#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, 96, 60, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.11591, -0.83869, 0.23101, 0.040623, 0.1465, -0.097276, -2.2717, -0.22407, -0.10753, 0.27062, 0.31098, 0.26177, 0.17389, -0.14419, 0.067889, 0.17584, -0.45702, 0.1321, 0.00064193, 0.021702, -0.083397, -0.11099, 0.25444, -0.057133, -0.28407, -0.24166, 0.28908, 0.018834, 0.040787, -0.31936, -0.057234, -0.020664, 0.085524, 0.19043, -0.095196, 0.02594, -0.36368, 0.84415, 0.049121, -0.20622, 0.2114, -1.5633, -0.097111, 0.06814, -0.067086, -0.044158, -0.093663, 0.1679, -0.19391, -0.35243, -0.062341, 0.0058415, 0.10496, -0.23095, 0.1747, -0.033646, 0.24166, 0.086611, 0.55834, -0.19834, 0.04411, -0.22413, -0.0043579, -0.43615, 0.030735, 0.1623, 0.30162, 0.12107, 0.22127, 0.99682, -0.046065, -0.25039, 0.18729, -0.28447, 0.082073, 0.15339, 0.16548, -0.15106, -0.11757, -0.057204, -0.2277, -0.073395, 0.20316, 0.29797, -0.074846, 0.047127, -0.053494, -0.048931, 0.56699, 0.17862, 0.043325, 0.020567, -0.059062, -0.062163, -0.021727, 0.065967},
{0.005044, -0.28937, 0.06846, 0.078054, 0.19263, 0.26197, -0.4332, -0.18247, -0.10296, -0.14199, -0.4191, 0.38527, -0.18185, 0.112, -0.15717, 0.0067817, -0.79554, -0.18373, -0.0061363, -0.047843, 0.14266, 0.080527, 0.039258, -0.14742, -0.0082854, -0.14629, 0.14383, -0.051054, 0.04526, -0.1845, 0.10585, 0.072992, 0.79748, -0.7346, 0.055582, -0.21126, -0.33361, 0.70808, -0.36031, 0.077724, 0.19332, -2.2713, -0.089911, -0.076845, -0.072621, -0.057543, 0.16478, 0.058396, 0.13646, 0.0079388, -0.07784, -0.034739, -0.034072, 0.27606, 0.19064, -0.099654, 0.04147, 0.23718, 0.49303, 0.013424, -0.17081, -0.077284, 0.0085719, -0.57335, -0.074943, -0.042119, 1.4695, 0.093906, -0.099234, 1.1052, 0.068743, 0.072019, 0.069617, -0.30391, 0.14687, -0.091108, 0.19566, -0.079592, -0.0045819, 0.14711, 0.076264, -0.017821, 0.012512, 0.29702, 0.098976, -0.77527, -0.03028, 0.093108, 0.69273, 0.20955, 0.24299, -0.069927, -0.050593, -0.037887, 0.049115, -0.06016},
{-0.14667, 2.4173, 0.085441, 0.12035, 0.6759, 0.06095, 0.24138, 0.18055, 0.34788, -0.22938, -0.099144, 0.72196, 0.054084, 0.017944, 0.055309, 0.125, -0.38966, 0.14886, 0.072668, 0.21503, 0.031726, 0.24528, -0.23274, -0.028303, -0.061418, -0.10034, 0.00082547, -0.26459, -0.27843, -0.083257, 0.079526, -0.085981, 0.58938, -0.57018, 0.29259, -0.08594, 0.1608, 0.79556, -0.18755, 0.22671, 0.087667, -0.059578, -0.11188, 0.14458, 0.0079472, -0.10947, -0.17643, -0.056538, 0.072918, -0.79542, -0.12849, 0.22461, -0.20996, 0.097236, 0.14125, 0.37035, -0.071623, -0.017271, 0.094221, 0.0082938, 0.15018, 0.22317, 0.25762, 0.011639, -0.075349, 0.0050005, 0.3751, -0.15002, 0.098442, 1.2554, 0.054745, -0.05492, -0.12494, -0.22201, 0.051267, -0.24704, 0.20354, -0.36323, -0.10929, 0.12585, -0.024904, 0.097516, 0.33138, 0.51885, -0.20691, -0.79774, 0.25416, 0.050988, 0.39887, 0.11475, 0.33605, 0.25821, 0.011884, -0.2643, 0.1749, 0.093778},
{0.00078382, -0.11819, -0.055975, 0.31329, 0.15922, -0.069863, 0.3982, 0.2847, 0.33634, -0.37195, 0.072956, 0.023233, -0.13403, 0.043676, -0.42429, 0.2424, 0.079261, -0.33092, -0.23892, 0.11357, -0.34784, -0.0058914, -0.25648, -0.32067, 0.26991, -0.42304, 0.14384, -0.30661, -0.19339, -0.21339, 0.002772, 0.0099687, 1.1534, 0.071924, 0.36307, 0.32454, 0.20429, 0.60023, -0.17414, 0.12378, 0.076612, 1.3339, 0.23827, -0.0058987, -0.39067, -0.14519, -0.3947, 0.038006, -0.16451, -1.0213, 0.16133, -0.26614, -0.11491, 0.034967, 0.087073, 0.38798, -0.13748, 0.5867, -0.0098362, -0.17432, 0.058708, 0.33094, -0.048832, 0.91992, -0.11415, 0.1339, -0.33871, -0.064522, -0.072028, 1.1743, -0.035084, 0.17468, 0.11419, -0.15903, 0.61242, -0.085273, 0.0029679, -0.46288, 0.27338, -0.28296, -0.17567, 0.072277, -0.16933, 0.66128, -0.40975, 0.21666, 0.25155, 0.037903, 0.77825, -0.017971, 0.63671, -0.12267, 0.1915, -0.040581, -0.071806, 0.25364},
{-0.0011381, 1.8563, 0.14228, 0.10775, -1.5635, 0.28966, 1.4322, 0.59401, 0.13624, -0.027981, 0.18415, -0.74506, -0.062453, 0.17244, -0.02757, 0.073708, -0.83372, -0.3227, -0.402, 0.062141, -0.24186, 0.42209, -0.091632, -0.38987, 0.5118, -0.094252, 0.21009, -0.64994, -0.50339, 0.19096, 0.45046, -0.045402, 1.8683, 1.1394, 0.33447, 0.12038, 0.26165, -1.2341, -0.2246, 0.36145, -0.0055915, -0.025049, 0.28745, -0.22903, -0.38051, 0.20771, -0.24037, 0.312, -0.15047, -1.1773, -0.0092362, 0.13513, -0.22746, -0.041993, -0.24464, 0.09923, 0.15196, 0.34132, 0.1315, -0.0897, -0.055135, 0.36917, 0.44539, -0.11256, -0.16241, 0.068471, -0.54405, -0.048216, -0.050392, 0.99516, 0.1039, 0.11467, -0.1515, 0.14762, 0.25153, 0.15804, -0.26227, -0.43481, 0.17052, -0.51086, -0.35249, 0.087834, 0.19716, 0.54149, -0.365, 0.26963, 0.4138, 0.64794, 0.63567, 0.0028627, 0.22787, 0.14938, 0.24886, 0.25781, 0.31868, 0.2113},
{-0.080765, 1.2473, -0.13014, -0.14692, -0.30324, -0.15091, 1.5399, 0.00088372, 0.078902, -0.10887, 0.10072, -0.28911, 0.1232, 0.3456, -0.0211, -0.12526, -0.93066, 0.13089, 0.258, -0.32125, 0.054492, -0.085636, -0.36516, 0.13884, 0.066041, -0.027548, 0.27469, 0.30396, 0.071617, -0.074587, 0.030413, 0.2558, 0.65478, 1.5288, -0.0063881, 0.16554, 0.10322, -0.97093, -0.080438, -0.11977, -0.41383, 1.0842, 0.049461, 0.28744, 0.037084, -0.36231, 0.0084514, -0.025139, -0.065221, -0.47916, -0.05619, 0.26476, -0.091494, 0.14373, -0.13597, -0.18854, 0.18424, 0.041823, -0.13079, -0.07956, -0.16722, -0.02147, -0.064642, 0.47537, -0.095646, 0.22392, -0.56014, -0.0061249, 0.14031, 0.7063, 0.052847, -0.054656, 0.19572, 0.12654, -0.20497, -0.047512, -0.054261, 0.13381, 0.26331, 0.22078, 0.022041, -0.041942, 0.17666, 0.16424, 0.21945, 0.51273, -0.14048, -0.020794, 0.73007, 0.15725, -0.028963, -0.018043, -0.090835, -0.2296, -0.22131, 0.091388},
{-0.21074, -1.3511, 0.098977, -0.19546, 0.085977, 0.20514, 0.29622, -0.23812, 0.11997, -0.17243, -0.10897, -0.64716, -0.1461, 0.43389, 0.15811, -0.34871, -0.93902, 0.33438, 0.25428, -0.0074831, 0.19562, -0.33739, -0.076857, 0.34578, -0.3018, 0.36527, 0.31785, 0.55961, 0.26569, -0.21729, -0.019732, -0.03803, 0.49086, 1.212, 0.22769, -0.1116, 0.30012, 0.05978, 0.16362, -0.062824, -0.24619, -0.47528, 0.071985, 0.24315, 0.41931, -0.45178, 0.025195, -0.27631, 0.11744, -0.17132, 0.052446, 0.20461, 0.31037, -0.18008, -0.19209, -0.35285, 0.30198, -0.22323, -0.77069, -0.32305, -0.12228, -0.082712, -0.040317, -0.50083, -0.062461, 0.30247, 0.34884, -0.045119, -0.14009, 0.89773, 0.115, 0.15988, 0.11456, -0.19911, -0.29525, -0.14338, -0.18454, 0.23848, -0.027619, 0.49822, -0.23407, -0.46387, 0.2036, -0.24078, 0.27639, 0.14841, -0.095793, -0.097815, 0.83947, 0.20367, -0.50207, 0.40572, -0.37852, -0.55697, -0.022258, -0.049772},
{0.019829, 0.35026, 0.13545, -0.12399, 0.22229, -0.037675, 0.3876, -0.18109, -0.017025, -0.29938, -0.30737, -0.58929, -0.19998, -0.16374, 0.019105, 0.10092, -0.74572, 0.097676, 0.14014, 0.061873, 0.16521, 0.083675, -0.18563, 0.13772, -0.21488, 0.17493, 0.21028, 0.26914, 0.16095, -0.19595, 0.093505, -0.04029, -0.52175, 1.251, 0.1135, -0.17396, 0.079082, 0.32284, -0.19294, 0.12113, -0.22205, 0.25269, -0.026767, 0.22766, 0.31965, -0.26472, 0.22114, 0.04128, 0.033061, -0.63366, -0.053714, -0.091248, 0.21722, 0.1698, -0.11233, 0.13852, 0.038336, 0.28178, -0.49658, -0.022205, 0.17505, -0.12894, -0.073064, -0.14233, -0.12482, 0.16059, -0.53548, -0.055402, 0.034716, 0.86633, -0.026412, 0.19827, -0.023328, -0.028137, -0.24121, 0.029116, 0.21619, 0.10061, 0.17524, 0.053605, 0.15202, -0.26764, -0.31819, -0.28361, 0.14173, -0.15452, -0.14949, -0.28661, 0.61467, 0.12798, -0.078977, 0.086244, -0.027807, -0.34702, -0.41241, -0.22469},
{-0.35319, -1.6871, 0.23197, -0.13381, -0.14088, 0.24856, 1.3314, 0.099223, 0.12632, 0.090216, -0.50305, -0.23626, 0.0036501, -0.034806, -0.033176, 0.1279, -0.72199, -0.10671, 0.05104, -0.13514, 0.0042654, 0.30215, 0.2069, 0.058674, 0.20935, -0.13974, 0.15928, -0.39837, -0.35074, 0.096141, 0.091442, -0.020009, -0.1778, -0.069808, -0.26391, -0.08515, -0.2805, -0.67655, -0.3637, -0.16279, 0.092548, -2.4506, 0.11584, -0.069426, -0.30248, -0.02625, -0.22424, 0.096196, 0.68795, 0.030902, -0.10169, -0.19611, -0.13047, 0.15248, 0.10385, 0.25385, 0.047566, -0.047171, -0.30713, 0.14789, 0.40477, -0.17877, 0.14295, -0.98635, -0.31273, -0.12364, -0.044442, -0.24597, -0.088035, 0.62885, 0.079845, 0.20816, 0.05347, 0.081636, 0.031943, 0.12542, 0.22354, 0.08498, -0.25551, -0.32845, 0.031353, -0.21155, 0.1053, -0.032178, 0.091205, -0.64482, 0.2038, -0.048975, 0.76302, -0.22488, 0.31585, 0.17036, 0.020991, -0.044855, 0.042303, 0.28227},
{-0.084668, -2.6471, 0.18804, -0.21727, -0.33476, 0.071148, 0.21365, -0.36501, 0.41098, -0.11205, -0.31907, 0.21069, -0.003957, 0.10212, -0.2011, -0.040197, -0.53752, 0.082536, -0.091211, -0.029948, 0.050612, -0.25715, -0.18652, 0.069154, -0.055598, 0.010168, 0.21922, -0.069526, 0.30035, -0.061433, -0.05113, 0.044646, -0.57049, -0.71098, -0.093198, -0.28721, 0.077043, 0.43517, 0.17646, -0.23938, -0.005874, 2.9842, -0.046122, 0.17024, 0.16114, -0.15247, -0.013218, -0.038191, 0.3548, 1.2733, -0.14954, 0.29363, 0.16979, -0.013481, -0.0030702, -0.1096, -0.15243, -0.081931, -0.60764, -0.02628, 0.15712, -0.1545, -0.23706, -0.43952, 0.27977, 0.00023754, -0.65378, 0.15257, -0.02496, 0.7736, -0.057939, 0.24082, 0.27738, -0.099112, -0.052126, -0.092526, 0.20106, 0.088056, 0.019306, 0.31933, 0.35904, -0.081646, -0.030807, -0.13435, -0.095408, -0.20345, -0.043506, -0.40548, 0.46165, 0.12984, 0.026873, -0.23747, -0.15984, -0.024659, -0.10883, -0.014507},
{0.072617, -0.70097, -0.083806, 0.074316, -0.050529, 0.1491, -0.20624, -0.09112, -0.13245, 0.13955, -0.22795, 0.52385, -0.065211, 0.12967, 0.029018, 0.17942, -0.17771, -0.085274, 0.21064, 0.047644, 0.010836, -0.057801, -0.023247, -0.079863, 0.096682, -0.09607, 0.13187, -0.070763, 0.037049, -0.017282, -0.15514, -0.17909, -1.087, -0.60074, 0.040771, -0.14084, -0.040318, 0.19183, -0.25381, 0.12708, -0.23341, 1.4455, 0.10081, 0.18417, -0.079298, -0.12098, 0.061618, -0.16285, 0.19274, 0.32999, 0.14611, 0.12179, 0.26688, -0.010151, 0.078904, 0.20155, -0.14853, 0.060882, -0.34383, -0.12953, 0.13901, 0.15216, 0.14413, 0.34213, -0.18349, 0.02091, -1.2878, -0.026593, 0.027075, 0.52418, -0.063713, 0.20617, -0.033398, 0.0028988, 0.25955, 0.020292, -0.05347, 0.040603, 0.21565, -0.14625, 0.025381, -0.12996, -0.069451, -0.12877, -0.092505, 0.10064, 0.097438, 0.1434, 0.98484, 0.15196, 0.05921, 0.018955, 0.095144, -0.043329, 0.067115, -0.1206},
{0.23808, 2.0068, -0.13767, -0.19153, -0.78207, -0.32159, 0.069629, -0.10483, -0.52505, 0.085198, -0.32206, 0.25234, -0.0049692, -0.11089, -0.023982, 0.23879, -0.76485, 0.17399, 0.15711, -0.23629, -0.081659, -0.20866, 0.103, 0.27597, -0.0014317, -0.096758, 0.21679, -0.2548, 0.27175, -0.35538, -0.11551, -0.16619, -0.034366, -0.85214, -0.060574, -0.040135, -0.06529, -0.7062, 0.14437, -0.17792, -0.32909, -0.13346, -0.22287, 0.14204, -0.0484, 0.079662, 0.061862, -0.16159, 0.35475, 0.46992, 0.086297, 0.3274, 0.037843, 0.1878, 0.068531, -0.13407, -0.013849, -0.080422, -0.29907, -0.040835, -0.091114, -0.25242, -0.17404, -0.12953, 0.34673, -0.075989, -1.2156, 0.31233, -0.039884, 0.55675, 0.06381, 0.19543, 0.23785, -0.17443, 0.11826, -0.092484, 0.21609, 0.15758, 0.26726, 0.089585, 0.19714, -0.15252, -0.18791, -0.10785, 0.068177, 0.0022158, -0.1232, 0.017083, 0.49373, -0.15028, -0.016414, -0.046402, 0.028231, -0.1391, -0.25834, -0.14142},
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{-0.20212, -0.2123, -0.20965, 0.45883, -0.67293, 0.16866, 0.18997, -0.18692, 0.21398, -0.47266, 1.1738, 0.32088, 0.549, -0.10456, -0.44382, -0.14037, 0.5641, -0.25382, 0.5487, -0.3718, -0.26178, -0.47234, -0.77243, -0.11388, 0.077837, -0.94047, 0.15368, 0.6063, 0.19479, 0.38215, 0.45772, 0.096009, 0.69159, 0.41192, 0.26125, 0.27606, 0.92656, 0.33451, 0.31309, 0.24672, -0.012934, 0.41136, 0.36388, -0.18544, 0.29158, -0.13287, -0.2511, -0.63241, 0.12121, -0.25961, -0.27496, 0.055629, -0.11045, -0.20194, -0.46815, -0.073357, -0.21973, 0.20609, 0.51607, 0.55599},
{0.04221, -0.010766, -0.0068092, 0.2519, -0.22907, -0.033989, 0.050607, 0.086968, -0.030951, -0.016293, -0.19166, 0.1397, 0.090142, 0.021203, -0.25556, -0.41474, 0.26322, 0.18475, 0.0061325, 0.16646, -0.090014, -0.16031, -0.030125, 0.053127, 0.090352, 0.18245, 0.02759, 0.22908, -0.10352, -0.025545, 0.13688, -0.077774, 0.20422, 0.03085, 0.015415, 0.11785, -0.066902, 0.23324, 0.27305, -0.090931, 0.16972, -0.12508, 0.13425, -0.026177, -0.062932, -0.13441, 0.090228, -0.12114, 0.13456, -0.049613, -0.11824, -0.034412, -0.092322, -0.054751, -0.19079, -0.15043, 0.071897, -0.19647, 0.0063374, 0.12527},
{-0.049438, 0.035645, -0.077505, -0.0023118, 0.064732, -0.086128, -0.018915, -0.15182, -0.19737, 0.25415, -0.1185, -0.068902, -0.12688, -0.12856, 0.078806, 0.18871, -0.23786, -0.17754, 0.23856, -0.0093786, -0.16934, 0.17317, 0.16934, -0.23359, -0.044956, 0.034341, -0.16766, -0.21199, 0.069888, 0.053111, -0.017374, -0.0040342, -0.24863, 0.05483, -0.045056, -0.064596, 0.15781, -0.095995, -0.25121, 0.18277, 0.06451, 0.05867, -0.086603, -0.08162, -0.0029762, 0.06243, 0.13846, 0.10032, -0.052466, -0.13195, 0.12091, -0.0037132, 0.022131, 0.096405, -0.080228, -0.071789, -0.15522, -0.094157, -0.047123, -0.093123},
{0.24071, 0.092649, 0.094398, 0.011161, 0.053656, -0.052353, 0.19773, 0.047506, -0.064837, 0.16062, -0.74372, -0.16373, -0.050592, 0.21653, -0.043166, -0.49205, -0.067911, 0.15804, -0.4089, 0.25045, 0.076088, 0.22105, 0.28712, 0.1605, 0.21074, 0.44205, -0.17502, 0.12335, -0.050784, -0.27442, -0.1118, 0.042276, -0.20555, -0.12648, -0.052403, 0.02945, 0.0018383, -0.037813, -0.01963, -0.28466, 0.16419, -0.13928, 0.009156, 0.064137, -0.27831, 0.1656, 0.082177, 0.28956, -0.044453, 0.19419, -0.073234, -0.027672, 0.11403, -0.075922, 0.075293, -0.04179, 0.18736, -0.18451, -0.24129, -0.22282},
{0.013435, 0.015697, 0.070198, 0.02506, -0.050872, -0.17132, -0.077073, 0.087081, -0.1123, 0.13413, -0.67666, -0.18046, -0.15812, -0.00088059, 0.11989, -0.25647, 0.032292, -0.046101, 0.044734, 0.00085551, -0.056969, 0.11141, 0.27728, -0.22038, -0.018721, 0.3737, -0.11562, -0.11932, 0.035061, 0.024085, 0.076119, -0.09013, -0.21464, 0.15592, 0.12042, 0.10133, -0.088848, -0.039533, -0.023323, 0.26826, 0.059475, 0.14558, 0.022536, -0.049632, -0.043177, 0.085982, 0.094026, -0.0072448, -0.066561, -0.045896, 0.045925, -0.063046, 0.0083925, 0.091155, -0.1647, -0.0091873, -0.33108, 0.031668, 0.018912, -0.43769},
{0.47681, 0.13296, 0.14127, -0.48849, 0.23491, -0.078673, 0.12798, 0.15873, -0.40796, 0.29809, -0.80006, -0.35407, -0.24179, 0.18337, 0.15536, -0.33177, -0.3866, 0.073769, -0.41716, 0.23666, 0.2404, 0.336, 0.47995, 0.23305, 0.10079, 0.51737, -0.13993, -0.21902, -0.29082, -0.65453, -0.14783, -0.12379, -0.31729, -0.34955, -0.3255, -0.06565, 0.0065052, -0.20895, -0.17326, 0.46786, 0.099351, -0.30026, -0.099053, 0.11529, -0.14626, 0.25509, 0.26215, 0.35946, -0.19637, 0.40741, 0.1913, 0.079501, 0.14622, 0.22161, 0.19804, -0.21759, 0.43794, 0.0065291, -0.43138, -0.76954},
{0.040407, -0.077124, -0.067209, 0.20089, -0.31189, 0.12904, -0.19174, -0.17289, 0.15296, -0.19726, 0.032425, 0.25212, 0.15928, 0.054132, -0.076125, 0.022401, 0.52608, -0.096019, 0.20675, -0.17002, -0.1425, -0.10483, -0.18866, -0.18587, -0.070834, -0.25169, 0.21595, 0.17341, 0.073147, 0.477, 0.21317, -0.022095, 0.1916, 0.21187, 0.17732, 0.099089, -0.0068722, 0.19801, 0.14292, 0.19503, -0.11603, 0.23647, 0.22974, -0.053919, 0.20982, -0.23762, -0.38878, -0.33925, 0.21438, -0.072226, -0.094184, 0.006972, -0.00085407, -0.10479, -0.40938, 0.10327, -0.33748, 0.25304, 0.27248, 0.3001},
{0.18089, 0.065515, -0.0074178, 0.10552, 0.11397, 0.087552, 0.065839, 0.018492, 0.1585, -0.027063, -0.49535, -0.047717, -0.0087179, 0.13446, -0.07456, -0.27698, -0.027614, 0.043959, -0.24949, 0.18724, 0.19902, 0.15373, 0.18345, -0.017654, 0.06694, 0.36032, -0.093842, -0.084212, -0.075732, -0.20747, -0.053733, -0.064119, -0.097834, -0.023991, 0.011289, 0.11673, 0.1349, 0.1813, -0.079433, -0.1285, 0.081091, -0.080556, 0.0037375, -0.072238, -0.16357, 0.053527, 0.072884, 0.11856, -0.040901, 0.21407, -0.11993, 0.15307, 0.065326, 0.063396, 0.074527, -0.17265, 0.088105, -0.15036, -0.0714, -0.19146}
},
{
{-0.095137, -0.058201, -0.015563, -0.12524, 0.12222, -0.1184, 0.070238, -0.10926, -0.1021, -0.10184, -0.092647, 0.0035526},
{-0.010676, -0.022129, 0.079177, 0.036917, -0.10835, 0.068956, -0.0034389, -0.0057731, 0.086078, -0.035898, -0.070362, 0.027891},
{-0.072564, 0.054175, -0.074485, 0.10789, 0.069568, 0.0049841, 0.050864, -0.067643, 0.040949, 0.056598, 0.025612, 0.07706},
{0.046183, -0.067155, -0.089439, 0.12138, -0.06451, -0.072163, -0.0033954, 0.12287, -0.12422, 0.020906, -0.11523, -0.091229},
{0.11224, -0.047111, 0.030042, 0.088814, 0.069485, -0.10612, 0.054338, 0.046785, -0.078834, -0.088522, 0.080637, 0.0061411},
{0.0050133, 0.039261, -0.12887, -0.011425, 0.064356, 0.053308, -0.05767, -0.035528, 0.0059573, -0.085436, -0.12088, 0.018494},
{-0.12017, 0.046823, 0.058698, -0.1234, 0.046906, -0.061509, -0.056777, 0.075982, 0.056751, 0.044243, 0.12251, 0.046143},
{0.0076686, -0.028989, -0.021244, 0.053434, -0.11971, -0.031406, 0.0078724, -0.11012, 0.087034, 0.099797, 0.044173, 0.088986},
{-0.12711, -0.091007, 0.046621, -0.01636, -0.071865, -0.06904, -0.068319, -0.004164, 0.041283, -0.040835, -0.067592, -0.043359},
{-0.11184, 0.089227, 0.086863, 0.064991, 0.039407, -0.0078755, 0.025168, -8.8477e-05, 0.036929, 0.051547, 0.023163, 0.06302},
{0.048225, 0.11759, 0.084872, 0.050524, -0.033187, 0.12322, 0.10851, 0.11176, 0.009005, 0.07539, -0.070291, -0.025101},
{0.11114, -0.090847, -0.10799, 0.065547, -0.068761, -0.12026, 0.082928, -0.091352, -0.04559, -0.056231, -0.013474, 0.014318},
{0.006953, -0.023556, 0.033455, -0.128, -0.086257, -0.12093, -0.069644, -0.10836, -0.01488, -0.085216, 0.1118, 0.029564},
{0.039742, 0.016757, -0.073962, -0.10846, -0.08785, 0.023648, 0.10316, -0.023708, -0.057664, -0.1102, 0.0034854, 0.029416},
{0.051947, -0.0029655, -0.028706, 0.10413, 0.041827, -0.044003, 0.039121, 0.11959, -0.098829, 0.064594, 0.092825, -0.11886},
{0.067699, 0.11905, 0.11556, 0.063692, 0.11597, 0.0094316, 0.11256, -0.077955, 0.086852, -0.0866, 0.028265, -0.040411},
{-0.11684, -0.077522, -0.059588, -0.12746, 0.031254, -0.024895, 0.092633, -0.078413, -0.043138, 0.070541, 0.032018, -0.084846},
{-0.04435, 0.033377, -0.055762, 0.0047711, -0.12447, 0.12056, 0.11682, 0.01954, 0.0092839, -0.01706, 0.037281, -0.019663},
{0.066205, 0.039054, 0.073294, 0.011367, 0.057287, 0.094892, -0.097354, 0.022121, 0.111, 0.11085, -0.12239, 0.059482},
{-0.034769, 0.078253, -0.056247, -0.073373, -0.11524, -0.090785, 0.052278, -0.03403, -0.066298, -0.060344, -0.075459, -0.034691},
{0.12459, -0.0060853, -0.12618, 0.032755, 0.0049509, 0.036025, -0.10128, 0.025854, 0.024974, 0.075596, 0.015576, -0.10674},
{0.065416, -0.07662, 0.12477, 0.054046, -0.11222, 0.11152, -0.10331, -0.090683, -0.065331, -0.073867, -0.097937, -0.02113},
{-0.11033, 0.10371, 0.082553, -0.056729, 0.12321, 0.081438, -0.04013, 0.12791, -0.078447, -0.030822, -0.093541, -0.045117},
{0.099331, -0.09243, -0.026299, -0.033073, -0.044138, 0.018799, 0.066517, -0.025112, 0.086754, 0.11065, 0.010999, 0.01652},
{-0.016419, -0.023157, -0.083429, -0.049014, 0.062813, 0.11496, -0.043698, 0.082502, 0.031821, 0.030096, 0.09982, 0.0082263},
{-0.0057496, 0.099574, -0.088373, -0.1023, -0.084849, -0.088972, 0.018896, -0.032469, 0.044319, -0.037094, -0.035478, -0.11355},
{-0.058119, -0.08722, -0.062699, 0.071232, 0.11354, -0.040379, -0.076819, -0.0052211, 0.095865, -0.078002, -0.051843, -0.10066},
{-0.086107, -0.034769, -0.10286, -0.11483, -0.06327, -0.10417, 0.12248, 0.037825, -0.09925, 0.075172, 0.10664, 0.012785},
{0.10267, -0.094214, 0.034784, -0.087717, -0.097122, -0.12331, -0.0021067, 0.07721, 0.04546, -0.12439, 0.12143, -0.096247},
{-0.11346, -0.01154, 0.076109, -0.052409, -0.087766, 0.092145, 0.078728, -0.036749, -0.011736, -0.099528, 0.07691, -0.11378},
{0.0011678, -0.012316, 0.065309, -0.0057309, -0.10194, 0.045062, -0.087896, -0.042782, -0.12077, 0.039925, -0.01324, 0.10792},
{-0.046725, 0.11146, 0.034451, 0.005161, -0.033937, 0.051242, -0.090563, -0.091687, 0.091682, -0.030361, 0.050072, 0.092567},
{-0.0015552, -0.073523, 0.025359, -0.090289, -0.04461, -0.079529, -0.030827, 0.043082, 0.04168, -0.04356, -0.0082083, 0.01273},
{-0.10567, 0.10558, -0.046791, 0.086156, 0.019823, -0.039796, -0.019589, -0.047845, -0.11362, 0.10699, -0.025418, 0.089421},
{-0.11006, 0.093174, -0.098777, 0.020082, 0.066679, -0.092768, 0.039064, 0.026401, -0.056935, -0.027511, -0.0084666, 0.042434},
{-0.029914, 0.0015378, 0.006745, -0.04359, 0.051586, -0.071868, -0.11357, 0.10866, -0.083548, 0.085606, 0.0045431, 0.12218},
{0.10685, 0.081994, 0.022719, 0.12571, 0.11238, 0.022209, 0.10267, 0.0042684, 0.10257, -0.095634, 0.10309, -0.087956},
{-0.00918, -0.0097483, 0.052412, -0.12867, -0.03561, -0.1223, 0.10359, -0.0609, 0.024312, 0.11414, -0.093728, -0.055943},
{-0.11617, 0.034273, -0.087352, -0.12152, -0.0116, 0.067737, -0.085, 0.086148, 0.049298, -0.038198, 0.048834, 0.025292},
{0.069767, 0.083837, 0.09301, -0.0026719, -0.067018, -0.10913, -0.12099, 0.034759, 0.017903, 0.018562, -0.023424, -0.11286},
{-0.09673, 0.05221, 0.014675, 0.061699, -0.020248, 0.10986, 0.0057358, -0.010833, -0.016911, 0.088872, -0.12103, 0.11603},
{0.048659, 0.11733, -0.047507, 0.009364, -0.054282, -0.017959, -0.057527, -0.088853, -0.076644, 0.081931, -0.079358, -0.056228},
{0.033448, -0.054398, 0.0073711, -0.097468, -0.073229, 0.08553, 0.022428, 0.042854, -0.058755, -0.016686, -0.058129, -0.017861},
{0.058201, 0.003727, 0.022752, -0.080487, 0.0070847, 0.026243, 0.080531, 0.076138, -0.066021, -0.038947, -0.023593, -0.077813},
{0.10033, -0.022198, -0.017855, 0.029467, 0.093892, 0.0049927, 0.11357, -0.054569, -0.005951, 0.10822, 0.057396, 0.066924},
{-0.050007, 0.097229, -0.033507, -0.096584, 0.054626, -0.087421, 0.02062, -0.046318, 0.11914, 0.06315, 0.034325, 0.044601},
{0.0034273, 0.059321, -0.013719, 0.11723, -0.030255, 0.0192, 0.098318, 0.056586, -0.072964, 0.071371, -0.12903, 0.047345},
{0.089332, 0.055679, -0.028962, 0.087297, -0.010389, 0.0081145, -0.080158, -0.069224, 0.072935, 0.028933, -0.039651, -0.085597},
{0.088178, 0.053327, -0.10889, -0.062222, 0.07626, 0.043132, 0.056525, -0.032698, 0.11879, -0.047868, -0.002012, 0.10869},
{-0.021845, -0.12417, -0.063537, -0.019536, -0.12827, 0.012584, -0.11028, -0.11003, 0.018952, -0.096586, -0.04685, -0.12811},
{-0.0082837, 0.0064517, 0.045504, 0.10274, 0.042522, 0.043368, 0.097873, 0.017088, -0.095781, -0.094683, -0.093467, -0.083101},
{-0.083055, -0.11227, 0.059026, 0.067291, -0.080862, 0.018483, -0.1059, -0.019997, 0.00047863, -0.096558, -0.029199, 0.043448},
{0.018501, -0.0028549, 0.11483, -0.012432, -0.094491, -0.015153, -0.021483, -0.053436, 0.0013062, 0.064685, -0.11461, 0.0045139},
{-0.12057, 0.047005, 0.11365, 0.042733, 0.11517, 0.00058733, 0.045105, -0.036787, -0.098529, -0.010608, 0.06856, -0.008529},
{-0.00039243, 0.10757, -0.010216, -0.074991, 0.027369, -0.12093, 0.080828, 0.023088, 0.043611, -0.068506, 0.11927, -0.10492},
{0.064109, 0.1007, 0.041662, 0.012129, -0.039377, 0.0056968, 0.069548, -0.0095382, -0.029252, 0.047495, 0.12887, -0.01417},
{0.10089, -0.093159, 0.027276, -0.083663, 0.0024937, -0.12005, 0.10238, 0.11476, 0.085489, 0.091463, -0.038786, 0.039258},
{0.088314, 0.12635, -0.090268, -0.017581, 0.086326, -0.10143, -0.0034932, -0.11607, -0.097226, -0.09807, -0.077718, 0.098722},
{-0.074167, -0.013937, -0.040326, 0.04839, -0.04404, 0.013382, -0.031633, 0.024768, 0.038233, 0.11469, 0.011057, -0.076449},
{-0.095423, 0.0037851, 0.0058889, 0.086808, 0.034021, 0.028689, 0.048432, 0.094029, 0.090033, -0.11354, -0.077042, -0.12495}
}
};
vector<vector<double>> layerBiasesP1 =
{
{-0.097645, 0.65148, -0.067829, -0.095706, -1.6524, 0.086916, -2.1662, 0.016186, 1.1701, 0.079825, 0.38042, 1.0643, 0.10917, 0.067868, 0.094292, -0.039775, -0.1893, -0.21054, -0.025675, -0.041461, 0.047927, 0.14476, 0.045066, 0.011697, 0.07654, 0.19687, -0.031169, -0.19432, -0.056546, 0.16077, 0.062806, 1.394, -2.1939, -1.17, -0.057109, 0.033442, -0.030719, 0.18265, 0.044425, 0.12251, 0.0034568, 0.89555, 0.16651, -0.1485, 0.063111, 0.070497, 0.024648, -0.078807, -0.35745, 0.60157, 1.5148, -0.12657, 0.059781, -0.050483, 0.030347, -0.15103, -0.017133, -0.18955, 1.6443, 0.041615, -0.011122, -0.0034024, 0.14762, 0.19012, -0.045438, -0.079335, -1.0008, -0.25285, 1.1006, -3.4071, -1.5647, -1.2025, -0.041224, 0.068536, -0.32674, 0.048169, -0.05609, 0.14732, -0.086105, -0.0082549, -0.018439, -0.037654, -0.057466, -0.26143, 0.021986, 0.52306, -0.041005, 0.022223, -2.7772, 0.013229, -0.11324, 0.13187, 0.14629, 0.14567, -0.019088, 0.12672},
{0.56176, -0.035552, 0.19953, -0.41336, 0.57849, -0.10548, 0.42151, 0.23876, -0.59461, 0.52861, -1.3455, -0.71236, -0.522, 0.12442, 0.33734, -0.60134, -1.0396, 0.01738, -0.27179, 0.53011, 0.79592, 0.20237, 0.74882, 0.21173, 0.40008, 0.91262, -0.43094, -0.37399, -0.17209, -1.2214, -0.32134, -0.13315, -0.67625, -0.14341, -0.14577, -0.11013, 0.19053, -0.40779, -0.17741, -0.17343, 0.13039, -0.14065, -0.4055, 0.1287, -0.37862, 0.69579, 0.28072, 0.71575, -0.14214, 0.21224, 0.14237, -0.016247, 0.061271, 0.21066, 0.69236, -0.2466, 0.38953, 0.059885, -0.56319, -1.5262},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 48, 28, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{0.72003, -4.5895, -1.1809, -4.5915, -7.1871, 7.3311, 1.0012, -5.356, 2.3173, 8.4352, -2.5936, -0.26087, 7.1094, 5.5097, 1.7385, 0.2789, -8.4088, 3.1205, 0.22169, 2.9843, 4.2944, -5.1007, 3.0825, -12.784, -14.689, -1.0254, 4.2133, 1.0308, 12.483, 2.6974, 5.1498, -2.1719, 0.72252, 0.83134, -3.1913, -0.24511, 3.8517, 5.4251, -0.46635, 1.8245, -0.68359, 3.9401, 4.7865, 3.9447, 8.7319, -1.3723, -0.85527, 2.9693},
{-0.1446, -5.5825, -1.0035, 3.9368, -15.835, -1.1507, 3.3673, -3.5521, 5.3668, 6.1792, -6.6173, 2.5421, 8.2573, 5.6505, -5.9469, -6.1465, -0.99459, 2.6699, 5.3135, 4.0359, 2.8924, -2.9144, 3.3088, -4.9679, -17.405, 0.38618, 9.3323, 3.6087, 6.0655, 2.7376, 3.7717, -5.3351, 0.33179, 0.52661, -1.8082, -1.6935, 2.3522, 5.5522, -0.031067, 1.8652, -0.27259, 3.5185, 6.0756, 6.2424, 0.10946, 1.821, -0.59241, 2.7162},
{-3.9661, -1.5616, -0.21911, 2.5041, -13.821, -2.154, 4.1557, -2.3833, 3.9304, 6.4456, -1.2124, 3.0589, 9.8902, -0.56958, -6.8377, 3.6095, 2.2379, -1.1264, -6.0247, 5.2323, 5.2221, 3.6913, 2.5788, -8.2627, -4.2022, 1.9551, 8.7126, 3.7032, -0.74317, 0.8314, 3.413, -0.1391, 0.82929, 0.28797, -0.70485, -7.1684, 2.9226, 0.15182, -0.2893, 0.5076, -6.2461, 3.9154, -1.1084, 4.0424, -3.2353, 2.1366, -0.092695, 2.8757},
{5.6075, 0.6645, -0.0024969, 2.8333, -22.673, 0.91627, 3.4694, -3.5524, -2.8363, 0.42437, 3.2756, 4.8026, 5.398, -1.1736, -1.57, 3.822, -7.4579, 3.2228, -7.1465, 2.9405, -2.6395, 1.5951, 0.45634, -10.311, -19.143, 3.3907, 7.7825, 0.15773, 0.42396, -1.0702, 2.5654, 1.0354, 1.7058, -0.024831, -2.9735, -3.3978, 4.4748, -1.4314, 0.28673, 0.10258, -0.27917, 1.961, 1.6122, 6.5568, -0.15189, 1.4531, 0.047741, 2.0398},
{5.0985, -0.098321, -0.62671, 2.0128, -4.8643, 5.2751, 3.79, 0.09014, -3.377, 3.6845, -0.41052, 1.127, 8.5471, -2.4784, -1.1869, 10.481, -1.7744, 0.37908, -7.0268, 5.4466, 1.6438, 2.0493, 2.1852, -4.3872, -3.4502, -0.35838, 1.1566, -2.8427, 0.31906, -6.2217, 0.50538, 3.1792, -1.522, 0.26777, -2.1487, -5.7534, -0.56856, -0.042211, -1.9366, 0.50157, -5.4123, 2.4781, 3.6176, 5.9917, -7.2969, 5.4487, -0.23915, 0.55544},
{7.1012, 2.2331, -0.51662, 3.9054, 3.6863, 6.3285, 6.9666, 5.2326, -0.85759, 4.5782, 2.7994, -3.0038, 8.7468, -4.6712, -4.2322, -1.1015, -6.6543, 3.1396, 1.5928, 0.81556, 6.1181, 0.55022, -4.6325, -0.5514, -0.18803, 0.54781, 1.1927, -3.1492, -0.48849, 1.3167, 0.53682, 0.36758, -1.1425, 0.24337, -3.6247, -6.5271, 0.26831, 0.24147, -4.2825, 0.3954, -1.3923, 1.6453, 1.7417, 1.9707, -8.3673, 4.1288, -0.57513, -1.6387},
{6.8355, 1.3535, -0.61548, 8.136, 3.4937, 9.7898, 7.4589, 10.525, -2.4009, 5.7234, 5.8247, -8.5454, 8.2841, -1.4369, -3.1845, -0.1735, -10.859, 5.298, 3.1101, 4.9045, 0.16128, -1.1348, -7.2631, 5.1361, 2.8162, 0.59928, -1.2113, 1.2431, 0.17799, 2.2705, 2.7529, -2.3457, -0.80399, 0.24044, -3.6371, -10.311, -0.90207, 4.3075, -1.4298, 0.67973, 4.3447, 1.2571, -1.2965, -2.4325, -11.576, 5.0946, -0.53899, -3.3665},
{8.4678, -0.17259, -0.86388, 8.3788, 4.0558, 10.17, 3.2024, 7.2574, -1.5027, 4.3721, 6.8452, -8.1363, -1.4845, -1.6317, -3.8762, 2.4975, 2.8537, 1.2353, -4.7433, 8.2817, -2.6027, 3.075, -6.8438, 3.5335, 0.0331, 1.0757, 3.3628, 2.7513, 4.0842, -8.3377, 4.5463, -0.24665, -0.2001, -0.17928, -3.7174, -1.5756, -0.73715, -2.067, -1.6114, -0.33915, -2.5374, 0.51391, 0.37743, -5.7618, -1.3737, 9.0521, -0.20905, -3.7034},
{11.912, -4.5977, -1.7594, 12.538, 5.0941, 6.1085, 4.1227, 8.0618, -5.0575, 5.7469, 10.371, -4.8827, -6.747, 2.6745, 0.53319, 0.12459, 7.6743, 0.28388, 1.8099, 3.4079, -2.9713, 1.9145, -5.7374, 5.0555, -2.1918, -0.13902, 6.1189, 1.0262, -0.29712, 2.3383, 5.0819, 2.071, -1.366, -0.10423, -5.0918, 4.7497, -1.978, -2.4416, -0.9378, -0.10774, -6.6936, 1.3917, 2.9952, -1.7042, 0.54558, 8.2558, -0.18451, -2.4164},
{9.062, -3.1678, -1.8998, 14.578, -4.424, 9.4374, 5.5882, 6.5727, -0.77237, 5.2758, 14.47, -5.2247, -9.2707, 2.7691, 0.28455, -1.6251, 8.2554, -10.446, 2.1769, 6.1728, 1.4055, 5.5042, -2.6928, 0.039099, -4.6474, -1.0671, 3.5604, 4.8266, 0.8403, 3.2904, 4.4194, 0.018079, -1.8426, -0.079602, -5.72, 5.4592, -3.1876, -3.5667, -2.7232, -0.32901, -5.8569, 1.6904, 1.896, -2.9057, 0.5489, 3.6478, 0.022607, -3.0258},
{3.3195, -3.8216, -1.6924, 7.9857, -0.62026, 12.99, 11.391, 2.799, 4.1804, 4.68, 9.1544, -4.1247, -2.2995, 2.6176, 1.11, 3.2285, 19.075, -8.7828, 8.0491, 7.4376, 5.3626, -1.6623, -1.3887, 3.8425, 2.6132, -1.2188, 1.0515, 9.3333, -0.24814, 4.2378, 7.5447, 10.828, -0.71795, 0.31124, -2.0937, 1.1026, -2.5969, -4.361, -1.0438, 0.7529, 0.32601, 4.1045, -2.7625, -6.9266, -8.1573, 4.5918, -0.30344, -3.8169},
{6.8989, -3.6342, -1.6762, 4.928, 0.32033, 10.333, 10.039, 0.98692, 0.36971, 6.3117, 3.506, -4.6869, -6.7218, 0.63366, 1.1146, 6.578, 16.684, -3.0906, 3.616, 3.4052, 3.2813, -0.14571, -2.8618, 6.7419, 2.173, 2.0508, 0.38675, 6.8345, 2.2162, 4.5511, 5.9057, 11.885, -0.32416, 0.002769, -2.7039, 6.7874, -1.8378, -0.85712, -1.5489, 0.74344, -2.394, 3.879, -0.37464, -5.6595, -3.8617, 3.8762, -0.12857, -5.2637},
{2.8975, -2.2835, -1.6459, 8.6234, -0.6551, 4.6672, 6.1485, 0.32825, 2.007, 4.266, -0.89207, -5.9313, -3.7887, 1.6961, -0.4284, 7.4051, 17.777, -3.5767, 11.038, 0.46249, 4.174, -2.5906, -2.8846, 2.6136, 0.43155, 4.8853, 2.5462, 8.6024, 1.3978, 9.2161, 1.9723, 12.829, 0.78189, 0.25454, -5.1342, 8.99, 0.64744, 2.5702, -4.5465, 1.1433, 1.1693, 2.7643, 2.18, -6.1817, -6.0453, 3.498, -0.55491, -4.5579},
{-3.3327, -0.62021, -1.5575, 4.4244, -0.11814, 0.003535, 0.36185, 0.65538, 1.8679, 1.4889, 5.7598, -1.0331, -0.26907, 0.80432, 2.5829, -0.5133, 17.405, -2.0403, 1.0528, -8.3947, 2.6354, -4.5185, -1.1423, 1.3691, 4.8326, 6.383, -2.1316, 4.0526, -3.3043, -3.9696, 3.5847, 13.042, 0.092371, 0.18634, -6.5689, 6.1528, 0.0095958, 6.2837, -3.6294, 1.1024, -1.5793, 0.82725, -3.0928, -5.2741, -3.3814, -1.0088, -0.38699, -2.8537},
{-1.4326, 1.6511, -1.7814, -0.30218, -0.44393, -1.5003, -0.27937, 0.46995, 0.20735, -0.82953, 3.8701, 1.1027, -1.4221, -1.7616, 0.62523, 0.30728, 6.9482, -5.4833, -1.0535, -8.8512, -2.1694, 1.8748, -3.0532, 8.334, 1.6063, 7.2598, -0.56826, 1.5271, -0.64077, -0.50566, 6.7708, 9.6649, -0.64009, 0.021497, -7.0523, 6.6366, 0.91294, 0.57068, -4.1267, 0.28478, 3.3617, -0.85581, -3.7893, -0.4643, -2.2896, -4.2967, -0.29099, -2.0269},
{-5.9221, -0.045996, -1.4666, -0.43702, 2.4152, -11.175, -1.3639, 0.35458, -0.18798, -1.8035, 3.534, 0.071238, -2.306, -1.7894, -4.2652, 3.212, -0.31066, 2.1739, 4.1524, -4.4411, -1.0503, 1.5231, -7.0946, 13.257, -2.9856, 7.2601, 1.8622, 2.115, 0.13002, 1.1163, 6.2045, 1.0305, 0.18829, 0.17229, -4.1709, 3.6261, 2.0443, -5.0547, -0.5406, 0.044518, 7.0641, -1.2241, -1.7345, 0.48615, 2.8207, 0.90005, -0.041181, 0.061981},
{-2.711, 0.18649, -1.0475, -1.2057, 2.5417, -13.796, -0.16458, 0.76627, -3.3976, -0.24617, 0.54441, -1.9911, -2.5615, -0.14415, -2.8726, 1.1301, -3.4214, 7.2832, 1.6615, -3.4318, -2.5447, -0.17274, -5.0103, 9.8513, 3.4592, 1.6211, 1.0232, 1.9866, -4.8497, 0.96101, -3.291, 0.36583, -0.21212, 0.051857, -0.79106, 0.061668, 2.6705, 0.16484, 1.0469, 0.97456, 12.982, 0.22751, 1.6287, 1.2628, -2.795, 1.984, -0.0039358, -1.3089},
{2.7227, 1.0355, -0.40971, -10.069, 11.894, -5.8566, 5.3568, 3.0021, -7.7311, 1.0687, -8.9923, -5.2189, 0.57745, -3.3349, 1.2544, 2.1513, 5.7861, 8.9088, -3.194, -2.2922, -6.1537, 4.327, -2.2407, 15.495, 7.7774, 1.1119, -5.4644, 1.7633, -8.1383, 1.0087, -3.5223, 4.1435, -0.13957, -0.44371, -1.2971, 0.94814, 2.0002, 6.1768, 1.4287, -0.50085, 0.0079193, 1.1429, 1.2964, -2.4699, 1.5554, 1.0548, 0.32057, -3.4189},
{3.8463, 6.0434, 0.089237, -10.58, 10.182, -1.9328, 2.6142, 5.3596, -4.1194, 4.6431, -16.087, -7.5673, 3.0234, -3.7725, 9.0394, 7.702, 9.7827, 4.773, 0.24749, 2.2461, -8.5774, 0.12466, -2.8547, 14.355, 9.7426, -0.46944, -7.3929, 7.5949, -5.2924, -0.2813, -0.85693, 4.4496, -1.1475, -0.74225, -1.5173, -1.852, -1.4031, 2.4197, -1.9714, -1.0395, -3.7026, 1.0929, -0.32471, -5.832, 0.79946, 1.6007, 0.36598, -3.3136},
{1.3315, 0.013287, 0.5488, -15.74, 4.4619, 2.7661, -2.7534, 6.2387, -8.715, 5.3744, -17.303, -3.7278, 6.9581, -1.0671, 9.3861, 5.7978, 8.1981, 5.5372, -16.052, -0.17487, -9.5191, 5.6682, -3.1872, 0.86879, 9.4347, -0.12996, -9.4034, 0.98143, 0.65847, -14.836, 1.9143, 11.143, -2.6245, -1.0881, -1.8778, -8.9953, -3.8046, 8.5953, -6.4574, -1.9903, -14.746, 0.53038, 0.55744, -0.75293, 8.1243, 0.087472, 0.933, -1.3865},
{-0.92383, -0.06202, 0.29374, -10.973, 1.4059, 4.495, -9.6074, 1.7108, -9.8428, 7.3348, -11.118, -2.8264, 7.0377, 0.94009, 6.6727, -0.49575, -0.47661, 4.6444, -13.02, -4.4543, -1.7333, 5.5073, -5.9754, 1.8747, 9.3497, 5.4318, -6.1639, -4.3071, -0.036955, -12.051, 1.7635, 8.2027, -2.1369, -0.93752, 0.80144, -13.465, -4.0117, 7.0375, -5.1795, -1.9168, -14.355, -0.063387, 1.6851, -1.7445, 8.979, 1.2537, 0.67198, -0.77315},
{-3.0118, 0.72283, 0.57223, -0.55295, -2.267, -1.7263, -9.5266, 3.2974, -4.0448, 4.1134, 0.87537, -3.2864, 4.3226, 3.1919, 4.967, -2.6705, -9.9829, -0.32074, -10.392, -5.3785, -2.8998, 4.7162, -0.55134, -6.4041, -4.3229, 5.2472, -1.4631, 0.40971, 3.6202, -13.27, 0.65008, -3.5748, -4.6896, -0.91354, 1.4593, -12.55, -7.1765, 5.4497, -3.5085, -2.2701, -4.9282, -1.4157, 5.5092, -4.2203, 1.4381, -0.3688, 0.63003, -1.3431},
{-5.2967, 1.9774, 0.7026, -2.3481, 1.1421, 1.776, -7.3494, -2.7521, -5.1975, 2.0628, 1.3159, 0.98879, 3.9505, 3.9904, 0.73728, -2.5693, -5.2272, 3.8718, -3.2187, -4.8051, 6.5385, 5.1152, 1.3519, -11.204, -3.4949, -0.67743, -2.8268, -1.1297, -1.4186, -3.9147, 1.5148, -11.927, -4.7322, -0.57593, 0.9765, -9.1133, -5.6489, 1.681, -1.4, -2.3171, -5.5754, -0.68256, 2.8247, -0.31976, 6.708, -0.6608, 0.75289, 1.047},
{-4.1503, -0.48813, 0.6517, 3.0906, -5.4272, -11.426, -5.5589, -4.1619, -1.6395, -4.1288, 3.5204, 2.3754, 0.045447, 0.37865, -0.63217, -11.369, -18.394, -4.0117, 0.81405, -7.8304, 6.7764, 4.2604, 1.8525, -9.5732, -11.985, 4.1583, 1.9372, -6.0857, 1.6812, -3.1705, 2.2452, -14.856, -2.3423, -0.41887, 0.22193, -4.1338, -1.4304, 2.133, 0.61217, -1.7896, 2.8442, -3.1842, 5.2664, -3.2447, 2.5256, -3.9711, 0.66833, 1.047},
{-5.0086, 0.3379, 0.90892, 3.5164, -5.3219, -9.3276, -5.4258, -4.0169, -0.29327, -4.398, 4.0239, 2.4162, -0.8941, -0.03941, -1.9196, -11.643, -17.538, -5.1082, 0.79979, -6.6042, 7.1474, 4.7642, 1.1069, -10.81, -10.699, 4.1763, 2.5618, -5.7145, 2.4778, -3.7866, 2.0595, -13.451, -1.0309, -0.46942, 0.49789, -2.9371, -0.26427, 1.6495, 0.68965, -1.3056, 3.2545, -2.9937, 5.2593, -2.9822, 2.4163, -3.3863, 0.62181, 0.99519},
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{-0.71665, 1.6364, 2.855, -0.85451, 0.99818, 0.95549, 2.48, 0.24782, 2.136, -1.4662, 3.9077, 1.2437, -0.90414, -1.5069, 2.4881, -0.82649, -2.0001, -3.4601, -1.7678, -1.0381, -0.75305, -4.2435, -0.86832, -3.4367, -2.6481, 4.8095, 0.12681, 1.4297},
{2.8215, 2.6137, 2.6392, -1.3315, 1.4064, 1.4144, 1.2087, 1.9513, 0.69137, -1.317, 3.3612, 0.97127, 0.90667, -1.3376, -2.1301, -0.51081, -2.5685, -1.6903, -1.5406, -1.0712, -0.98905, -1.2891, 1.1209, -0.84273, -2.4167, 1.5642, -1.8427, 2.0116},
{5.9841, -3.3211, -0.4524, -1.5467, 1.4485, 0.56169, 1.0791, 0.73999, -3.5496, 0.04261, 0.10939, 1.3123, 0.3005, -5.1925, -0.067345, -1.2696, -1.4832, 6.7005, -0.48288, -0.35387, -0.39172, -0.24228, 2.3843, -0.58126, 1.1987, 2.1766, -7.0972, 2.0726},
{3.7809, -0.28856, -9.8758, -0.88277, 5.3233, -0.41367, 0.58404, 0.21147, -1.31, 6.2419, -13.066, 7.0394, 1.7796, 3.2375, 1.3103, -3.3721, 1.4211, -1.4768, -0.5407, -0.18722, 0.76104, -0.90201, 0.13946, -0.0079401, 9.0887, 0.21759, -3.9449, -3.3607},
{-0.23519, 2.5096, 1.855, -0.3238, -0.72329, -0.35817, 2.6276, 0.48432, 0.68176, -1.1333, 3.5441, 0.62204, 3.7244, 3.1379, 0.0059336, -0.70521, -2.2908, -4.1625, -1.5684, -0.52631, -3.105, -3.9577, 1.2017, -3.3317, -2.5318, 5.3968, 0.41414, 2.1521},
{2.0973, -1.2453, -2.3866, -0.28769, -5.1723, 0.31661, -0.11702, 0.30383, -1.2527, 2.2779, 0.074754, -22.046, 2.5334, -0.97504, 0.90369, 11.048, 3.5961, 3.1053, 0.59453, 0.097051, -0.064087, 0.53493, 0.21837, 0.0068397, -6.4769, -0.11279, 1.0905, -2.7544},
{0.23788, 3.057, 2.6595, -4.04, 2.2134, 2.0515, 2.5472, -2.8019, -0.31465, -1.1784, 3.2614, -2.265, 5.0162, -3.6685, -3.3891, 1.1251, 4.2875, -1.7147, -1.5681, -1.0806, -4.2604, -1.511, 1.0488, -3.753, -2.8135, 2.8004, -3.4689, 6.2769},
{2.3209, 1.2995, 2.4915, -1.0781, 1.3617, 1.2006, 1.7223, 3.1558, 2.6141, -1.4883, 3.3621, 1.1634, 0.82956, -2.0763, -3.2439, -0.35763, -2.7522, -1.8692, -1.9732, -1.2406, -1.812, -1.2084, 1.2501, -0.56022, -2.0411, 1.5523, -1.596, 0.74283},
{0.74226, -0.89127, -5.2548, -0.96829, 1.5741, -2.3757, 0.71694, 2.6057, 0.050057, 3.6471, -0.32092, 1.6932, 4.7029, -0.69496, -1.7469, -5.8822, -2.8582, -2.5225, -0.08134, 0.15526, 0.2365, -1.6475, 0.12233, 1.3589, -0.50341, 6.2943, -4.5643, 7.6406},
{4.9998, -0.89246, 6.0048, 2.5506, 4.7333, 0.17086, 0.48936, 0.45689, -0.35412, -4.5654, 0.77168, 4.2219, -0.74078, -0.95045, -1.8968, -0.98472, -4.0126, -4.2384, 0.5581, -0.45897, -1.4371, -0.18121, -0.54178, -1.1072, -5.1132, 0.44172, -2.5569, 3.3198},
{1.7426, 7.5737, -6.0495, 0.040157, 4.3523, 3.3214, 1.9014, 3.7576, 1.9364, 3.8444, 1.5474, 12.857, 0.2933, -4.7897, -4.9799, -8.5498, -5.6868, -1.609, 0.64565, -0.056879, -4.3502, -0.47572, -0.12552, 0.44939, 5.4286, 0.95371, 4.7293, 1.1609},
{-1.1144, -0.38855, -6.0632, 0.76499, 0.12484, -0.59589, -0.17713, 0.17419, -0.85273, 6.1018, -6.5491, 1.0349, -0.63468, -1.449, 1.0893, -2.397, -1.3154, -0.039539, -0.44331, 0.30185, 0.43378, -2.0007, 0.41477, -0.016396, 8.3953, -0.6407, 0.30895, -0.94087},
{-4.2359, 5.428, -7.4969, -0.55248, 4.0066, -0.22487, -0.37779, -0.97808, -0.81945, 5.3663, -9.0596, 3.3981, -3.5838, -1.4678, 7.8913, -0.3366, 3.346, 7.112, 0.01608, 0.012386, 2.8873, 0.56593, 1.0268, -0.75536, 10.371, -2.2495, -8.9699, -1.796},
{0.4568, 0.87352, 4.6034, -0.62309, -0.38816, 0.61148, 0.17616, 1.7369, 0.44241, -1.8298, 3.3647, 2.8555, 0.27551, -2.1303, -2.876, -2.6819, -2.9556, -0.1633, -1.0998, -0.1099, -0.35397, -5.3947, 0.35388, -0.14029, -6.516, 0.57625, -0.15497, 0.71396},
{-2.7975, -2.0869, -2.6304, 1.2478, -1.5195, -1.2695, -0.99835, -1.6153, -0.55046, 1.2288, -3.5527, -1.1824, -0.7977, 1.0044, 0.99228, 0.53096, 1.7896, 1.3709, 1.6722, 1.0218, 1.1106, 0.90165, -0.86486, 1.2203, 2.2856, -1.5205, 2.0646, -2.1694},
{-0.79349, -1.0168, -7.7199, 0.83012, 0.075562, -0.97086, -0.82664, -1.3731, 0.34748, 5.7893, -9.2467, 2.5154, -2.7101, 0.27483, 3.5597, -0.66509, 1.5393, 1.1138, 1.3727, 0.80531, 1.0116, 4.9618, 0.34015, 0.43761, 7.0212, -1.2944, 0.63854, -0.048227}
},
{
{-0.13927, 0.1503, 0.14768, -0.033898, -0.0041791, -0.18471, -0.1594, -0.18659, 0.043135, -0.12627, -0.02964, -0.10106},
{-0.015629, -0.16609, 0.12928, 0.14576, 0.068808, 0.18265, -0.093009, 0.0069842, -0.14138, -0.1286, -0.079461, -0.011528},
{-0.10622, 0.0017095, -0.10857, -0.12768, 0.15747, 0.12085, 0.066611, 0.016639, 0.17161, 0.061228, -0.1072, 0.18038},
{0.067605, -0.068399, -0.13969, -0.050897, 0.14741, -0.038498, 0.086406, -0.10741, 0.12779, 0.16977, 0.010371, -0.17604},
{0.1643, -0.0022766, -0.085198, -0.13792, -0.13637, -0.12213, 0.1681, 0.047949, -0.091084, 0.045751, 0.13744, -0.17702},
{0.0073387, -0.15469, -0.032394, -0.016892, 0.18496, -0.12937, 0.16637, 0.079115, -0.028598, -0.1822, 0.079964, 0.034617},
{-0.17592, -0.16111, 0.079304, -0.018029, -0.020401, -0.091782, -0.014954, -0.083043, 0.1504, 0.08386, -0.044289, -0.064413},
{0.011226, -0.04379, -0.098304, 0.16316, 0.0055408, -0.15057, 0.060987, -0.048414, 0.098504, -0.16869, -0.015208, 0.013806},
{-0.18607, 0.15641, -0.068964, -0.10763, -0.022782, 0.050918, 0.039928, -0.071749, -0.018199, 0.0072474, 0.11163, -0.036443},
{-0.16372, -0.013438, 0.057473, 0.15456, 0.1159, 0.11141, -0.13214, -0.14975, 0.062554, -0.16428, -0.18776, 0.17648},
{0.070593, -0.17005, 0.068542, 0.13639, -0.10904, 0.095602, -0.059031, 0.10427, -0.10978, 0.18036, 0.062247, 0.13891},
{0.16269, 0.10213, -0.042436, 0.0022511, -0.13093, 0.050432, 0.0086205, -0.16809, 0.017755, -0.064611, -0.11837, -0.1329},
{0.010178, -0.1416, -0.13322, 0.12003, 0.043976, 0.037122, -0.18333, -0.1284, -0.12247, 0.091949, -0.13832, 0.052735},
{0.058176, 0.071229, 0.13062, -0.01427, -0.18865, -0.068496, 0.054041, -0.076718, -0.025736, -0.12421, 0.16859, 0.16325},
{0.076043, 0.048963, 0.17213, 0.050171, 0.085925, -0.1446, 0.15793, -0.0083892, 0.070836, 0.1662, 0.040065, 0.11921},
{0.099102, 0.085198, -0.13299, 0.12272, -0.031098, 0.0098737, 0.17768, 0.0075549, 0.12707, -0.092617, -0.057643, 0.027518},
{-0.17104, 0.14687, -0.034483, 0.076427, 0.068246, 0.033257, 0.13001, -0.13217, 0.17891, -0.14217, 0.0036505, 0.16829},
{-0.064921, -0.073203, 0.024529, 0.17175, 0.12715, 0.076723, -0.016724, 0.12612, -0.15861, -0.12848, 0.12637, -0.13024},
{0.096914, 0.005017, -0.0043411, -0.079631, 0.12424, -0.12787, -0.18064, 0.029397, 0.10184, -0.14923, -0.064468, -0.059109},
{-0.050897, 0.13077, 0.17428, 0.0054558, -0.15809, 0.13615, 0.07822, -0.06381, -0.094432, -0.049679, 0.049802, -0.15249},
{0.18239, 0.12908, -0.11348, -0.032494, 0.048974, 0.021482, -0.023948, 0.18402, 0.10172, -0.065302, -0.17333, -0.18051},
{0.09576, -0.031978, 0.048859, 0.14233, -0.10827, -0.069543, 0.095137, -0.18836, 0.094208, 0.029019, 0.10094, 0.13489},
{-0.16151, -0.012126, 0.057169, 0.086836, -0.042021, 0.01079, 0.07396, -0.17789, 0.068663, 0.097608, 0.0072959, 0.065964},
{0.14541, -0.12158, 0.11455, 0.081505, 0.16916, 0.033306, 0.095951, -0.0039113, -0.17524, 0.075514, -0.10564, 0.075011},
{-0.024034, 0.027083, -0.0089079, 0.078063, -0.087229, -0.026137, -0.18737, 0.090318, -0.1052, 0.16451, -0.15535, -0.11642},
{-0.0084166, -0.17649, -0.11216, -0.18177, -0.081627, -0.04905, -0.15878, 0.013708, 0.057686, -0.052127, 0.078035, -0.058255},
{-0.085077, -0.00057446, 0.15182, 0.0094444, 0.10729, -0.020083, 0.15243, -0.14268, -0.048581, -0.016981, -0.090039, -0.1358},
{-0.12605, 0.093846, -0.1353, -0.16434, -0.082337, -0.042396, 0.093236, -0.11782, -0.10066, -0.098104, -0.045973, -0.1052}
}
};
vector<vector<double>> layerBiasesP2 =
{
{4.0553, 9.5009, 5.7974, -1.3525, 6.5318, -0.50287, 9.6592, -15.013, -1.873, -15.362, 0.89585, 27.826, 6.6324, -10.145, 0.41107, 9.1052, 7.9299, 0.33478, -0.16185, 2.8809, -5.8342, 21.721, 18.219, 11.904, 3.7572, 11.918, -5.8657, 6.8389, 0.24598, -1.3747, -5.0506, 2.163, -9.0031, -6.9489, -12.442, -8.4545, -4.4945, 1.5343, -17.252, -8.1534, 1.9184, 11.763, 1.3696, 29.963, -4.7906, -13.195, 6.6268, 21.972},
{-3.8474, -2.8814, -2.6962, 2.0196, -0.62534, -2.4071, -2.4825, -3.2674, -2.1139, 1.2586, -3.4901, -0.43501, -2.1875, 1.7493, 4.7094, 0.79303, 3.6651, 1.7617, 2.0718, 1.9055, 2.5107, 2.9014, -2.1866, 1.8517, 2.5122, -3.1423, 1.4492, -2.6928},
{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";
}
}
