065873, -0.11601, -0.12726, -0.18928, -0.053659},
{-0.20098, -0.002459, 0.15952, -0.0096217, -0.035098, 0.073714, 0.040097, 0.043127, 0.051791, 0.046592, -0.11363, -0.070534},
{-0.17684, -0.16708, 0.13964, -0.12115, 0.15373, 0.13734, -0.073984, -0.14273, 0.085454, -0.15271, 0.062308, 0.031344},
{0.07625, -0.17402, -0.11727, 0.16398, 0.093794, 0.13419, -0.15618, -0.063761, -0.089697, 0.18536, -0.052474, 0.10543},
{0.17572, -0.047299, -0.15088, -0.14614, 0.088036, -0.17075, 0.010665, 0.0093112, -0.052293, 0.13803, -0.10872, 0.081564},
{0.010994, 0.16894, -0.092024, -0.036615, 0.084318, 0.052897, 0.035921, -0.19802, -0.077498, -0.098382, -0.13638, 0.17769},
{0.062837, -0.014515, -0.03499, 0.15744, -0.19633, -0.11694, 0.08287, 0.058371, -0.16175, -0.03089, -0.1389, -0.056304},
{0.082136, -0.18368, 0.085658, -0.13791, 0.010201, -0.045388, -0.13812, 0.17059, 0.11263, 0.16245, 0.066134, -0.018342},
{0.10704, 0.11031, -0.10618, -0.054975, -0.17751, 0.18271, 0.14706, 0.19191, -0.18156, 0.1064, 0.18337, -0.10596},
{-0.18475, -0.15294, -0.074489, -0.14897, -0.0045139, -0.094218, 0.023203, 0.14043, -0.13869, -0.019657, 0.049417, -0.032015},
{-0.070123, 0.076937, 0.062078, -0.018246, 0.074321, -0.088167, -0.075115, -0.018064, -0.082865, 0.067567, -0.1968, -0.085827},
{0.10468, 0.052886, 0.074034, -0.019473, 0.17009, 0.11589, 0.011655, -0.19511, -0.0090613, -0.11857, 0.090579, -0.11578},
{-0.054975, 0.092024, -0.045836, 0.17623, 0.15922, -0.088934, 0.035974, 0.084487, 0.0081603, 0.019177, -0.1822, 0.011202},
{0.197, 0.15863, -0.14389, -0.11625, -0.1473, -0.1995, -0.028231, -0.025867, -0.14276, -0.13228, 0.0078281, 0.14846},
{0.10343, -0.079069, 0.14108, 0.16694, 0.19978, 0.19728, -0.05298, 0.10276, 0.13623, -0.027798, -0.17744, 0.086371},
{-0.17445, 0.005419, 0.18592, 0.14732, -0.022036, 0.13053, -0.021692, 0.079886, 0.031752, 0.076512, 0.19481, -0.047838},
{0.15706, 0.14125, -0.14364, 0.0024315, 0.0059847, -0.041583, -0.045793, 0.10364, -0.068923, 0.13726, -0.069788, -0.016427}
}
};
vector<vector<double>> layerBiasesP2 =
{
{-9.2532, -0.025363, -0.0085228, 0.070769, -0.0051481, -0.047486, 0.065209, 0.21961, -1.6794, 0.00097575, 0.044361, -0.049609, 0.024165, -0.028988, -0.076295, -0.04868, 0.060364, 0.055326, 3.8966, 0.035325, -0.01129, 0.098327, 0.26966, 0.88543, 0.025411, -0.020509, 0.058411, -1.1632, -0.083764, -0.090438, -0.12699, 0.003942, -2.0033, -0.019039, 0.079079, 0.010219, -0.073529, -0.087568, -0.12657, 0.0015609, -0.081304, -0.034692, -0.032871, -0.0053568, -0.090231, 0.037693, 0.0090295, -0.12153},
{-0.50996, -7.9838, -2.8169, 0.68215, 6.643, -1.6676, -4.4465, 4.6339, -5.4598, -1.69, -3.8886, -4.1238, -0.58274, -1.664, -1.9156, -0.30071, -7.9332, 1.3564, 5.3857, 3.4931, 2.1074, 7.4553, 3.7446, 4.3099},
{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] < 0.3) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}