#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, 80, 54, 36, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.6569, 0.20223, -0.034793, -0.569, -0.1501, 0.4837, -0.3808, -1.2937, -0.58948, 0.091426, 1.4909, 0.26661, 0.54373, -0.55063, 1.6008, 0.98432, -0.50673, 0.11275, -0.44969, -0.16347, -0.57291, -0.22906, 0.91388, -0.44405, -0.83575, -0.95094, -0.4996, -0.26146, 0.52125, 0.91536, -0.34931, -0.76518, 0.031461, 0.27614, 1.0618, -1.3861, -0.3249, -0.26611, 1.3283, -0.049541, 0.090558, 0.39659, -0.71024, -0.41019, 0.024343, -1.1672, 0.3038, 0.067364, 1.7129, -0.73326, -0.98569, -0.54477, 0.63761, -1.5164, -0.54714, -0.26308, 0.17557, -0.20431, 1.043, -0.91069, 0.50618, -0.60331, 0.77192, -0.17383, -0.094005, -0.33351, 0.18745, 0.51655, 0.20803, -0.23779, -0.26043, -0.49722, 0.63981, -0.44607, -0.71435, 0.1332, 0.87686, -0.11597, -0.87659, -0.16705},
{-0.55545, 0.27365, -0.19247, 0.15152, -0.34928, 0.85882, 0.087925, -0.16649, -0.21017, -0.50248, 1.1541, -0.15337, -0.7125, 0.23268, 1.1428, 0.37696, -0.18852, 0.47093, 0.20943, -0.30071, 0.80451, 0.14913, 0.39498, -0.20881, 0.37451, -0.35301, -0.28915, -0.5403, -0.3562, 0.78094, -0.066539, -1.034, 0.8415, 0.74551, 0.49389, -1.0727, -0.48673, -0.0096385, 0.074542, 0.067602, -0.39815, -0.46421, -0.29874, -0.036713, -0.29017, -0.85789, 0.29734, 0.15075, -0.5362, -0.25955, -1.549, -0.39621, -0.44253, 0.20961, -1.9322, -0.2872, 0.27791, 0.071454, 0.0061117, -0.33729, -0.27664, -0.72821, 0.41571, -0.59874, -0.32423, -0.45868, 0.53469, 0.5834, -0.76326, 0.15412, -0.0648, 1.6208, -0.35519, -0.15278, 0.23495, -0.29681, 0.47494, 0.20883, -0.6679, -1.3379},
{-0.5608, -0.49751, -0.61426, 2.5576e-05, 0.16611, 0.38948, -0.040393, -0.22956, 1.9272, 0.08782, 1.1456, 0.36311, -0.22764, 0.13976, 0.83387, 0.50513, -0.0032388, -0.21112, 1.2086, 0.20177, 0.61353, 0.26177, -0.4052, 0.69967, -0.51378, 0.84363, -0.085684, -0.68989, -0.059492, 0.33404, -0.054546, -0.2138, -0.34373, 0.57014, 1.6606, -1.027, 0.12818, -0.11836, -0.073472, 0.52665, -0.455, -0.15537, 0.10693, 0.57678, -0.28663, 0.012042, 0.32737, -0.15731, -0.51708, -0.62301, 0.38009, 0.10307, -0.24234, -0.24534, -0.82486, 0.20281, -0.43896, 0.066695, -0.12859, -0.63099, -0.27697, -0.18559, 0.35163, 0.52585, -0.41474, 0.34557, 0.59752, -1.1915, 0.28228, 0.27491, -0.33199, -0.16938, -0.32257, -0.0024272, 0.30125, -0.62891, 0.28172, -0.4515, -0.66505, -0.74401},
{0.18838, -0.72248, -0.78586, 0.88438, 1.2366, -0.197, -0.32411, 0.47354, 1.3961, -0.064201, 0.069536, -0.95063, -0.19607, 0.48166, 0.036115, -1.2088, 0.024156, -0.47533, -0.53016, 0.17147, -0.25959, -0.96567, -0.12999, -0.58976, 0.56984, -0.81211, 0.39793, 0.6936, -0.012462, -0.6065, -0.05749, 0.012137, -0.086744, 0.76864, 1.338, 0.39512, 0.61593, 0.43079, 0.18589, 0.41834, 0.13179, 0.25952, 1.2777, 0.31698, 0.28695, -0.77375, -0.44163, -0.66659, 0.60885, -0.80997, 0.49886, -0.47541, 0.28031, -0.24991, 0.96446, -0.24899, -0.55714, 0.093403, -0.70881, -0.90569, 0.54847, 0.83411, 0.22961, 0.16562, -1.1048, 0.48666, 0.27348, -1.6152, -0.14824, 0.72555, -0.41533, -2.1295, 0.030978, -0.0077017, 0.81723, 0.15961, -0.031015, -0.66709, 0.20174, -1.6686},
{0.16869, 0.11209, -0.10943, -0.017431, 1.0176, -0.031761, 0.76821, 0.84985, -1.1278, 1.2546, 0.16972, -1.521, -0.55556, 0.60414, 0.34391, -1.0398, -0.31119, 0.15132, -0.56589, 0.15114, -0.42024, -0.36915, -0.16798, -0.47082, 1.249, -0.19818, 1.0981, -0.16173, -0.7234, 0.031646, 0.15218, -0.15367, 0.32841, 1.0615, 1.0229, -0.7859, 0.11762, 0.18168, -0.07886, 0.80234, 0.53309, -0.047869, 0.44897, -0.44619, 0.14823, -1.1087, 0.57367, 0.97845, 0.53959, -1.065, -0.15007, 0.054604, -0.010255, -0.84785, -0.74199, -1.0791, 0.38415, -0.10769, -0.10626, -0.019061, 0.047837, 0.21674, 0.64458, 1.3605, -0.53079, 1.2298, 0.01364, -1.5562, -0.46539, 0.45941, 0.78898, -1.4356, -0.5201, 0.61609, 0.78635, 1.1266, -0.23609, -1.5915, 0.68078, -1.02},
{0.29226, -0.54894, -0.25473, 0.49144, 0.46803, -0.56765, 0.56413, 0.72166, 0.31133, 1.1311, 0.76606, -0.79862, -0.23078, 0.14444, -0.4418, -0.98931, 0.065036, 0.011111, -0.26928, -0.022578, 0.18903, -0.2673, -0.57211, 0.08182, 0.16868, -0.76415, 0.16731, 1.1104, 0.17034, 0.0678, 0.12897, 1.168, -0.17938, 0.042166, 1.5745, 1.0052, 0.89045, 0.37433, 0.159, 0.10429, -0.64155, 0.21123, 0.34953, 0.30011, -0.81534, 0.08251, -0.63464, -0.18589, -1.1618, -0.12924, 0.68949, 0.75602, 0.21889, 0.35421, 0.18743, -0.30546, 0.31299, -0.19127, -0.21158, -0.20821, -0.62235, 0.41985, -0.37537, 0.22436, 0.25296, 0.95638, -0.18685, -2.1562, 0.14683, -0.34318, 1.2006, -0.82698, 0.12213, 0.47619, 0.41774, 0.51205, -0.64444, -0.11876, 1.1272, -0.19499},
{-0.72508, 0.36649, 0.57136, 0.27067, -0.91735, 0.51119, 0.6808, -0.051698, -0.88836, 0.55703, 0.19242, 0.36497, 0.12504, -0.16348, -0.29607, -0.012262, -1.0298, 0.62743, 0.35345, 0.41775, 1.0473, -0.013941, -0.091021, 0.87284, -0.064645, -0.7664, -0.56526, 1.0415, 0.63248, -0.26834, 0.10119, -0.38295, -0.33083, -1.3096, 1.1596, 0.28282, 0.22345, 0.18211, -0.46055, -0.23336, 0.071341, 0.12346, -0.34349, 0.85859, 0.27396, -0.19082, -0.27399, -0.075336, -0.86398, 0.90781, 0.01974, 0.072366, 0.40903, 0.15723, 0.59033, 0.063326, 0.69645, 0.025882, -0.87312, -0.093686, -0.83146, -0.33966, -0.2794, 0.29675, 0.77305, -0.26743, -0.16171, -0.96412, -0.070827, -0.63269, 1.3105, -0.17619, 0.24639, -0.42983, -0.10434, -0.43768, -0.74873, 0.22481, 0.33266, -1.3775},
{0.38055, 0.064896, 0.80386, 0.40974, -1.4288, -0.036532, 0.86467, 0.039129, -1.0124, 0.2143, -0.72652, 0.68338, -0.12489, -1.1797, -0.92882, -0.0027712, -1.0056, 0.070189, 0.24919, 0.80194, 0.27593, 0.94583, -0.63744, -0.27156, -0.29881, -0.81637, -0.077276, 0.5573, 0.30172, 0.0056966, 0.21831, -0.75976, -0.32777, -1.4861, -0.13538, -0.30555, -0.80407, 0.53452, -0.99289, -0.10805, -0.087751, 0.34483, -0.55451, 1.3464, 0.13413, -0.18369, 0.72775, -0.087759, -0.98999, -0.22857, -0.74871, -0.79823, 0.28304, 0.63533, -1.8231, 0.014253, 0.30099, 0.39756, -0.28918, -0.20637, 0.2972, 0.49642, -0.045078, 0.01721, -0.010017, -0.86241, 0.20006, -0.18407, 0.50428, -0.63047, 0.89388, -0.00039631, 0.21831, -0.048558, -0.70107, 0.051118, 0.29473, 0.36424, -0.01935, 0.1058},
{-1.0515, 0.14493, 0.18451, -0.14465, -0.43912, 0.44627, -0.04097, 0.28113, -1.6118, 0.58447, -0.2567, -0.08181, -0.95334, 0.82118, -0.097374, -0.21442, -0.30341, 0.85372, 0.048721, -0.57046, 0.5458, 0.32145, 0.68215, 0.14673, 1.2057, -1.3638, 0.34907, -1.0337, -0.87502, 0.18833, 0.10274, -0.6473, 1.1354, 0.40451, -1.1217, -0.77322, -1.0523, -0.22007, -0.24263, -0.53986, 1.338, 0.084179, 0.1756, -0.24408, -0.5233, -0.57908, -0.42257, 1.2917, -1.8943, 0.5084, -0.9227, -0.48441, -0.55549, -0.13952, -0.34307, -0.020661, 0.52129, -0.60052, -0.1947, 0.32681, 0.61802, -0.77866, -0.34186, 0.22993, -0.11454, 0.096313, -0.54746, 0.53523, -0.595, 0.64268, 1.8809, 0.8182, -0.52385, 0.71572, 0.39736, 0.2072, 0.3469, -0.16799, -0.88402, 0.43661},
{-0.2796, -0.092625, 0.67545, -0.50442, 0.12227, -0.72877, -0.094378, -0.62757, 0.41937, -1.2066, -0.27898, 0.46888, -0.35325, 0.22498, -0.0088392, 0.68508, 0.092475, -0.47912, -0.85303, -0.038909, -0.36477, -0.26425, -0.19581, -0.52757, 0.57218, -0.49826, -0.67746, 0.70076, 0.71263, 0.27325, 0.019528, 1.0964, -0.59457, -1.3757, -2.2104, 0.65534, 0.89884, 0.69214, 0.21444, -1.2449, 0.023204, 0.9114, -0.27742, 0.065631, 0.099961, 0.17773, -1.0452, -0.12284, -0.91161, 0.36335, 1.0176, 0.75049, 0.80253, -0.03246, -0.79111, -0.094832, -0.74347, -0.012554, -0.10645, -0.0076307, 0.74655, 0.10599, -0.033525, -1.6248, -0.63819, -0.16179, -0.83405, 0.8356, 0.25237, 0.44744, 1.1501, -0.033497, 0.25062, 0.37794, -1.2909, 0.64975, 0.22324, 0.98088, 0.46106, 0.78318},
{0.52952, -0.03335, -0.42352, 0.14112, -0.14642, 0.34248, -0.075813, 0.27724, -0.13721, -0.76783, -0.14303, 0.75863, -0.18243, -0.013334, 0.25008, 0.020888, -0.21595, -0.11136, 0.62903, -0.11107, -0.085762, 0.16778, 0.4322, -0.070891, 0.37608, -0.61416, 0.4763, -0.68206, 0.15014, -0.0010034, -0.19896, -0.40318, 0.11788, 0.65309, -0.87687, -0.47912, -0.62161, -0.18284, -0.45416, -0.011758, -0.6084, -0.20566, -0.27212, 0.86694, -0.31745, 0.43827, 0.13585, -0.11359, 0.3816, -0.75063, 0.51834, -0.026826, -0.14752, -0.23664, 0.61874, 0.47073, -0.38128, 0.24755, 0.23447, -0.21905, 0.48047, 0.17161, -0.29283, 0.23106, -0.38617, -0.59715, 0.21353, -0.15021, 0.33199, 0.37816, 0.98304, 0.51649, -0.032116, -0.29156, 0.43608, -0.0020796, -0.1381, 0.13625, 0.13607, 1.7592},
{0.64149, -0.028003, -0.27927, -0.41876, -0.0094807, -0.1476, 0.074184, 0.15116, 1.1198, -0.2816, -0.078893, 0.49485, -0.90959, 0.073365, 0.58248, -0.33043, -0.21131, -0.34444, 0.20476, -0.25411, -0.16187, -0.16867, 0.32027, 0.643, -0.30488, -1.3247, 0.36461, -0.51314, 0.68502, -0.033573, -0.13226, 0.64303, 0.1448, 0.17902, 0.53341, 0.08143, -0.26291, -0.29017, 0.18021, -0.15141, -1.6523, 0.19961, -0.23097, 0.65921, 0.12634, 1.0961, -0.44829, -0.047137, 0.53547, -0.33824, 1.856, 0.35724, -0.17292, 0.34229, -0.50755, -0.14646, -0.12966, 0.28095, 0.28746, -0.31872, -0.35795, 0.010628, -0.20183, 1.6747, 0.47487, -0.14071, 0.091613, -0.95601, 0.25254, -0.1215, 0.65172, 0.40623, 0.77365, -0.064623, 0.45484, -0.17329, -0.26164, 0.3673, 0.76097, 0.40039},
{-0.68187, 0.59664, -0.47742, -0.35567, -0.74073, 0.44247, -0.13777, -0.62787, -0.34886, -1.1661, -0.092958, 0.60215, 0.6836, 0.36199, 0.50887, -0.12924, -0.12983, -0.23501, 0.88039, 0.12125, 0.50903, 0.081015, -0.31493, 0.59084, -0.59928, -0.78579, 0.38656, -0.57103, 0.48774, -0.24428, 0.25813, -0.17563, 0.5059, -0.64254, 0.365, -0.73252, -0.84942, -0.62563, 0.3085, 0.21534, -0.37066, -0.070094, -0.45236, 0.71224, -0.59796, 0.50013, 0.19808, 0.47139, 0.42444, 0.95318, 0.57634, -0.3651, 0.022977, -0.4198, 0.84532, -0.34905, 0.61754, -0.068959, 0.13317, 0.06552, -0.4084, -0.2426, -0.73018, 1.9943, 0.45384, 0.060836, 0.44224, -0.44078, -0.090156, -0.23049, 0.5469, -0.066029, 0.22963, 0.4071, -0.078065, -0.46553, -0.6485, -0.3761, 0.035467, -0.072561},
{0.048897, -0.65402, 0.20609, -0.32166, 0.27182, -0.29465, 0.39537, -0.5246, -0.50095, -0.28803, -0.21987, 0.12396, -0.10295, -0.27684, -0.93058, 0.92021, 1.0307, -0.77756, -0.10322, -0.61761, -0.63456, 0.11008, 0.1742, -0.53586, -0.78168, -0.76996, 0.04961, -1.0135, -0.34419, -0.55535, 0.025435, 0.46619, -0.26918, 0.60577, 0.0805, -1.3486, -0.0030309, -0.77678, 0.8862, -0.16208, 0.17625, -0.53625, 0.56357, -0.27827, -1.2876, 0.70419, 0.10317, 0.87176, 0.26627, -0.8051, 0.85039, -0.069547, 0.36851, -0.27479, -1.9517, -0.42587, -0.64563, 0.78648, 1.3151, -0.13979, -0.097341, -0.66777, -0.45058, 1.3245, 1.0263, 1.4387, 0.23163, 1.7267, 0.19794, 0.11186, 0.80044, 0.38676, -0.42969, 0.59282, 0.2812, 0.30966, 0.91568, -0.038733, -0.84221, 0.52008},
{0.20627, -0.68716, -0.078879, -0.0594, 0.50279, -0.60679, 0.79227, 0.64675, -0.60614, 0.29121, 0.30281, -0.41925, -0.02452, 0.49475, -0.10679, 0.5597, -0.38262, 0.089907, -0.44385, -0.59246, -0.14278, -0.015053, 0.53722, -0.59426, -0.77857, -0.68186, 0.21843, 0.35712, -0.6067, -0.45962, 0.12032, -0.47414, 0.5871, 0.26347, -0.15318, 0.877, 0.29597, -0.023212, -0.18606, 0.19635, 0.65677, -0.25595, 0.23851, -0.83465, -0.70984, -0.13774, -0.27072, -0.27262, -0.12285, 1.0467, -0.036345, 0.19366, -0.24586, 0.10039, -0.70492, 0.10898, -0.062301, 0.13018, -0.90513, 0.1194, -0.21577, 0.010917, 0.20511, 0.34285, 0.39749, 0.27453, -0.094432, 0.16628, 0.12571, 0.0035683, 0.91362, -0.11446, -0.58323, 0.44999, -0.49592, -0.18194, 0.41693, 0.44946, -0.32343, -1.4752},
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{-0.09076, -1.339, -0.31461, -0.88216, 0.54873, -0.81898, -0.5167, 1.221, -0.76863, -0.015334, 0.37694, -0.51777, 0.4092, -0.43109, 0.17408, -0.70089, -1.1991, 0.35989, -0.4131, 0.50669, 0.13844, -1.0556, -0.5855, -0.59401, -0.19564, -0.19581, 0.29529, -0.30625, -0.34675, 0.9595, -1.0419, -0.77741, 0.29491, 0.31198, 0.28189, -0.34454},
{-0.048385, 1.7725, 0.34647, 0.74384, -0.7819, 0.86925, 0.85505, -1.3572, 0.97531, -0.40887, 0.11118, 0.51186, -0.37462, 0.27753, -0.34109, 0.76001, 1.3512, -0.64328, 0.36712, -0.67397, -0.16046, 0.60804, 0.84951, 0.56254, 0.033086, 0.38806, -0.24238, 0.67442, 0.19488, -1.1719, 1.1077, 0.57605, -0.44282, -0.64447, 0.13554, 0.1994},
{0.10652, -0.91171, 0.39384, -0.65336, -0.37929, -0.73771, -0.074642, 0.41024, -0.44442, -0.058714, 0.61559, -0.58903, -0.36817, -0.75206, -0.14883, -0.57892, -0.60938, -0.0047939, -0.34043, -0.092066, -0.58075, -0.56302, 0.12896, 0.013417, -0.79553, -1.0025, -0.47942, -0.025059, 0.31802, 0.80412, -0.46673, -0.44534, -0.27541, -0.94474, 0.86814, -0.99769},
{0.197, 0.91459, -0.56638, 0.42558, -0.048904, -0.30557, 0.0057996, -0.15652, 0.31225, 0.57156, -0.80282, 0.2204, 0.2299, 0.7648, -0.092496, 0.81889, 0.7578, 0.30419, 0.2654, 0.29405, 0.49569, 0.80627, -0.23262, -0.70393, 1.136, 0.57721, 0.071847, -0.15307, -0.030323, -0.30811, 0.83192, 0.75101, 0.32895, 0.66502, -1.3157, 0.92595},
{0.51461, -0.50292, -0.60057, -0.66273, 0.72341, -1.2328, -0.18928, 1.1955, -0.021783, 0.5619, -0.022887, -0.36439, 1.0584, -0.40605, 0.40611, -0.4438, 0.067036, 1.0171, -0.17363, 1.0653, 0.62471, -0.78395, -1.1691, -0.415, 0.094667, 0.57605, -0.033591, -0.00098928, -0.37791, 0.59418, -0.84144, -0.39753, 0.51325, 0.69675, -0.11028, -0.49301},
{0.96283, -0.26229, -0.050321, -0.86444, 0.16588, -1.6223, -1.3411, -0.33966, -0.46456, 0.0084375, 0.66192, -0.6349, -0.095601, -1.7244, 0.30104, -1.0715, -0.8977, 1.1416, -0.52549, -0.50852, 0.43886, -1.516, -0.99505, -0.061001, 0.36265, -0.56283, -0.0071202, -1.7196, -0.74768, -0.18763, -0.52735, -0.24465, 0.47194, 0.14633, -0.24054, -0.26496},
{1.1206, -0.62244, 1.0222, 0.31995, -0.55079, 1.0546, 0.73732, -0.031475, -0.11357, -0.48188, 0.95543, -0.0038271, -0.28897, -1.5193, -0.084853, 0.018962, -0.4841, -0.060803, 0.15404, -0.73509, -0.48303, 0.11456, 0.43888, 0.87854, -1.2701, -0.48436, -1.1401, 0.83368, 0.21403, 0.12035, -0.80157, -0.37002, -0.10296, -0.61511, 0.18791, -1.4871},
{0.21622, 1.3279, 0.34729, 0.13137, -0.84325, 0.18283, 0.47343, -1.1495, 0.73357, 0.33966, -0.23158, 0.16694, -0.4963, 0.47447, 0.30162, 0.50782, 1.1516, 0.033453, 0.26888, -0.67949, -0.30749, 0.093918, 0.76138, 0.63351, 0.053814, 0.12005, 0.050643, 0.51741, -0.1362, -0.60148, 0.75598, 0.58795, 0.1396, -0.49545, -0.05938, 0.37474}
},
{
{-0.12282, 0.13794, -0.030411, 0.068845, -0.10771, -0.16168, 0.16229, -0.11136, 0.098451, 0.14842, 0.090677, 0.13255},
{-0.013783, -0.011851, 0.021633, -0.1603, -0.11409, 0.04766, -0.16611, -0.11341, -0.16559, -0.11486, -0.0044396, 0.13374},
{-0.09368, -0.14997, -0.0038285, 0.0083291, -0.080944, 0.13928, -0.15688, 0.053998, 0.054896, -0.052129, 0.065665, -0.10973},
{0.059622, 0.090068, 0.1537, -0.14494, -0.13279, 0.1567, -0.0034494, 0.14972, -0.10439, -0.13449, -0.0043835, -0.1562},
{0.1449, -0.12488, -0.10008, -0.0036856, 0.044906, 0.11466, 0.079653, 0.040349, -0.12199, -0.1592, 0.07015, 0.0074049},
{0.0064721, 0.062818, 0.04309, 0.060683, 0.098257, -0.014749, 0.012089, -0.16069, 0.14868, 0.11896, -0.074451, -0.074267},
{-0.15514, 0.043181, 0.050418, 0.13888, 0.084313, -0.15931, -0.12583, 0.073957, 0.035334, 0.058175, -0.073299, 0.028954},
{0.0099001, 0.075137, 0.10102, 0.13001, 0.044477, 0.068983, -0.10391, -0.14877, -0.050836, 0.066153, 0.010163, 0.10397},
{-0.1641, 0.12952, -0.0078561, -0.12027, 0.032739, -0.021121, 0.038042, 0.0063916, 0.0032194, -0.10267, -0.088199, 0.14662},
{-0.14439, -0.064559, -0.098917, 0.16312, -0.060407, 0.083903, -0.12469, -0.14488, 0.11145, -0.051376, 0.032492, 0.026621},
{0.062258, 0.0044246, 0.13389, -0.017992, -0.12752, 0.065226, 0.15134, 0.15906, -0.056855, -0.11976, 0.14008, 0.12693},
{0.14348, 0.11533, -0.11933, 0.0048865, 0.0087078, 0.084621, 0.1127, -0.056981, 0.043921, -0.092781, 0.10706, -0.10348},
{0.0089763, 0.11384, -0.029896, -0.020091, 0.02933, -0.16525, -0.080329, 0.081091, -0.15286, 0.028672, -0.08991, 0.072973},
{0.051306, -0.028202, 0.12855, 0.10222, 0.067663, -0.14003, -0.025221, -0.10954, 0.089022, -0.15789, 0.13317, -0.14238},
{0.067064, -0.010694, -0.1126, -0.09616, -0.11277, 0.13443, 0.13264, 0.14658, 0.0064344, 0.087448, 0.050505, 0.12635},
{0.087399, -0.10722, -0.044887, -0.11547, 0.12008, 0.082226, 0.086872, -0.081681, -0.093161, -0.14089, 0.14531, -0.13672},
{-0.15085, 0.023885, -0.12163, 0.038783, 0.018945, -0.16455, -0.01605, -0.12538, -0.137, 0.14183, 0.11959, -0.027735},
{-0.057255, -0.15565, -0.014898, -0.16637, -0.061331, 0.0061595, 0.055168, -0.11331, 0.06882, -0.023185, 0.15081, 0.058231},
{0.08547, -0.00050663, -0.0159, 0.075778, 0.0095161, 0.014674, -0.096813, -0.13161, -0.079407, 0.11042, -0.12568, 0.10435},
{-0.044887, 0.082764, 0.14389, -0.027425, 0.029373, -0.094725, 0.015658, -0.043813, -0.040545, 0.033879, 0.06749, 0.089787},
{0.16085, 0.13025, -0.094917, 0.060187, -0.023051, 0.042287, -0.10801, -0.057591, -0.089131, 0.0064455, -0.13075, 0.13217},
{0.084452, 0.11401, 0.13631, 0.11214, -0.043258, 0.069773, -0.022697, 0.025592, -0.010167, -0.11286, -0.13338, -0.0045098},
{-0.14244, -0.095749, 0.12029, 0.10957, -0.017711, -0.073237, 0.062471, 0.086082, 0.15908, 0.024787, -0.051808, -0.040838},
{0.12824, -0.12319, 0.0019853, -0.13942, -0.03739, -0.042697, 0.11207, 0.066597, -0.15525, 0.010476, 0.085874, 0.062526},
{-0.021196, -0.075137, 0.10585, 0.043191, -0.14058, -0.063277, 0.15778, 0.14508, -0.15612, 0.055683, -0.056414, -0.14106},
{-0.0074227, -0.028569, -0.012585, -0.095484, -0.082026, -0.13207, -0.13988, -0.045972, 0.030529, 0.016245, 0.024394, -0.0074531},
{-0.075031, 0.06994, 0.044246, -0.037059, 0.058746, 0.09196, 0.089812, -0.014976, -0.056807, 0.055988, -0.099173, -0.087327},
{-0.11116, -0.086696, 0.10823, 0.14918, 0.076203, -0.14824, -0.083282, -0.08652, 0.012176, 0.023861, 0.15812, 0.15863},
{0.13255, -0.06082, 0.067402, -0.076928, 0.14825, -0.11324, 0.089705, -0.02614, -0.03214, -0.019562, -0.0027198, 0.0604},
{-0.14648, 0.050686, 0.15147, -0.071988, 0.14672, -0.067659, 0.083084, -0.070078, 0.15564, 0.00075824, 0.10164, -0.045867},
{0.0015076, 0.060449, -0.070228, 0.094622, -0.013189, -0.0073986, 0.060555, -0.094538, 0.1225, -0.15611, -0.11347, 0.098093},
{-0.060322, -0.037425, 0.0048116, -0.072615, 0.053785, 0.0066628, -0.15454, 0.0091464, -0.1172, 0.0073545, -0.11692, -0.14216},
{-0.0020078, -0.11749, -0.028657, -0.16289, 0.035213, -0.11656, -0.092778, 0.12121, 0.046508, -0.15498, -0.039797, -0.0053757},
{-0.13642, 0.11519, 0.12552, 0.16108, -0.11654, 0.11123, 0.050874, 0.070521, 0.14397, -0.13094, -0.025289, -0.00011422},
{-0.14208, 0.1518, 0.076583, 0.10658, -0.052061, 0.025925, -0.042845, -0.039059, 0.10514, 0.017276, 0.050432, 0.14428},
{-0.038619, -0.11728, 0.071881, -0.033952, 0.0076026, -0.056275, -0.08877, -0.013412, 0.024269, 0.037037, -0.14662, -0.11793}
}
};
vector<vector<double>> layerBiasesP1 =
{
{-0.053896, 0.013024, 0.042553, -0.12905, -0.066981, -0.12963, 1.6336, 0.21869, -0.66001, -2.0594, 1.1086, 0.076531, 2.7477, 0.084072, 0.60759, 0.2542, -0.012083, 0.1161, 0.035434, -0.15451, 0.055635, 0.013658, 0.026997, 0.069518, 0.012247, 3.3742, -0.10937, -0.059289, -0.13861, 1.0901, -1.2393, 0.16945, 0.075212, -0.20723, 1.2571, 0.47581, 0.02195, -0.065962, 0.0071147, -0.21843, 0.0029023, 0.00062047, -0.011209, -0.091975, 3.2972, 0.15494, -0.15244, 0.099917, 1.9794, 0.58204, 0.19247, 0.12524, -0.06976, 0.059495, 0.14119, 0.035367, -0.031321, -0.0027066, -0.11556, 0.067198, 0.038829, -0.068888, 0.82963, -0.14095, 0.045803, -0.11103, -0.16221, -0.94772, -0.10537, 0.13117, -1.9114, 0.29258, -0.12102, 0.10726, -0.13424, -0.011636, -0.047338, 0.3535, 0.015752, 1.4556},
{-1.2793, 0.2393, 0.61193, 1.1435, 0.27959, -0.93492, -0.76423, 0.10567, -0.84995, 0.62522, 0.73318, -0.05362, -0.83067, 0.25747, -0.35883, -0.37196, 0.24736, -0.37831, 0.88026, -0.41827, 1.432, 0.12389, 0.19719, 0.49415, -0.35207, 0.31175, 0.63072, -0.50907, 0.5497, 0.28797, 0.45902, -0.078744, -0.486, -0.057708, -0.29099, -0.25976, 0.28902, 1.1896, 0.7052, -0.73914, 0.39738, -0.38314, 0.33794, -0.14968, 1.1118, 0.4878, 0.059598, 0.35961, 0.092881, -0.22145, -0.61741, 0.26642, 0.75294, 0.2511},
{0.55766, -0.25115, 0.40225, -0.056032, -0.40831, 0.14562, 0.059659, -0.35575, -0.70847, -0.91221, 1.067, 0.041115, -0.44496, 0.035566, 0.39517, -0.078513, -0.57024, -0.85195, 0.24317, -0.81503, -0.1943, -0.11195, -0.088556, -0.52139, 0.11278, -1.0593, -0.47707, -0.80246, 0.33222, -0.38869, -0.079872, 0.658, 0.074291, -0.32072, 0.0093976, -0.085749},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 48, 24, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{2.9905, 0.55014, -1.5028, 0.036638, 0.41906, -0.10753, -0.090968, -0.55872, 0.76212, 0.41216, 0.63213, 0.27033, -0.045694, -0.44982, 0.079571, -0.13506, -0.077291, 0.4316, -6.1957, 0.033543, 0.089267, 0.22016, -0.61416, -1.0532, -0.30969, -0.3174, -1.0432, 0.48086, -0.26176, -0.62313, 0.34436, -0.24813, 2.9542, 0.34013, -0.041051, -0.40578, 0.7438, -0.099798, -0.48202, 0.29029, -0.76899, -0.036378, -0.15941, 0.81616, -0.50108, 0.31102, -0.38821, -0.27444},
{2.1585, 0.56579, -1.0865, 0.081572, 1.4138, 0.59075, -0.63101, 0.014699, 4.3898, -0.34795, 0.23062, 0.33637, 0.29321, -0.86076, 0.57957, 0.32983, 0.27701, 0.33607, -8.7243, -0.29067, -0.18365, -0.34967, -1.7917, 0.91159, -0.44178, -0.22393, -0.27217, 1.5551, -0.27878, -0.41824, 1.1138, 0.0021547, 2.5921, 0.10043, 0.087585, -0.32665, 0.52293, -0.2138, -0.283, 0.43436, -0.6926, -0.042675, 0.23772, 1.0186, -0.036915, 0.24985, -0.1157, -0.33585},
{1.1038, -0.082203, -0.78065, -0.057863, 3.924, 0.55992, -0.34622, 0.48057, 3.0857, -0.22352, -0.056538, -0.32083, 0.21733, 0.093907, 0.26248, 0.28125, -0.10646, 0.26388, -6.3451, -0.26033, -0.16126, -0.10407, -0.80505, 0.80929, 0.18077, -0.15625, -0.057892, 0.83033, -0.20459, 0.23863, 0.48939, 0.3514, 0.076581, 0.14193, 0.14355, -0.022235, 0.27562, -0.037524, 0.025366, -0.010907, -0.18945, 0.068675, -0.10382, 0.3448, 0.14684, 0.053747, -0.14129, -0.22142},
{-0.9685, -0.7333, 1.5436, -0.30036, -2.9516, -0.46251, 0.65424, -0.0083265, 2.0939, -0.29437, 0.054637, 0.010793, -0.2794, 0.29003, -0.064418, -0.21723, -0.44517, 0.33305, -7.3697, -0.19091, -0.47691, -0.42179, 0.36308, -1.0564, 0.041652, 0.33547, 0.97188, 0.032769, 0.15752, -0.047515, -0.25017, 0.23289, -1.0555, -0.16105, -0.53577, 0.079021, -0.31044, -0.0064469, 0.77366, -0.39523, 1.1187, 0.4101, 0.38214, 0.5219, 0.22285, -0.63118, 0.80201, 0.74382},
{-1.2577, -0.60861, -0.015943, -0.059618, -0.28195, -0.080448, 0.36777, 0.21171, -1.6669, -0.025052, -0.22405, -0.1345, -0.21062, 0.57892, -0.014641, -0.41921, -0.074198, 0.14289, -4.0227, -0.1129, 0.16911, 0.053091, 0.11508, -0.206, 0.57463, -0.029125, 0.22902, -1.78, 0.21568, 0.233, -0.38798, 0.062344, -0.10132, -0.034728, 0.14519, 0.44566, -0.48392, -0.008847, 0.76338, -0.17959, 0.17696, 0.31473, -0.13991, -0.4652, 0.48567, -0.46252, 0.033412, 0.49306},
{-1.5893, -0.3013, -1.531, -0.18755, -0.44811, -0.23023, 0.26794, 0.062976, -3.3446, 0.54399, -0.32503, -0.79629, -0.073228, 0.44322, -0.40723, -0.22624, -0.087841, -0.43358, 1.8651, -0.12221, 0.53868, 0.75196, 0.064326, -0.45985, 0.018189, 0.062223, -0.4883, -3.951, 0.041754, 0.38553, -1.1109, -0.24421, 2.8866, -0.058677, -0.056902, 0.25176, -0.22047, -0.41598, -0.048156, 0.12808, -1.2463, -0.67439, -0.48204, -1.7035, -0.11536, 0.51721, -0.7084, -0.62633},
{-1.2489, 0.123, -0.079771, 0.32296, -0.070088, -0.11345, -0.23798, 0.355, -2.3274, 0.24647, -0.36802, -0.14602, 0.14937, 0.4088, -0.22218, -0.075178, 0.076276, -0.24807, 2.7152, 0.40872, 0.20018, 0.11485, 0.0055011, -1.5153, 0.53323, -0.20463, -0.13997, -2.7163, 0.22183, 0.042356, -0.44404, -0.078996, 1.3195, 0.028461, 0.1616, 0.30127, -0.22354, -0.1127, 0.025986, -0.37032, -0.35862, -0.17314, -0.22148, -0.83019, 0.39447, -0.019386, -0.50887, 0.20008},
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{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 =
{
{-17.71, -0.016005, -0.12125, -0.0261, 1.583, 0.062306, -0.021486, 0.052911, -2.3002, 4.9969e-05, -0.041767, -0.040038, -0.027622, 0.05067, -0.020872, 0.039728, -0.0088768, -0.016554, 3.151, -0.010006, 0.0082882, 0.021002, -0.039022, 0.18752, 0.02199, -0.030657, -0.0301, 0.039822, -0.0042251, 0.091544, -0.042364, 0.043123, -1.6777, -0.0024868, 0.010378, 0.022504, 0.021099, 0.01595, 0.045667, 0.010462, -0.037897, -0.033549, -0.045729, -0.058488, 0.04953, 0.0035485, -0.036032, -0.037797},
{0.42943, -7.6086, -2.2066, -0.70162, 6.1865, -2.7483, -1.5971, 6.747, -2.4849, -4.7872, -3.2598, -5.7089, 4.1899, -4.5811, 3.2783, -0.87157, -7.3435, -8.8377, 6.1651, 6.1943, 0.53459, 7.3769, 7.1456, 4.4257},
{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";
}
}