#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, 48, 48, 48, 48, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.67569, 0.19459, 0.20061, 0.18082, -0.15637, 0.32316, 0.0684, 0.20162, -0.74776, 0.62802, 0.60315, 0.36094, -0.074768, 0.30805, 2.5406, -0.68895, -0.094528, -0.44183, -0.074903, -0.18957, -0.9145, 0.67437, 0.6784, -0.64121, -0.55107, 0.31242, -0.02945, 0.11693, 0.83805, 1.0514, 0.40004, 0.33933, 0.48463, 0.71288, -0.95696, -0.079356, -0.96321, 0.24375, -0.060183, 1.0262, 1.5609, 0.3528, 0.4256, -1.0693, 0.63997, -0.017596, -0.78469, 0.11535},
{0.077265, -0.64328, -0.31078, -0.36006, 0.11718, 0.68985, 0.57505, -0.38991, 0.27906, 0.015755, -0.34267, 0.61149, -0.49903, 0.23149, 1.4417, -0.22859, -0.16016, -0.15385, 0.40824, -0.15309, -0.37238, 0.61518, 0.17162, -0.030767, 0.0035648, -0.089413, 0.2942, -0.18645, 0.087745, 0.26836, 0.65419, -0.029352, 0.79079, 0.79881, 0.17645, -0.1768, -0.88411, -0.24731, -0.23372, 0.85623, 0.9045, -0.14406, 0.49276, -0.59324, -0.29569, 0.12445, -0.30857, -0.18899},
{-0.022411, -0.42067, -0.9683, -0.058248, 0.018216, 0.16646, -0.2724, 0.04827, 0.054422, -0.48019, 0.11753, 0.7129, -0.18336, 0.13233, 0.56337, -0.15204, 0.19075, -0.17779, 0.21032, 0.2305, -0.11018, 0.56732, 0.31994, 0.53711, -0.14543, -0.21035, -0.39174, -0.98771, -0.12785, 0.26576, 0.46033, 0.04147, 0.37757, 0.67601, 1.1215, 0.5707, 0.33434, -0.15396, 0.041309, 1.0772, 0.25432, 0.2934, 0.31841, 0.50732, -0.098465, -0.61113, -0.53875, -1.1096},
{-0.24671, -0.020728, -1.5556, 1.3754, 0.68095, -0.34736, -0.8971, 0.77537, -0.56242, -0.49414, 0.307, -0.25395, -0.73351, 0.16488, -0.26457, -0.015475, 0.89149, -1.2787, -1.1622, 0.37465, -0.065768, -0.63014, -0.25795, -0.52188, -0.034043, -0.8046, -0.51454, -0.68312, 0.45028, 0.5329, 1.0579, 0.23288, 1.0828, 0.36086, 0.10704, 1.1351, 0.55464, -0.17988, 0.018686, 2.1005, 0.23576, 0.035177, 0.25662, -0.30611, -0.056115, -0.85805, 0.51864, -0.52906},
{0.37237, 0.53118, -0.98728, 0.82879, 0.15164, 0.1727, 0.12246, 0.4317, 0.24668, -2.1002, 0.39009, -0.27177, -0.77727, -0.5816, 0.51267, 1.7837, -0.11797, -1.047, -0.85987, 0.23966, 1.3023, -0.36787, -0.49753, 0.54499, 0.27523, -0.17944, 0.1539, -1.3972, -0.66143, 0.14777, 1.0105, 0.15136, 0.79103, 0.23518, 0.9674, 1.4851, 0.51656, -0.62002, 0.19368, 1.5474, 0.16975, 0.099538, 0.68609, 0.33196, -0.37128, 0.29607, -0.36564, 0.749},
{0.47425, 0.083098, -0.0098564, 0.29102, 0.79691, -0.48158, -0.021901, 0.30752, -0.34741, -0.89447, 0.19332, -1.0715, -0.38618, -0.027699, -1.3134, 1.2307, 1.2723, 0.26075, -0.45831, 0.058621, 0.80084, -1.1575, -0.81007, 0.28235, 0.26839, -1.5345, -0.056439, 0.26524, -0.45876, -1.1191, 1.0665, -1.2362, 0.98934, 0.092624, 0.41812, 0.42396, 0.53434, -0.48054, 0.33731, 0.093883, -0.79312, -0.41736, 0.22386, 0.65813, -1.0886, -1.0052, 0.091443, 0.30409},
{0.13884, -1.2523, 0.74944, -0.1458, 0.63628, -0.011387, 0.62091, -0.28674, -0.067787, -0.71002, -0.26016, -0.85301, -0.40224, 0.34318, -0.78538, 0.96237, 0.74312, 0.8574, -0.32009, 0.33472, -0.037062, -1.4288, -1.1082, 0.27065, -0.064796, -0.7009, 0.29948, 0.90343, -0.37514, -0.42851, 0.97506, -1.151, 0.69681, -0.20676, 0.20382, -0.31915, 0.2127, -0.20893, 0.26443, -0.26456, -0.20496, -0.35417, 0.51655, -0.12902, -0.42515, -0.39522, 0.13544, 0.83474},
{0.16389, -0.64458, 0.52743, 0.48292, 0.83022, -0.36368, -0.99926, 0.31553, -0.68276, -0.1338, -0.50444, -0.84866, -0.28041, -0.27582, -0.12488, 0.48623, 0.57898, 0.34664, -0.64347, 0.17684, 0.56569, -0.51415, -0.33872, -0.24019, 0.073844, -0.35552, -0.17596, 0.46687, -0.16731, -0.15946, 0.74109, -1.1469, 0.63116, 0.12193, -1.6258, -0.48488, 1.0564, -0.11109, 0.25171, 0.16624, -0.80769, 0.4413, 0.3485, -0.70064, -0.35403, -0.29481, -0.37029, 0.57788},
{0.40535, -0.32796, 0.28855, -0.80832, -0.034874, 0.636, 0.54497, -0.66008, 0.94765, -0.49626, -0.89181, 0.4161, -0.31358, -0.54406, 1.9917, 1.1879, -0.68642, 1.2178, -0.16293, -0.52247, 0.53584, 0.23136, -0.27896, 0.92634, 0.36654, 0.70109, 1.0962, -1.0468, -0.80101, -0.26429, 0.30531, -0.12855, 0.55631, 0.74698, -0.44898, 0.31693, -0.28773, -0.33147, 0.34484, -0.5418, 0.17052, 0.50357, 1.193, 0.41058, -1.0877, 0.94174, -0.96744, 0.96073},
{-0.13788, -0.61004, 1.5051, -0.8661, 0.71617, 0.22507, 0.50983, -0.31532, -0.34633, 1.5039, -0.22737, -0.45654, -0.13891, -0.28312, -1.5594, 0.0019877, -0.077126, 0.68578, 0.27132, -0.039536, 0.79028, -0.53894, -0.63767, -0.20901, 0.13715, -0.68882, -0.4608, 0.88722, 0.1038, 0.075943, 0.58148, -0.14463, 0.33265, 0.36424, -0.92349, -1.3285, 0.51874, 0.11736, 0.12988, -1.5294, -0.51475, 0.73097, -0.055952, 0.025673, -0.3634, -0.3769, 0.16069, 0.14128},
{0.22346, 0.25589, 0.050874, 0.2364, 0.26165, 0.56089, -0.19239, -0.58439, 0.23097, 0.66058, -0.24037, 0.25918, -0.5333, -0.5791, -0.19007, -0.43038, 0.038841, 0.48864, 0.537, 0.075839, 1.1778, 0.2121, -0.014389, 0.56441, 0.27934, -0.24456, -0.32621, -0.068085, -0.132, 0.43079, 0.14845, -0.55137, 0.16943, 0.56341, 0.39692, -0.26121, 0.84763, -0.14413, 0.021675, -0.27896, -0.60126, 0.5844, 0.34541, 0.71357, -0.21136, 0.22162, 0.90549, -0.096826},
{0.38076, 0.13202, 0.021999, 0.26533, 0.079459, -0.36232, -0.31371, 0.018324, -0.11106, 1.1165, -0.2441, -0.31246, -0.38544, -0.8017, -0.37069, 0.4146, 0.7997, 0.60507, -0.025697, 0.021961, 0.96995, -0.23212, 0.96941, 0.49503, 0.16214, -0.21151, -1.3522, -0.16814, -0.36651, 0.16539, 0.3875, -1.3095, 0.71081, 0.39288, -0.15493, 0.093993, 0.87209, -0.46392, 0.55038, -0.42964, -0.63499, 0.73828, -0.33036, 0.41015, -0.018946, -0.16675, 0.77284, -1.1713},
{0.15118, 0.30334, -0.50657, 0.28231, -0.75695, 0.44433, -0.085678, -0.81185, -1.0184, -0.45935, -0.13384, 0.76941, -0.59222, -1.0169, 1.4362, -0.42735, 0.6803, 0.0021008, 0.47335, 0.40381, 0.95847, 0.96983, 0.5272, 0.73469, 0.10341, 1.1449, -0.24941, -0.88321, -0.25482, 0.51321, 0.82943, -0.0027058, 0.97462, -0.051496, -1.0283, 0.34251, 0.10044, -0.64417, 0.52853, -0.34642, 0.13571, 0.63446, 0.023947, -0.41032, 0.12996, 0.32532, 1.2653, -0.61297},
{0.43483, 0.0059614, -0.48844, 0.010423, -0.7728, -0.35909, 1.0003, -0.21662, -0.37661, 0.22538, 0.15773, 0.27695, -0.12243, -1.0327, -0.0017139, -0.76466, 0.81421, -0.063151, 0.6421, -0.25847, 0.27722, 0.94905, 0.70206, 0.75702, 0.20443, 0.51184, -0.18873, -0.87634, -0.63944, -0.49738, 0.13241, -1.1048, 0.46419, 0.11836, 0.40456, 0.6702, -0.23317, -0.69327, 0.99154, -0.30162, 0.33441, 0.30863, 0.091887, 0.6351, -0.22791, 0.64489, 0.095675, -0.68555},
{0.17228, -1.1283, -0.23062, -0.51576, 0.15739, -0.21674, -0.22981, 0.25864, -0.68438, 0.14346, -0.045943, 0.24342, -0.18765, -0.52116, 1.3316, -0.167, 0.44724, 0.29312, 0.26945, -0.0091767, 0.14063, 0.71931, 0.87022, 0.3264, -0.0050487, 0.64743, 0.76266, -0.41903, -0.36794, -0.13893, 0.73038, -0.63838, 0.73195, -0.29901, -1.146, 0.58346, -0.68902, -0.32539, 0.22335, -0.26957, 0.28144, 0.10331, -0.06059, -0.46287, 0.1357, 0.26895, 0.31657, -0.62762},
{0.50476, -1.9121, -0.21189, -1.0476, 0.22532, -0.11549, -0.048812, 0.32462, -1.5929, -0.64153, -0.51988, -0.096872, -0.57118, -0.20297, 2.4181, 0.24755, 0.30616, 1.3188, -0.043249, -0.21048, -0.16705, 0.29727, 0.60063, 0.56214, -0.05355, 0.4061, 0.76937, -0.50859, -0.47297, -0.85342, 0.59775, 0.20321, 0.88724, -0.010836, -1.5775, 0.11373, -0.69796, -0.044452, 0.15791, -0.69387, -0.20786, -0.43091, 0.13948, -0.95864, -0.17544, 0.24668, -0.15281, -0.57309},
{0.025829, -1.9841, 0.47439, -1.3399, 0.74117, -0.1752, 1.8204, 0.046459, -0.27244, -0.52883, -0.40086, -0.10671, -0.63032, 0.17972, 0.59849, 0.3444, -0.30146, 1.2418, 0.48646, -0.40307, -0.95493, -0.012942, -0.75645, 0.025266, 0.21586, -0.37683, 1.1578, 0.47479, -0.44076, -0.80696, 0.88262, 0.010519, 0.50452, 0.58064, -0.23402, -0.17663, -1.5701, 0.1941, 0.26885, -0.672, 0.68876, -0.82668, -0.039999, -0.25532, -0.095643, 0.34049, -0.62096, 0.64004},
{0.19284, -0.73204, 1.4799, -0.80713, 0.79008, -0.67623, 2.6924, 0.050589, 0.67506, 0.90491, -0.43512, -0.70368, -0.1645, 0.22382, -2.0126, 1.1002, -0.87493, 0.39174, 0.67929, -0.54788, -0.13061, -0.73216, -1.3921, -1.0982, -0.034586, -0.038981, 0.25417, 1.8494, -0.81064, -0.50185, 0.87592, 0.38259, 0.64837, 0.61252, -0.041383, -1.167, -1.5929, -0.16485, 0.37707, -0.5272, 1.1974, -0.43071, -1.1327, -0.17799, -0.047353, -0.13049, -1.4301, 1.5031},
{0.47336, -0.53834, 0.56072, 0.28568, 1.2048, -0.36173, 1.3338, 0.016667, 0.60911, 0.14753, -0.47548, -0.72581, -0.92329, -0.14101, -2.6717, 0.62394, -0.36015, 0.38128, -0.10128, -0.50576, 0.35658, -0.71894, -0.43224, -0.62758, -0.12889, -0.3261, -0.1162, 0.9728, -0.26585, 0.065261, 0.87619, -1.0186, 0.56439, 0.69267, -0.23193, -0.49926, -0.57521, -0.42458, 0.62902, 0.59259, 0.50372, -0.52571, -0.72847, -0.80237, 0.1461, -0.74642, -1.2501, 1.0607},
{0.29549, -0.038537, -0.065651, 0.51856, 0.67349, 0.26018, 0.71766, -0.72522, 0.87332, -0.014233, -0.81039, 0.48821, -0.62289, -0.69432, -1.509, 0.91952, -0.12802, 0.00015833, -0.21816, -0.45775, -0.56444, -0.32133, -0.31423, 0.59115, 0.0057562, 0.26072, 1.2132, 0.12833, -0.4937, 0.49005, 0.2075, -0.64131, 0.32041, 0.91252, 0.63801, -0.11265, -0.27617, -0.57922, 0.65444, 0.0025356, 0.3843, 0.32231, 0.34107, -0.057203, 0.64588, -0.20577, -1.593, 0.52543},
{0.16951, 0.026123, -1.1575, 0.48678, 0.7639, -0.053565, -1.1427, -0.45771, -0.12954, -0.48984, 0.16525, 1.0546, -0.92941, -1.474, -1.5729, -0.003648, -0.20378, -0.69087, -0.11316, 0.24006, -1.527, 0.35034, 0.00104, 0.13443, 0.31035, -0.095609, 1.1512, -0.46445, 0.44121, -0.17619, 0.95065, 0.016369, 0.78592, 0.98779, -0.89113, 0.18201, 0.82535, -0.78679, 0.62231, 0.13478, -0.32234, -0.046244, -0.17403, -0.76814, 0.10073, 0.63322, -0.6065, -0.085336},
{0.10944, -0.22466, -0.45743, 0.25735, 1.2985, 0.75596, 0.095037, -0.63797, 0.83577, -0.39541, 0.24133, 1.3839, -1.239, -0.8189, -0.51484, 0.12707, -1.1153, -0.84899, 0.30474, -0.01476, -1.6497, 0.83925, 0.098197, 0.50813, -0.062018, -1.1469, 0.74153, 0.09467, 0.78615, -0.83867, 0.71354, -0.46731, 1.0652, 1.0436, 0.58362, -0.20673, -0.38379, -0.56201, 0.33948, 0.12141, -0.071105, -0.44454, 0.24764, 0.23706, -0.37249, 1.5258, 0.37833, 0.055549},
{-0.59362, -0.93729, 0.40664, -0.13573, 0.94084, 0.74883, -0.046349, -0.33129, 0.44247, -0.0012522, 0.69415, 0.68546, -1.5076, -1.0606, 1.128, 0.3623, -1.5582, -0.16513, 0.33704, -0.16165, -1.1094, 0.096922, -0.16027, 0.18564, 0.21873, -0.96801, 0.25125, -0.15867, 0.74353, -0.76831, 0.98534, -0.59847, 1.1025, 1.3383, 0.61465, -0.21869, -0.96813, -0.76831, 0.66405, -0.45143, -0.045276, -0.22571, 0.13519, 0.32239, -0.37883, 1.812, -0.95414, 0.81795},
{1.2186, -0.98418, 0.7592, -0.48086, 1.3793, -2.9903, -5.4096, 3.5888, -3.7959, 4.4118, -1.1831, -3.2943, -2.0442, -1.8446, -2.2869, 1.2027, 2.0458, 0.47733, -0.57712, -0.99496, -1.6871, -0.69722, 3.8453, -3.3073, -0.28745, -2.997, -5.7145, 1.9814, -0.67285, -2.4397, 0.96691, -2.3778, 1.177, 1.5046, -1.8898, -2.0327, 3.1802, -1.1062, 1.2814, -1.3143, -2.7801, -1.4669, -3.9783, -1.512, -2.1495, -4.075, -2.1735, -4.4809}
},
{
{-0.49001, 0.18354, -0.23769, -0.6991, -0.12377, 0.00083669, 0.20363, 0.13881, -0.64242, -0.2574, -0.14919, 0.33974, -0.55703, -0.027806, 0.14933, -0.2652, -0.07165, 0.064291, 0.32588, 0.1411, 0.10467, -0.073675, -0.27345, 0.19604, 0.045456, -0.046825, -0.12328, 0.19401, -0.224, 0.084355, 0.12101, 0.26614, 0.31592, -0.41328, 0.052657, 0.74937, 0.037562, -0.17914, 0.03428, -0.5844, -0.21918, 0.056288, -0.020608, -0.16965, -0.16158, 0.12265, -0.59019, -0.017034},
{0.71708, 0.78861, 0.089325, 0.17207, -0.71138, 0.10671, -0.51068, -1.0635, 0.64012, 0.51871, 0.24177, -0.24564, 0.27342, 0.21797, 0.86931, 0.15999, 0.0018735, 0.18382, -0.81281, -0.41495, 0.53125, 0.10331, -0.032859, 0.64135, -0.016968, -0.73641, -0.006684, 1.673, -0.48192, 0.041378, 0.6273, -0.77898, -0.42991, 1.0019, 0.49877, -0.23097, 0.48503, 0.43776, -0.91738, 0.66991, 0.24669, -0.25778, -0.34529, -0.47518, 0.4751, -0.12333, 0.24014, 0.26768},
{0.33709, 1.108, 1.1615, -0.0064237, 0.64614, 0.49398, -0.12337, -0.051737, 0.049646, 0.11243, -0.2987, -1.239, 0.15854, 0.21242, -0.16024, 0.29054, -0.14043, 0.07965, 0.35875, -0.24635, -0.5293, 0.35088, 0.77511, -0.24482, 0.16367, -0.056752, 0.27377, 0.19163, 0.63991, -0.138, 0.016452, 0.19532, -0.36204, -0.64731, 0.11139, -0.38398, 0.069335, 0.17034, -0.16626, 0.053286, -0.083375, 0.059607, 0.2255, 0.0098561, 0.055285, 0.17715, 0.099035, 0.51744},
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{0.12549, 0.020685, 0.058372, 0.03889, -0.14251, 0.077687, -0.10564, 0.12283, -0.0023554, -0.087668, -0.088139, 0.0014604},
{0.005605, -0.1348, 0.13118, 0.085093, 0.0053343, 0.071953, 0.12876, -0.020079, 0.088021, 0.021847, 0.0066604, -0.11016},
{-0.13436, -0.00043875, -0.060819, 0.073018, 0.012708, 0.052442, 0.0306, 0.095625, -0.098271, 0.024732, 0.063449, 0.048759},
{0.0085737, 0.071676, 0.0041669, 0.038518, -0.082034, -0.13384, -0.044025, 0.02934, -0.10125, -0.038047, 0.097307, -0.032705},
{-0.14212, 0.1128, -0.024818, 0.028353, 0.036622, -0.080348, 0.0027881, 0.005582, -0.034465, 0.028906, 0.046156, 0.095579},
{-0.12504, 0.098738, 0.10871, -0.052314, 0.060425, 0.044058, 0.096515, -0.09774, -0.021901, -0.10139, 0.041288, -0.1087},
{0.053917, -0.082921, 0.066322, -0.11044, -0.063425, -0.037105, -0.049238, 0.021466, 0.043675, 0.14301, 0.010068, 0.042746},
{0.12426, -0.10669, 0.062251, 0.0075411, -0.036976, -0.076877, 0.038037, 0.0090723, -0.12698, -0.028077, -0.050972, 0.10066},
{0.0077737, -0.065071, 0.059622, 0.0254, -0.0548, -0.096438, -0.13238, 0.048223, 0.11479, 0.09224, -0.016636, -0.11386},
{0.044433, -0.024741, -0.13883, 0.058598, -0.11437, -0.098219, 0.077095, 0.014069, 0.11582, -0.036301, -0.064471, -0.040135},
{0.058079, 0.06057, 0.0072132, -0.097662, 0.07964, 0.046763, 0.0055724, 0.048487, -0.095033, -0.0058374, -0.11049, 0.063279},
{0.07569, -0.075081, -0.12552, 0.10399, -0.12838, 0.12966, -0.08068, 0.020664, -0.13527, 0.04229, 0.097103, 0.023374},
{-0.13064, -0.052672, -0.0031918, 0.016407, -0.09807, 0.034943, -0.11865, -0.016941, 0.0064128, 0.086324, -0.048229, -0.098971},
{-0.049585, 0.043896, 0.052553, -0.053114, -0.058595, -0.13916, 0.0596, 0.00065666, -0.064317, -0.041087, 0.01038, -0.09552},
{0.074019, 0.05235, 0.12027, 0.0082412, -0.0064073, 0.064049, -0.068769, -0.1352, 0.025075, -0.047832, 0.1241, 0.049465},
{-0.038873, -0.032411, 0.11259, 0.025438, 0.0057702, -0.12884, -0.035113, 0.0063692, 0.090036, -0.10251, -0.074124, 0.11158},
{0.1393, -0.10175, -0.10416, -0.019963, -0.10095, 0.0055353, -0.07719, -0.13422, 0.12698, 0.048167, 0.027922, -0.045655},
{0.073138, 0.099759, 0.14127, -0.037462, 0.096326, -0.12547, -0.008805, -0.1134, 0.023054, -0.053492, -0.073042, 0.057631},
{-0.12335, 0.13147, -0.015582, -0.015338, 0.022452, 0.13775, 0.13777, 0.014962, 0.10992, 0.029517, -0.087706, 0.084288},
{0.11106, -0.10157, 0.0042318, -0.03238, -0.048736, -0.049347, -0.13445, 0.032075, -0.08962, 0.12148, 0.096994, -0.062868},
{-0.018356, -0.026337, -0.0174, -0.12174, 0.14055, 0.070227, -0.1352, 0.078528, 0.063197, 0.0047722, 0.035577, -0.095274},
{-0.0064283, 0.018735, 0.088522, -0.071037, -0.14386, -0.094865, 0.026439, -0.0038448, -0.1233, -0.068089, 0.049551, -0.12321},
{-0.064979, -0.0033156, -0.083277, 0.050875, -0.13586, 0.12694, -0.049196, 0.056868, 0.10943, 0.096316, 0.10718, 0.072218},
{-0.096271, 0.13311, -0.099996, 0.065994, -0.0029873, -0.070738, 0.010545, -0.0037962, -0.1184, 0.038861, -0.11096, -0.096822},
{0.11479, -0.086673, 0.033587, 0.12839, 0.068981, -0.10859, -0.027834, 0.060752, -0.024019, -0.012111, 0.050826, 0.078867},
{-0.12685, 0.037317, -0.14408, 0.12706, 0.010469, -0.098126, 0.13479, -0.064476, 0.050429, -0.099341, -0.013121, -0.019073},
{0.0013056, 0.043663, 0.065626, -0.011422, -0.10897, -0.11397, 0.10609, -0.063479, 0.090369, 0.047912, -0.13502, 0.12393},
{-0.052241, 0.08749, -0.023751, 0.046579, -0.089987, -0.037943, -0.1015, 0.0088016, 0.077758, 0.085125, 0.1025, -0.067467},
{-0.0017388, -0.0068036, 0.052124, 0.030496, 0.032945, -0.049875, 0.040277, -0.076383, 0.11447, -0.06101, 0.046599, 0.084518},
{-0.11815, -0.085664, 0.097116, -0.10092, -0.10798, 0.022163, 0.12468, 0.028139, -0.0039056, -0.051785, -0.12703, -0.082585},
{-0.12305, 0.11595, 0.09489, -0.045086, 0.13107, 0.074549, 0.09105, 0.12132, -0.035367, 0.063265, -0.063655, -0.03446},
{-0.033445, -0.10334, -0.12074, 0.006584, 0.097602, 0.057675, 0.021017, 0.092716, 0.054149, -0.077395, -0.093409, 0.12371},
{0.11946, -0.02589, 0.037404, -0.14002, -0.069567, 0.12564, 0.12853, -0.077864, -0.12216, -0.036558, 0.11467, 0.033649},
{-0.010264, 0.11133, -0.082692, 0.041274, -0.021842, -0.039813, -0.099473, 0.11533, -0.0064546, -0.12302, 0.027181, -0.041473},
{-0.12988, -0.097515, -0.032094, 0.12062, 0.11487, -0.012969, -0.045145, 0.043738, -0.075627, 0.019105, 0.055117, -0.087209},
{0.078001, -0.038873, 0.1292, 0.1357, 0.075234, -0.074928, -0.11647, 0.12584, 0.13737, -0.022357, 0.020017, 0.084045},
{-0.10815, -0.10533, -0.066622, 0.099297, -0.013899, -0.022638, -0.13787, 0.10357, 0.052308, -0.059743, -0.018907, -0.13907},
{0.054402, -0.012902, -0.062344, -0.012773, 0.047777, -0.060689, 0.10302, 0.13061, -0.039722, -0.041129, -0.085691, -0.11128},
{0.037396, -0.01377, 0.081945, -0.13796, -0.083842, -0.081872, 0.050381, -0.10885, 0.084951, 0.025813, -0.06569, 0.044637},
{0.065071, 0.12461, -0.062886, 0.059741, 0.01356, 0.007921, 0.057291, 0.058448, -0.12312, -0.010664, -0.073814, -0.033944},
{0.11217, -0.082201, -0.14107, -0.018291, -0.093538, 0.10497, -0.088917, -0.11324, -0.0046555, 0.1283, -0.0066535, -0.048702},
{-0.05591, 0.11805, 0.1395, 0.072662, -0.019656, 0.061073, -0.044493, -0.11551, -9.892e-05, -0.12976, 0.13321, 0.11962},
{0.0038318, 0.10417, 0.092297, 0.056488, 0.054102, -0.033827, -0.10372, -0.044867, 0.12495, 0.027692, -0.081577, -0.030758},
{0.099876, 0.0017193, -0.029403, 0.073284, 0.097054, -0.011615, -0.080351, 0.074369, -0.10213, 0.10513, 0.081543, 0.095711}
}
};
vector<vector<double>> layerBiasesP1 =
{
{-1.4627, 0.33602, 0.014841, -0.18847, 1.7815, 0.011583, 0.71905, -0.13245, -2.3036, 0.52591, 1.0094, 0.057332, -1.8575, 0.10609, -0.93761, -2.4022, 0.80461, -0.30265, 0.098247, 0.43946, 1.5767, 0.22843, 0.11311, 0.30758, -1.591, -1.3125, 0.53047, 0.042769, 1.1563, 2.1183, 0.84774, -1.6301, 1.1411, 0.86592, -2.983, -0.28075, -0.48017, -0.43144, 0.61214, -0.92106, -0.084186, 0.17081, 0.11178, -2.2228, 2.6825, -0.68666, 0.30351, 0.027083},
{0.59621, -0.33344, 1.0118, 0.34769, -0.21148, 1.389, 0.078205, -0.32702, 0.37776, -0.54584, -1.131, 0.1187, 1.1767, -0.61477, 0.50657, 1.5767, -0.46989, 1.5591, 1.1165, -1.5809, 0.37203, 0.16241, 0.20886, 1.832, 1.4714, -0.055837, 0.23926, -1.0859, -0.84416, -1.6561, -0.023419, 0.32881, -0.56922, -0.9485, 1.4505, -0.47001, 0.35633, -1.03, -0.48401, 1.4728, 0.37472, 0.50439, -0.31621, -1.0229, -0.78842, -0.16501, 0.52423, 0.74386},
{0.69247, -0.23598, 0.54658, -0.37216, 0.81651, 0.36797, 0.42274, 0.28004, -0.76157, 0.80955, 0.57639, -0.30065, -0.69735, 0.3324, 0.5426, -0.19408, 0.51262, -0.48608, -0.82066, -0.098121, 0.077893, -0.38616, 0.47366, -0.37824, -0.11134, -0.098348, -0.66248, -0.28334, -0.37424, -0.74842, -0.45328, -0.23985, 0.46323, 0.30799, -0.37932, 0.61461, -0.14848, -0.31503, -0.026001, -0.65053, -0.50013, -0.47805, -0.36875, -0.91467, -0.5692, -0.32231, -0.87103, -1.3939},
{0.11596, -0.81459, -0.716, -0.71587, 1.1235, 0.81752, 0.378, 0.64656, -0.32625, -1.1104, 0.27234, 0.35069, -0.040248, 0.40935, -0.45008, -0.29079, 0.55921, 0.028252, 0.26423, -0.31377, -0.9719, -0.74847, -0.63622, -0.19908, 0.016373, 0.5409, 0.92785, 0.40131, -0.10225, -0.22033, -0.12724, 0.16881, 0.52807, -0.80052, -0.40428, -0.3374, -0.14402, 0.58916, -0.47036, 1.6991, 0.96179, -0.29448, 0.059107, 0.43708, 0.36957, -0.49453, 1.1557, -0.33566},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 28, 20, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{-0.58385, 0.32747, 0.36231, 0.87663, 0.4364, 1.423, 0.51135, -1.1461, 0.17909, -1.2813, 0.07891, 0.97907, -1.6104, -2.3551, -0.52675, 0.047248, -1.239, -1.2308, -0.17986, -0.31619, 0.74769, 1.3485, -1.1697, 2.321, -0.63298, -3.1376, 3.0995, 0.73826},
{0.14357, 0.55211, 0.94606, -0.043191, -0.33061, 0.67956, 0.02752, 0.26992, -0.33194, -0.17844, -0.012188, 0.43688, -1.2353, -1.4688, -0.49529, 1.2313, -0.29382, -0.41435, -0.3342, -0.072303, 0.97224, 1.0256, -0.36912, 1.4623, -0.52139, -0.84716, 1.4504, 0.52565},
{0.18227, 0.49234, -0.25793, -0.083694, 0.25722, 0.79643, -0.28813, -0.9987, -0.0024671, -0.31483, -0.073203, 0.066638, -0.73594, -0.59887, -0.74394, -0.25942, -0.28957, -0.16142, -0.29418, -0.34687, 0.97835, 0.95337, -0.34395, -1.1779, -0.039313, -0.68236, -0.43799, 1.4896},
{-0.35714, 0.40608, -0.38024, -0.58823, -0.20513, -0.0027534, -0.81385, 0.34666, -0.44797, 0.24433, -0.88298, 0.7773, -0.40491, -2.0186, -0.87445, -1.0456, 0.63151, 0.40569, -0.76255, 0.07837, 1.1742, -0.25496, 1.3156, -1.8986, 0.54774, -2.0065, 1.2374, 1.4057},
{0.32791, 0.080674, -1.9568, -0.11924, 0.58898, 0.34753, -0.5289, -1.8111, -0.10853, 0.01383, -0.66075, 0.67201, -0.63158, -0.25142, -0.7128, -1.566, 0.44664, 1.265, -0.38997, -0.48794, 1.2859, -0.56948, 1.4615, -1.2941, 0.4533, -0.32901, -1.2764, 2.5537},
{-0.39888, -0.64774, -0.11933, -0.54201, 1.2, -0.88382, -0.24356, -0.98097, 0.028739, 2.02, -0.40307, 0.51455, -0.17617, 0.13779, -0.090839, 0.51265, 0.63076, 0.39792, 0.25199, 0.19935, 0.13887, 0.24614, -1.1358, -0.59852, 0.030953, 0.36693, -0.082973, 0.15232},
{-0.41321, -0.85431, 0.94267, 0.047058, 1.8244, -1.0267, -0.21721, 0.084541, 0.18127, 1.8535, -0.068652, 0.74724, -0.41285, 1.4269, -0.15665, 1.5944, 0.74962, 0.17391, 0.77247, 0.64465, -0.61621, -0.59179, -0.97387, 0.87334, 0.12086, 1.4998, 0.83352, -0.23825},
{-0.35305, -1.0447, 2.0739, 0.17695, 1.8143, -0.54483, 0.072837, -0.3037, 0.25746, 1.7293, 0.20941, 0.83899, 0.41204, 1.4675, 0.45848, 1.3838, 0.50484, -0.64477, 0.91517, 0.59909, -0.71347, -0.3261, -1.3259, 0.85778, -0.17391, 0.55227, 1.2864, -0.045989},
{-0.10476, 0.13643, 0.47364, -0.29643, 0.14976, -0.08777, 0.25143, 0.76953, -0.046305, 1.115, 0.20333, 0.53473, 2.4848, 0.75208, 0.24401, 0.67653, 0.25474, -0.91093, -0.21863, 0.30243, 0.46844, -0.39339, -1.9867, 0.15642, -0.87274, 0.77946, 1.2966, 1.1656},
{0.47059, 0.60051, 0.6976, 0.73653, -0.17162, 0.63355, -0.26041, 0.59736, 0.48818, 0.42242, -0.12322, 0.58138, 1.5705, 0.47624, -1.0154, -0.27902, 0.70237, -0.041549, -0.18485, 0.19495, 0.34432, -1.5761, -1.0557, -0.9267, -0.38444, 0.7057, 0.077735, 1.1898},
{0.75242, 0.81679, -0.80236, 0.29027, -0.60994, 0.78513, 0.53016, 0.54388, 0.24417, 0.37015, 0.34186, -0.12521, 0.95856, 0.40403, -0.92475, 0.15883, 0.018976, -1.3645, 0.092529, 0.19054, -0.020935, 0.034778, -2.351, -0.16175, -0.93039, 1.675, -1.9746, -0.19547},
{0.87279, 0.85737, -2.1406, -0.071299, -0.31567, 0.16932, 0.22023, 0.4742, 0.34125, 0.92481, 0.14719, -0.52969, -0.46243, 0.70025, -1.102, 0.27824, 0.19335, -1.0624, 0.0088661, 0.19026, 0.10465, 0.076999, 0.054956, -0.019155, -0.1231, 0.6485, 0.11361, -0.24308},
{0.8071, 0.30307, -1.7585, -0.48125, 0.43652, -0.60244, 0.11929, -0.090665, -0.066993, 0.88872, 0.38876, -1.2451, -1.3021, 0.86626, -0.20043, 0.52619, -0.54283, -1.2782, 0.57809, -0.53018, 0.17806, 0.57398, -1.4159, -0.28248, -0.19842, 2.2103, -0.85314, -1.393},
{0.39185, 0.26763, 0.46127, -0.30699, -0.34794, -0.63125, -0.07767, 0.73164, -0.070264, 0.047688, 0.39326, -1.1091, -1.7753, -0.21398, -0.12736, -1.1181, -0.67381, 0.51962, -0.15833, -0.43765, 0.95468, -0.3214, 0.44034, -0.89805, -0.070729, -0.5532, -0.36046, -1.576},
{-0.23288, -0.2553, 0.14991, -0.70023, -0.9666, -0.6575, 0.26427, 1.3838, -0.39298, 0.9978, 0.46308, -0.6768, -0.31458, -0.09653, 1.009, -0.077473, -0.7735, 1.1355, -0.27244, 0.13368, 1.1079, 0.53241, -0.25956, -0.3528, -0.42708, -0.7487, -0.60918, -2.6672},
{0.0053098, -0.64284, 2.4239, -0.29956, -0.19936, -0.15919, 0.76596, 1.0087, -0.36548, -0.076237, 1.2209, -1.3821, 0.9075, -0.61728, 1.5957, 0.90839, -1.7015, 0.29693, -0.0066971, -0.40265, 0.24341, 1.0663, -2.768, 2.5418, -0.72831, -2.0511, 1.3302, -3.7479},
{-1.2002, -0.91462, 0.81819, -0.33607, 0.52949, -0.54956, 0.25562, -0.085619, -0.62799, 0.77488, 0.30907, 0.40167, 0.87768, 1.0346, 1.1051, 2.4045, 0.014993, -0.61817, -0.29023, 0.6581, 0.19347, 1.0269, -0.42916, 1.9461, 0.04806, 1.1016, 0.8254, -2.35},
{0.11629, -0.36536, 0.5106, -0.42252, 1.1855, 0.27759, -0.0074993, -0.63157, -0.004242, -0.099419, -0.4152, 0.71384, 0.053536, 2.4921, -0.55913, 0.57966, 0.85247, 1.8347, -0.13142, -0.013958, 0.43004, 0.17591, 4.9247, 0.29147, 1.4685, 3.8667, -1.1029, 1.1555},
{1.1114, 0.50137, -0.13447, 0.17347, 0.47894, 0.87123, -0.41427, -1.6898, 0.15401, -1.1528, -0.68903, -0.17425, -0.32632, 2.0619, -0.78303, -0.91578, 0.20204, 1.847, 0.12482, -0.76803, 0.25818, -0.1851, 5.2767, 0.36231, 1.2809, 2.7698, -0.87597, 1.6559},
{0.96407, 0.41304, -2.4624, 0.72412, 0.39515, 1.2151, 0.12511, -2.3069, 0.53366, -1.3285, 0.022392, -0.59982, -0.96602, 0.8251, -0.46166, -1.3797, -0.41465, 2.0587, 0.71782, -0.92603, -0.48089, 0.0047892, 4.5864, 1.7825, 0.84791, 1.0702, -1.8493, 1.4932},
{1.5329, 0.62345, -1.4983, 1.2932, -0.17677, 1.4407, 0.10153, -2.5418, 0.76388, -0.97412, 0.013845, -1.2234, -1.1827, 0.69273, -0.24091, -1.2881, -0.56912, 2.2443, 1.0079, -0.52834, -0.70779, -0.36637, 3.8734, 1.0641, 0.1628, -0.57341, -0.70495, 0.68291},
{0.47647, -0.49368, 0.85155, 0.87667, -0.081217, 0.20687, 0.21392, -1.4408, 0.93063, -0.098236, 0.22318, -0.97954, -1.1497, -2.0674, 0.9844, -1.1682, -0.75258, 2.5941, 1.5479, 0.061848, -1.7709, -0.68373, 3.5888, -0.8087, -0.025297, -0.92866, 1.9617, -0.74567},
{0.32515, -0.39123, 1.4697, 0.94476, 0.051144, 0.0031164, 0.21822, -0.61214, 1.2267, -0.12516, 0.26938, -0.60773, -2.4258, -1.0203, 0.12066, -1.3819, -0.13274, 3.5283, 1.1868, 0.0080543, -1.5671, -1.0147, 2.8542, -3.1607, 0.060663, -1.1197, -0.3331, 0.17473},
{0.17117, -0.08564, 3.7148, -1.0307, -1.1224, -1.2838, 0.39732, 3.1233, -0.46359, 0.95226, 0.63078, -1.0423, -1.0234, -4.1606, 0.43465, 0.30647, -0.24276, 1.0443, -0.12613, 0.26514, -0.33584, -0.23156, 0.63666, -1.1536, 0.33743, -2.2208, 3.5535, -1.8336},
{-0.04827, 0.12188, 2.1348, -1.033, -1.2835, -1.2093, 0.56051, 2.8369, -0.89827, 1.0086, 0.54197, -1.094, -1.568, -2.3767, 0.56831, 1.1536, -0.087745, 0.0238, -0.60172, 0.69959, -0.17832, 0.58842, 0.038519, -1.3855, 0.043229, -2.1449, 2.8993, -1.9441},
{-0.12161, 0.14831, 0.82778, -1.0834, -1.2308, -1.3247, 0.033115, 1.8284, -0.61797, 1.081, 0.34105, -0.38707, -2.1038, -1.4875, 0.37368, 0.90646, 0.2132, 0.32994, -0.67973, 0.5063, 0.17481, 0.14586, 0.083557, -1.7706, 0.20605, -3.3578, 1.5704, -1.1384},
{-0.25699, 0.40621, 1.8877, -0.74966, -0.97664, -0.52309, 0.19809, 1.7892, -0.5644, 0.55972, 0.019656, -0.44363, -1.259, -1.6888, 0.021025, 0.53652, 0.27803, -0.03475, -0.71914, 0.37319, -0.11299, 0.26596, 0.26062, -1.6786, 0.10501, -1.9801, 2.2775, -0.4852},
{-0.38269, 0.029596, 0.98801, -0.32218, -0.34806, -0.65612, -0.18801, 1.0056, -0.32563, 0.39334, -0.07507, 0.45444, -1.9238, -1.2784, -0.23435, 0.5644, 0.52478, 0.29955, -0.55265, 0.50445, -0.08661, -0.027675, 0.85794, -1.8604, 0.5346, -1.7082, 1.7361, -0.21012},
{-0.14923, 0.1014, 0.97971, -0.24122, -0.19054, -0.20936, -0.059841, 0.43931, -0.19689, -0.31148, -0.24341, 0.25025, -1.6063, -0.41955, -0.19238, -0.26631, 0.49865, -0.53283, -0.40929, 0.1177, -0.30669, -0.51337, -0.057666, -1.3059, 0.36983, -0.6173, 2.0571, 0.25325},
{-0.7867, -0.072389, 0.73418, -0.1763, 0.11807, -0.27627, -0.33066, -0.34555, -0.060682, -0.30264, -0.46609, 0.75162, -1.6114, 0.67825, -0.35288, 0.12317, 0.58265, -0.67318, -0.41317, 0.2266, -0.01966, -0.38528, -0.41373, -1.367, 0.53216, 0.61316, 0.35295, 0.64516},
{-0.56941, -0.17241, 0.44499, 0.13697, 0.14358, 0.012907, -0.029731, -0.7625, -0.053227, -0.85354, -0.29141, 0.47115, -0.88461, 0.67043, 0.21171, 0.30656, 0.43797, -0.9784, -0.10045, 0.021463, -0.34199, -0.25671, -1.8648, -0.46511, 0.037197, 0.74578, -0.20234, 0.06829},
{-0.8022, -0.38906, 0.10318, 0.14947, 0.11543, 0.13529, -0.3797, -1.1888, -0.18292, -0.87345, -0.33928, 0.33642, -1.0976, 1.8897, 0.35335, 0.2371, 0.1296, -1.517, -0.069459, 0.042431, -0.50981, -0.044891, -2.4942, -1.2618, -0.2983, 1.6436, -1.7637, 0.44337},
{-0.33842, -0.2358, -0.64303, 0.14379, -0.066102, 0.43556, -0.052303, -1.422, 0.024504, -1.5174, 0.015975, -0.13612, -1.6843, 2.3162, 0.54319, -0.042295, -0.48222, -2.0778, -0.083547, -0.17021, -0.41704, 0.28603, -3.4431, -1.0831, -0.6959, 2.2687, -2.6472, 0.39295},
{-0.63077, -0.1623, -1.0097, 0.61232, 0.0054662, 0.7403, -0.15047, -1.9244, 0.19143, -1.5517, -0.27258, 0.36179, -1.8953, 2.6657, 0.19839, 0.47325, -0.13196, -2.4892, 0.058788, -0.039687, -0.32669, 0.53291, -3.2907, -2.0183, -0.63672, 2.7665, -4.248, 0.51558},
{-0.49875, -0.065826, -1.3112, 0.78099, -0.065255, 0.82282, -0.16099, -2.1601, 0.24962, -1.5693, -0.027247, 0.38767, -1.727, 3.4514, 0.47631, 0.19258, -0.48339, -2.2857, 0.17129, -0.45685, -0.50895, 0.63711, -3.6184, -2.2838, -0.98259, 2.9212, -5.1476, 0.64313},
{-0.36664, -0.2463, -1.1904, 0.74271, 0.10173, 1.0301, -0.21895, -1.9976, 0.14082, -1.8361, -0.31101, 0.076393, -2.0949, 2.5351, 0.40894, 0.33066, -0.46849, -2.3243, 0.25437, -0.62861, -0.38404, 0.67165, -3.6463, -1.7248, -1.1776, 3.6123, -4.9487, 0.82563}
},
{
{-0.25736, -0.89375, 0.15062, -0.31259, 0.21035, -0.078134, -0.19251, 0.32609, -0.81391, -0.33319, 1.233, -0.099009, -0.24299, 0.19128, -0.11731, -0.14122, 0.073439, -0.035974, -0.30238, -0.05936},
{-0.61889, -0.40889, 0.036229, -0.48834, -0.12838, 0.13029, 0.12708, 0.4392, -0.13703, -0.47725, -0.0089103, -0.23672, -0.21104, 0.03718, -0.14799, 0.024154, 0.018951, -0.27044, -0.27555, -0.14773},
{-0.49801, -2.1375, 0.16413, 0.79803, -0.059148, 2.8125, 0.39315, 1.6428, -0.29955, 0.31749, -0.47202, -0.33802, 0.40952, -0.78978, -1.2636, 0.22007, 0.58713, -1.1677, 0.043868, -0.1453},
{-0.44709, -0.22873, -0.41767, 0.034041, 0.19322, -0.046464, -0.12485, -0.11392, -0.038949, -0.025646, 0.14845, 0.11897, 0.19551, 0.29488, 0.13215, 0.3689, -0.11458, 0.26593, -0.2135, 0.0168},
{0.60524, 0.06833, 0.0065313, 0.14067, -0.74559, -0.34886, -0.028208, -0.55474, 0.13575, 0.47718, 0.4526, 0.2534, 0.3576, -0.36571, 0.26342, 0.75599, -0.081592, 0.65084, 0.39821, 0.3203},
{-0.56792, -0.82479, -0.1168, -0.15175, 0.099584, 0.026903, -0.15708, 0.33105, 0.71393, 0.14426, -0.43194, -0.10719, -0.0062383, 0.23685, -0.216, 1.0656, -0.11895, -0.082967, -0.35081, -0.22125},
{-0.17362, -0.18211, 0.20083, 0.13044, 0.10346, -0.1687, -0.1689, -0.26229, 0.5659, -0.023021, 0.12445, 0.0034122, -0.16018, -0.01926, -0.23416, -0.20333, -0.048061, 0.24911, 0.03572, -0.17265},
{0.96473, -0.23604, -0.1015, 0.76502, -0.34634, 1.8778, 0.38869, 1.6249, 1.0544, 0.33807, 0.065612, -0.38875, 0.010208, -0.40255, -0.54814, -0.54834, 0.17818, -1.632, -0.68415, -0.7117},
{-0.44668, -0.28181, -0.25434, 0.094619, 0.20351, -0.059638, -0.29113, -0.14302, -0.56325, -0.22825, 0.30251, 0.053791, 0.037092, 0.08445, 0.045251, 0.087886, -0.056599, 0.1402, 0.016932, -0.14703},
{0.3341, 1.496, 0.22802, 0.21139, 0.027079, -0.25773, -0.086614, -0.17411, -0.052878, -0.3175, 1.0334, 0.087854, -0.10158, -0.19887, 0.076676, -0.93568, 0.11904, -0.44976, -0.17705, -0.3783},
{0.21549, -0.20781, -0.011923, 0.11279, 0.20923, -0.20395, -0.15199, -0.48777, 0.18146, 0.076679, 0.29528, 0.042395, -0.21804, 0.053527, -0.14137, -0.50033, 0.0093165, 0.36643, 0.07828, -0.070007},
{-0.44393, 0.99073, 0.096439, 0.21202, -0.53124, 0.14969, 0.032524, -0.22869, 0.60072, 0.12422, -0.55418, 0.1419, 0.23193, -0.049606, 0.23947, 1.4407, 0.14946, 0.23737, -0.11395, 0.5353},
{0.9729, -2.3399, 0.13287, 0.7865, -0.48777, 1.286, 0.26649, 0.89238, 1.5665, 0.4429, -0.94747, -0.13557, 0.23957, -0.35093, -0.80213, -0.66987, 0.35959, -0.42657, -0.08901, -1.8136},
{0.078844, 2.2606, 0.55189, -2.1286, -0.50409, -0.28201, 0.5647, -0.27986, -0.59161, 0.32049, -0.35911, -0.01284, -0.5037, 0.4408, 1.536, -0.17872, 0.025894, 0.69057, -3.0367, 0.46969},
{1.2142, 0.12653, 0.12641, 0.72016, 0.55256, -0.23612, -0.1132, -0.43288, 0.31776, 0.1707, -0.18042, 0.38016, -0.082074, 0.099845, -0.25213, -0.75333, 0.042117, 0.43244, 0.17817, 0.1921},
{1.7566, 1.6287, 0.46175, 0.48852, -0.87717, -0.082883, 0.549, 0.40751, 1.4381, 0.40684, -0.91145, 0.12678, 0.42885, -0.1427, 0.8192, -0.75622, -0.18124, -0.77128, -0.79037, 0.11561},
{-0.49472, 0.46821, 0.15274, -0.39733, -0.48454, 0.19163, 0.48998, -0.17484, -0.1242, -0.087978, -0.031656, -0.015474, 0.11018, -0.3121, 0.26055, 0.23198, 0.049343, -0.10839, -0.32371, -0.0059314},
{-0.461, -0.28841, -1.3719, -0.33768, 2.2348, 1.6626, -0.67531, -0.42162, -1.7363, -2.0702, 1.3372, -2.7701, -0.5949, -1.4529, -0.15243, 2.7481, 0.52457, -0.6388, -1.8254, 2.0111},
{0.13001, -0.25032, -0.32149, 0.35146, 0.53983, -0.16625, -0.70626, -0.17774, -0.77637, -0.3635, 0.5316, 0.15413, 0.11185, 0.0056043, -0.15949, -0.26858, -0.15309, 0.18982, 0.14952, -0.17266},
{-0.43931, 0.34438, 0.4911, 0.2253, -0.62364, -0.026083, 0.1809, -0.32075, 0.19623, -0.2302, -0.31109, 0.054345, -0.074496, -0.29267, 0.062211, -0.21925, -0.027011, 0.26525, -0.089543, -0.28338},
{0.48703, 0.30761, -0.15794, -0.23421, -0.30923, 0.52776, 0.68936, 0.41576, 1.1948, 0.51148, 0.22438, -0.098285, -0.19313, 0.045015, -0.18743, 0.72682, 0.057295, -0.32347, 0.079932, 0.48731},
{0.87881, -0.52218, 0.98539, 0.8285, -0.76808, -0.026134, 0.32645, -0.069697, 1.4298, 0.77897, -1.2053, -0.26013, -0.2568, 0.0421, -0.33804, -0.13561, -0.15194, -0.47107, -0.032844, -0.79483},
{-0.89598, 2.7165, -0.20517, -0.7952, 0.60297, 0.58176, -0.067682, -0.2817, 0.14346, -0.44471, 2.6607, 0.019014, 0.28707, -0.2599, 1.1186, 1.7632, -0.0043264, -0.22042, -0.47285, 0.36645},
{0.39409, -1.202, 0.97249, 0.75268, -0.72094, 0.5506, 1.5181, 0.09492, 1.6306, 1.816, -2.8279, -0.4296, -0.12512, 0.25811, -0.85319, -3.7546, -0.20601, -0.33646, 0.41859, -0.99274},
{0.17885, 0.25526, 0.35986, -0.21148, 0.054683, 0.039284, 0.27788, 0.47768, -0.48331, 0.32933, 0.48545, -0.14059, 0.12908, -0.28392, 0.042187, 0.46903, 0.11445, -0.41283, -0.12288, -0.42978},
{-0.81029, 0.32545, -0.24625, -0.12269, 0.21575, -1.0016, -0.67463, 0.61819, 1.2936, 0.0087193, 0.59561, 1.0822, 0.35652, 0.99104, 0.038699, 2.2886, -2.1606, -0.66824, 0.19568, 0.83829},
{1.0403, -2.625, 0.082375, 0.77157, 0.71328, 0.99432, -0.5232, -0.32181, 0.69469, -0.71726, 0.39268, 0.35882, 0.49273, -0.11385, -0.51977, -0.88154, 0.018287, 0.76915, 0.56838, -0.60031},
{-0.56947, 0.21767, -0.74264, -0.51965, 0.11587, -0.5148, -0.18171, 0.17712, -1.0241, -0.63318, 0.48437, -0.49205, -0.63036, 0.42655, 0.34872, 1.5817, -0.095212, -0.36717, -0.64302, 0.58254}
},
{
{-0.16478, 0.2158, -0.16754, -0.10081, -0.01054, 0.09043, -0.026956, -0.21855, 0.025418, -0.21692, 0.056734, 0.10687},
{-0.018492, 0.1133, 0.08428, -0.038329, -0.13271, 0.20322, 0.13714, 0.21611, -0.082284, 0.063942, 0.093611, 0.016219},
{-0.12569, -0.1911, 0.057934, 0.093834, 0.17963, -0.094221, -0.12901, 0.14299, 0.012767, 0.18687, -0.098258, -0.16882},
{0.079991, 0.17205, 0.10081, -0.11632, -0.16009, 0.0064554, -0.15491, -0.045552, 0.039408, 0.21023, -0.057284, -0.13941},
{0.1944, -0.028438, 0.17377, -0.081599, -0.040109, -0.038448, 0.052033, -0.1445, -0.030926, 0.15383, -0.084895, 0.051038},
{0.0086833, -0.0099587, -0.086616, 0.068003, 0.17247, 0.16841, -0.22321, -0.15307, -0.058037, -0.019788, -0.17719, -0.16729},
{-0.20815, -0.10066, 0.0059362, 0.0811, -0.15107, 0.10275, 0.10167, -0.1086, -0.023762, -0.21373, 0.12338, 0.20305},
{0.013282, -0.14914, 0.15473, -0.050211, -0.060222, 0.096438, -0.036795, -0.17815, -0.050163, 0.092551, -0.19889, 0.1512},
{-0.22016, 0.17784, 0.15273, -0.15763, -0.16318, 0.092365, 0.08075, 0.060247, -0.18861, -0.028336, -0.15193, -0.10777},
{-0.19371, -0.19652, -0.037837, 0.15455, -0.019987, -0.21507, 0.15045, 0.13183, -0.11005, 0.11257, -0.090774, -0.033838},
{0.083527, 0.0020227, -0.014348, 0.20367, -0.021332, 0.011175, 0.147, 0.11312, 0.078816, 0.08751, -0.0099262, 0.17795},
{0.1925, -0.080931, -0.14386, -0.15735, 0.19305, -0.19445, -0.18705, 0.059672, 0.10224, 0.11353, 0.0089391, 0.11655},
{0.012043, -0.0026937, 0.032045, -0.040801, -0.12734, -0.0049448, 0.057946, 0.043924, 0.1989, -0.2217, -0.15639, -0.021533},
{0.068835, -0.18303, -0.20882, 0.029024, 0.18288, 0.081415, -0.12811, -0.081045, 0.19685, -0.18787, 0.14923, 0.074015},
{0.089975, -0.19063, -0.00067971, -0.0051364, 0.16138, 0.18632, -0.04972, -0.17109, -0.017694, 0.18036, 0.034782, -0.12989},
{0.11726, -0.051813, 0.11104, 0.20621, 0.0026635, 0.17442, 0.20015, 0.011683, 0.07216, 0.11032, -0.075501, 0.021008},
{-0.20238, 0.18506, 0.17474, -0.13427, 0.14202, -0.16136, -0.10321, 0.03935, 0.047244, -0.22077, 0.21774, -0.14491},
{-0.076816, -0.0159, 0.15296, 0.057811, -0.016885, 0.21885, -0.096582, 0.09078, -0.15635, 0.0082638, -0.22287, -0.030452},
{0.11467, -0.20121, -0.12846, 0.067643, 0.059363, -0.024139, 0.12695, -0.1513, -0.069847, 0.019688, -0.21048, 0.083814},
{-0.060222, 0.12084, -0.16528, 0.13554, 0.14521, 0.0065559, -0.097423, 0.1611, 0.0102, -0.12709, -0.0046279, 0.15036}
}
};
vector<vector<double>> layerBiasesP2 =
{
{0.089447, -0.18926, -0.69154, 0.19969, -0.16199, 0.053151, 0.038791, 0.82292, 0.10435, 0.11726, 0.11351, 0.14677, -0.47875, -0.020624, 0.49167, -0.78903, 0.013253, 2.8631, 0.059097, -0.13386, 0.06677, -0.24545, -0.044924, -3.0901, -0.10738, 1.7506, -0.73233, 0.69153},
{-2.0031, 2.3194, -2.5909, -1.7571, 2.7082, -0.23739, -2.7908, -0.99585, -2.3268, -2.6403, 3.0154, 1.0185, 0.69705, -0.38397, 1.4507, 2.7121, 2.042, 1.9494, -0.64182, 1.7952},
{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] < 0.1) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}