#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, 76, 76, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-1.5187, 0.13513, -0.82527, -0.086609, -0.62108, 0.5247, -0.5835, -0.28563, -0.096309, -0.056191, 0.27879, 0.31293, -0.015321, -0.24258, 0.4213, 1.7696, -0.7239, 0.28011, -0.56535, 0.82942, 0.59454, 0.12673, 1.2296, -0.5946, 0.025899, -0.22123, 0.28753, 0.27318, 0.77357, 0.49514, -0.25792, -0.030142, -0.20056, -0.97177, -0.38718, -0.041769, -0.71161, -0.020811, 1.7465, -0.28256, 0.15084, 1.3924, 0.098839, 0.36168, 0.49254, -0.38141, 0.88472, 0.43895, 0.67161, -0.3295, 0.22368, -0.019519, -0.15317, -0.17854, -2.6465, 0.30253, 0.54721, 0.35277, 0.25441, -0.40839, 0.13993, 0.063311, 0.20922, 0.091062, -0.022443, 2.2579, -0.090528, 0.74456, 0.61469, -0.33965, -0.61968, -0.21691, 0.1609, -0.21561, -0.18748, 0.028414},
{-0.54038, -0.30498, 0.43308, 0.25047, -0.44779, 0.4675, -0.60061, -0.20961, -0.049868, -0.37834, -0.37025, 0.18536, 0.0071839, -0.18395, 0.23262, 0.81224, -0.66925, 0.84244, -0.047606, 0.32473, 2.047, 0.30986, -0.46749, -1.307, -0.26543, 0.26084, -0.013335, 0.20001, 0.15167, 0.50533, -0.084805, 0.10628, -0.098836, 0.44859, -0.71703, -0.20154, -0.49296, -0.31232, 0.073947, -0.23174, 0.051725, 0.4415, -0.58247, 0.034483, 0.069308, -0.017657, -0.10367, 0.24335, 0.54196, 0.57633, 0.23198, -0.17748, -0.42306, 0.37344, -2.7689, 0.048711, 0.072304, 0.42171, 0.29171, -0.31307, -0.32865, -0.28512, 0.005294, 0.19693, 0.015273, 0.115, 0.3955, 1.0984, 0.34661, -0.60593, -0.072582, 0.015589, 0.27177, -0.44573, 0.044945, -0.14001},
{0.19695, -0.59106, -0.88461, 0.036003, 0.097152, -0.48119, -0.7065, 0.10195, 0.22506, -0.6471, -0.12504, 0.4387, -0.13674, -0.10947, 0.83502, -0.52271, -0.52525, 0.80685, -0.082892, 0.49818, -0.066854, 0.33456, -0.10027, -1.1944, -0.43013, 0.17813, 0.15194, 0.043766, 0.42787, 0.039151, -0.50393, -0.088746, -0.1733, 0.11092, -0.11538, -0.13861, -0.23788, 0.68161, 0.24159, 0.31765, -0.15368, 0.34032, -0.61583, 0.21107, 0.41181, -0.10058, 1.0848, -0.05452, -0.2137, -0.22989, 0.18209, 0.32216, -0.30329, 0.15059, 0.18007, 0.44009, 0.0016889, 0.095051, -0.14969, -0.05284, -0.049715, -0.39531, 0.1205, 0.34453, 0.20439, -2.3165, 0.074157, -0.36291, 0.53655, -0.021866, 0.095382, -0.12404, -0.11861, -0.19727, 0.041229, -0.1736},
{0.2628, -0.52643, -1.9647, 0.37303, -0.37934, -0.39122, -0.96633, 0.16653, 0.20093, -0.18526, -0.31375, 0.52431, -0.31047, -0.19282, 0.29053, -1.7926, -0.90483, -0.10197, -0.59659, 0.26301, -0.48059, 0.27981, 0.22521, -2.0184, -0.38551, -0.13433, 0.46871, -0.38349, 1.0994, 0.32584, -1.4012, 0.018575, -0.071628, -0.5331, 0.0773, 0.52953, -0.5527, 0.55307, 0.6591, 0.54902, 0.25771, -0.59963, -0.10927, -0.048426, 0.075246, -0.044883, 0.030547, -0.15085, 0.534, 0.40565, 0.53011, 0.011344, -0.21867, -0.37051, 1.4162, -0.21017, 0.12658, 0.88121, -0.097029, -0.38198, 0.044215, 0.31287, 0.053327, 0.41059, 0.1942, 0.43519, 0.02723, 0.41582, 0.41229, -0.35676, 0.034306, 0.12669, 0.16461, 0.14466, 0.17415, -0.21156},
{2.9509, -0.46071, 2.8952, 0.20587, 0.49156, 0.98907, -0.56726, 0.24572, -0.079435, -0.47961, -0.33339, 0.2357, -0.133, -0.096426, 0.26232, -2.1361, -1.8097, -0.38315, -0.66515, -0.061845, -0.95876, 0.29062, 0.14886, -1.8842, -0.13898, -0.10443, 0.72064, -0.054809, -1.3489, 0.62888, -0.71141, -0.065154, -0.11513, 2.1752, -0.29507, -0.13604, -0.096217, -0.082644, 0.40676, 0.25034, -0.35908, -2.6571, -0.22323, -0.082071, -0.35299, 0.31581, -0.12797, 0.43304, -0.12571, 0.21932, 0.30617, 0.64873, -0.37227, -0.028148, -0.36763, -0.45141, 0.46287, 0.50632, -0.036442, -0.23683, -0.32509, -0.19984, 0.31547, 0.67861, 0.60864, -2.787, 0.24258, 1.0732, 0.36677, -0.78024, -0.4622, 0.10229, -0.22253, 0.021886, 0.21199, 0.14853},
{1.1166, 0.17654, -0.70178, -0.012691, 0.46464, -0.10872, 0.28978, 0.22419, 0.0023089, 0.17489, 0.23774, -0.22908, 0.41026, 0.29922, 0.23237, -1.64, -0.53778, -1.0898, -0.11884, -0.83462, -0.20534, -0.056612, -0.17928, -2.3659, -0.44203, -0.46921, 0.039099, 0.20354, -1.4379, -0.43889, -0.33251, 0.25452, 0.14952, 2.1639, 0.64944, 0.079382, -0.30552, 0.56775, 0.133, 0.025798, -0.36673, -0.95983, 0.36404, 0.053152, -0.42772, 0.95997, 1.942, -0.017985, -0.96309, -1.1676, -0.057495, 0.18966, -0.1159, 0.47785, 1.2297, -1.2406, 0.060629, -0.10558, 0.030381, 0.06653, -0.30691, 0.062975, 0.1434, -0.11212, 0.010986, -1.2687, 0.0052103, 0.86394, 0.1236, -0.25386, 0.60059, -0.091912, -0.22482, 0.26555, 0.07994, 0.16836},
{1.3841, 0.25396, -0.32687, -0.012065, 0.3444, -0.27382, 0.70228, 0.088016, 0.0012388, -0.61071, 0.39188, -0.80415, 0.092677, 0.2291, 0.3242, 0.23187, -1.0208, -0.77601, -0.10559, 0.26093, 0.052335, -0.38879, -0.051876, -2.0264, 0.0042758, -0.34413, -0.030698, 0.7133, -0.023395, -0.67963, 0.19207, 0.011121, -0.065147, 0.84224, -0.70651, -0.17452, 0.30668, 1.0102, 0.1038, -0.10547, -0.20886, -2.176, 0.56094, 0.16186, 0.31463, -0.04851, 2.6972, -0.09201, -0.95854, -1.3986, 0.0044495, -0.14749, 0.26299, 0.28141, 0.2987, -0.40791, 0.18735, -0.49109, -0.18612, 0.15332, -0.38439, 0.14916, 0.14576, 0.10187, 0.0025882, 1.4473, 0.030697, -0.67588, -0.19497, 0.32599, 0.13533, 0.028066, -0.30708, -0.14401, 0.4135, 0.12666},
{0.13061, -0.14316, -0.71575, 0.29208, -0.54379, 0.21818, 0.47329, 0.20422, -0.054237, -0.37218, -0.21258, -0.11023, 0.11391, -0.33048, 0.33117, -0.38983, -0.43929, -0.76718, 0.013762, 0.16624, 1.5044, 0.15901, -0.13009, -2.5398, -0.49921, -0.052115, 0.023097, 0.15668, -0.46489, -0.7283, -0.09996, 0.039092, 0.045759, -1.6324, 0.6429, -0.16592, -0.31063, 0.10083, 0.26765, 0.21455, -0.0098736, -0.75803, -0.045666, -0.0012185, -0.20289, 0.99411, 1.907, 0.13413, -0.33424, -1.0565, -0.014658, -0.27092, 0.098105, 0.14441, 1.0036, -0.88243, 0.072604, 0.13752, -0.13533, 0.072223, 0.089968, -0.014179, 0.1572, 0.22743, -0.27715, -1.4652, 0.066361, -0.44612, 0.0023159, 1.5836, 0.35863, 0.12159, -0.17815, 0.19896, 0.057958, 0.32603},
{0.71263, -0.57109, 2.3856, 0.2544, 0.21036, 0.39626, -0.059903, 0.046591, 0.11813, -0.061515, -0.68852, 0.42318, 0.34458, -0.076797, 0.28459, 1.2189, 0.23906, -0.26068, 0.20137, 0.365, 1.1664, 0.008449, -0.047807, -1.6125, -0.8359, 0.15289, 0.12046, -0.19486, -1.2417, -0.085895, 0.0022475, 0.00025328, 0.038847, -0.24458, -1.7619, -0.49175, 0.20377, 0.12882, -0.57577, -0.51213, -0.36285, -1.046, -0.57701, -0.11356, -0.84027, 0.61673, -0.99641, 0.27574, -0.025266, 0.24422, -0.040846, -0.0038627, -0.57788, 0.023551, -4.7662, -0.56192, 0.059841, -0.061172, 0.11306, -0.0301, -0.028866, -0.24228, -0.14896, 0.61792, 0.077439, 2.3504, 0.16824, -0.60309, -0.10593, -0.057443, 0.62083, 0.13627, -0.21484, -0.079517, 0.20616, 0.35662},
{-1.0156, -0.23102, -1.0123, -0.13138, 0.71484, 0.15944, 0.33043, -0.15086, 0.086783, -0.32725, 0.30794, -0.12992, 0.30849, 0.25671, -0.1463, 0.74245, 1.0649, 0.055872, -0.047278, 0.38387, -0.17287, -0.35448, -0.87088, -1.2943, -0.40511, -0.017652, 0.0024397, -0.16769, -1.1726, -0.19581, 0.42628, 0.14099, 0.061096, -1.4083, -0.77167, -0.39935, 0.20066, 0.29309, -0.10714, -0.37228, 0.30847, 0.30015, 0.056525, 0.021078, -0.70074, 0.62119, -2.8358, 0.12326, -0.17409, -0.090604, -0.17141, -0.0086617, 0.20978, -0.16286, 3.6036, -0.48192, -0.24918, -0.34513, -0.10505, 0.043459, 0.20753, 0.51178, -0.091211, 0.098416, 0.087853, 2.5963, -0.052573, 0.039207, -0.14436, 0.94377, 0.098687, 0.10106, 0.032398, -0.022638, -0.094571, -0.056763},
{-0.79144, -0.17118, 0.39031, 0.052056, 0.46834, -0.18683, -0.28707, -0.13548, -0.050688, -0.2558, -0.037575, 0.40813, 0.07381, 0.1357, 0.19306, 0.74806, 1.8258, -0.072126, 0.074273, 0.83513, -0.41227, 0.12082, -0.36262, -0.81072, 0.11392, -0.13567, 0.089845, 0.075321, -0.36159, 0.32038, -0.19886, -0.12382, -0.21296, 0.063485, 0.14902, 0.015387, 0.028125, 0.49795, -0.60112, 0.024396, -0.22325, 1.0015, 0.1089, 0.10545, -0.91732, 0.25779, -0.43063, -0.015495, 0.03701, -0.22831, 0.18102, 0.24792, 0.23648, -0.14178, 1.3722, -0.050196, -0.021075, -0.074016, 0.076684, -0.034818, 0.27975, 0.17625, 0.22069, 0.70277, -0.22096, 1.1134, 0.10728, 0.4553, 0.01502, 1.4236, -0.24807, 0.13211, -0.1901, -0.00091753, 0.20643, 0.19632},
{-1.532, -0.0084611, -0.78448, -0.13283, 0.40082, -0.34617, -0.056348, -0.016928, -0.018975, 0.067196, -0.040395, 0.40289, 0.17512, -0.15629, 0.018811, 0.60161, 1.1043, 0.5585, -0.015607, 0.74947, 0.25328, -0.076674, -0.17277, -0.96228, 0.34866, -0.046709, 0.052122, -0.41781, -0.93853, 0.46618, -0.059235, -0.12993, 0.11044, -0.6351, -0.22445, 0.0075312, 0.2176, 0.28584, -0.56635, -0.25903, -0.031631, 0.76512, -0.069603, 0.03482, -1.2652, -0.15317, 0.59708, -0.0010429, 0.38045, 0.18572, 0.093765, 0.22713, -0.064769, -0.13595, 1.1261, 0.14053, 0.12243, -0.091087, -0.020303, -0.065894, 0.2523, 0.18051, 0.037514, 0.32182, -0.0066962, -1.8557, -0.12859, 0.56565, -0.04852, 1.5632, -0.38771, 0.1768, 0.030145, -0.065786, 0.1068, -0.082312},
{-1.171, 0.1604, 0.64561, 0.010644, 0.46734, 0.5912, 0.034439, -0.22941, -0.044299, -0.4965, 0.087527, 0.16588, -0.0059362, 0.072346, 0.066121, 0.15353, 0.6697, 0.27231, 0.1979, 1.0536, -1.0146, 0.13803, 0.18718, -0.98314, -0.42056, 0.18765, 0.34956, 0.26335, -0.55409, -0.25735, 0.28402, 0.068994, 0.13482, -2.2438, -0.11839, -0.1706, -0.14914, 0.32913, -0.53557, -0.36905, 0.12059, 0.24195, -0.14344, 0.034869, -0.35717, -0.066317, 0.6118, 0.31181, -0.1087, 0.35002, -0.10762, 0.16125, -0.22324, 0.30876, -1.7735, -0.31079, 0.24537, -0.3547, 0.044893, 0.10313, -0.076825, -0.12659, -0.13288, -0.059282, 0.06488, 0.43658, 0.27383, 0.44164, -0.20258, 0.36538, 0.10891, 0.06346, -0.12455, -0.18033, -0.033466, 0.00041574},
{0.28982, -0.16176, 0.34969, 0.31879, -0.0040043, -0.19672, -0.19333, -0.056375, -0.099141, 0.083033, -0.36889, 0.31073, 0.20495, -0.30489, 0.16324, -1.2548, 0.77529, 0.39526, 0.02256, 0.45808, -0.0333, 0.08243, -0.1582, -1.3188, -1.1514, 0.2448, 0.0039091, 0.058695, -0.076948, -1.8581, 0.016578, -0.061155, -0.16806, 1.6921, 0.86499, -0.19197, -0.36049, 0.30964, 0.17708, -0.50075, -0.17939, 1.0386, -0.18534, -0.049212, -0.081999, 1.1476, -0.12004, 0.30259, 0.053999, 0.61584, -0.036056, 0.19106, -0.26583, 0.052745, 0.11571, -1.3533, 0.20627, 0.26432, 0.16026, -0.11154, -0.12908, -0.46425, -0.2014, 0.21382, 0.3094, -1.9207, 0.17111, 1.173, -0.025303, -0.61607, 1.3074, 0.14622, -0.13823, -0.10254, 0.089955, 0.31349},
{-0.54757, -0.1696, -0.68876, -0.016205, -0.32012, 0.50168, -0.23393, 0.20472, 0.12396, 0.53354, -0.01668, 0.13562, -0.10539, -0.21732, 0.40555, -0.49576, -0.43285, -0.095248, 0.049455, 0.82622, 0.44767, 0.032026, 0.31416, -1.4099, -0.22907, 0.22443, 0.077809, 0.07399, 0.027327, -1.5503, 0.47275, 0.10771, 0.17944, -0.18751, 0.2085, -0.059387, -0.58355, 0.32777, 0.08856, -0.2027, 0.10094, -0.10434, -0.1074, -0.057769, -0.015145, 0.39931, 0.2275, 0.12854, -0.16619, 0.43446, 0.073314, -0.081483, -0.15585, -0.055813, -2.3922, -0.078753, 0.13633, -0.035986, -0.114, -0.21343, -0.089887, -0.026717, 0.1249, -0.14717, 0.21437, -0.53724, 0.10725, 1.3999, -0.018384, -1.0603, 0.42889, 0.010782, -0.24996, -0.053086, 0.042186, 0.0059106},
{-0.52377, 0.22488, -0.92775, 0.053072, -0.13517, 0.46705, 0.57626, 0.33696, -0.20647, 0.76232, 0.25521, -0.38683, -0.066494, -0.28777, 0.17972, 0.90312, -1.3697, -0.12624, 0.44862, 0.94416, 0.73753, -0.28393, 0.42073, -1.0918, -0.021342, 0.12976, -0.29655, -0.28393, 0.25594, -1.8865, 0.33465, -0.12404, 0.22431, -2.1705, -1.1753, -0.39214, -0.41652, 0.33154, 0.24304, -0.4874, 0.034131, -1.7326, -0.20846, -0.0042543, 0.18182, -0.37596, 0.7854, -0.20499, -0.074524, -0.10903, -0.38015, -0.37717, -0.042116, -0.13002, -4.0826, 0.88065, -0.2733, -0.37517, -0.12829, 0.27155, -0.14613, 0.072783, -0.30593, -0.42924, -0.22584, 0.77193, -0.30173, 0.23387, -0.26472, -0.54287, -0.0037891, 0.079304, 0.052516, -0.033735, -0.050336, 0.26756},
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{-0.039406, 0.093813, -0.056454, 0.057182, 0.099088, 0.092046, -0.032686, 0.0458, -0.031523, -0.04996, 0.0325, -0.058403},
{0.058825, 0.082787, 0.040432, 0.041677, 0.072359, -0.075525, 0.020514, 0.066985, -0.046064, -0.01587, -0.0912, 0.066796},
{-0.030893, 0.0013664, 0.052446, -0.10636, 0.016703, -0.1075, -0.0084749, -0.049962, 0.094749, -0.069139, 0.083361, -0.057183},
{0.1107, 0.072854, 0.10203, -0.063854, 0.10215, 0.0050964, 0.10196, -0.075716, 0.10789, 0.059464, 0.098872, 0.011428},
{0.058124, -0.0086616, 0.10098, 0.035014, -0.079053, -0.051114, -0.10313, -0.097918, 0.068337, 0.039629, -0.04791, 0.0035079},
{-0.098033, 0.030452, -0.009077, -0.029488, -0.035878, 0.019928, 0.022007, 0.057393, -0.011764, 0.042067, 0.10906, -0.033984},
{0.088258, 0.074491, 0.037017, -0.061095, -0.09256, 0.071554, 0.083547, -0.076946, 0.04449, -0.076055, 0.075861, -0.02014},
{-0.014588, 0.046389, 0.024235, -0.076641, -0.10957, 0.10091, -0.090716, 0.062677, -0.0072933, 0.096569, -0.071206, 0.095365},
{-0.0051087, 0.10425, -0.080205, -0.078057, 0.081873, 0.018322, 0.076482, -0.015158, -0.022585, -0.11383, 0.060843, 0.015745},
{-0.05164, -0.048334, -0.035831, 0.037164, 0.040039, 0.087358, 0.036384, 0.098493, -0.0075228, -0.073837, -0.10729, -0.022822},
{-0.076508, 0.0033115, 0.0052324, 0.10304, 0.04553, -0.071222, -0.11037, -0.053617, 0.0040367, 0.038605, -0.028577, 0.070283},
{0.091229, -0.019723, -0.11128, 0.02777, -0.070664, 0.050224, -0.070045, 0.067168, 0.091598, 0.0040107, -0.070397, -0.10475},
{-0.10081, 0.08639, 0.032802, -0.11059, -0.035359, -0.097991, 0.0052932, -0.065632, -0.083279, -0.0075782, 0.022241, -0.084861},
{0.0010376, 0.052708, 0.095861, 0.050901, -0.082427, 0.086962, 0.050424, -0.027386, 0.04339, -0.093225, 0.011351, 0.10765},
{-0.041517, 0.049472, 0.10785, -0.10239, -0.063856, -0.094094, 0.077332, 0.098311, -0.020813, -0.01259, 0.063545, -0.067171},
{-0.0013818, 0.047382, 0.078913, 0.004399, 0.019733, -0.019088, 0.036681, 0.026741, -0.10754, 0.034882, 0.04781, 0.075864},
{-0.093892, -0.11033, -0.010151, -0.099714, -0.10867, 0.040077, 0.032813, -0.032959, -0.070512, 0.087717, 0.087996, -0.044493},
{-0.097789, 0.0057325, -0.10964, 0.10947, 0.060186, 0.071818, 0.0080011, -0.069306, -0.051649, -0.067927, 0.11348, 0.11125},
{-0.02658, -0.099751, 0.047478, -0.039217, -0.096968, 0.061795, -0.040508, 0.066792, -0.020963, -0.11102, -5.2043e-05, -0.038343},
{0.094936, -0.0025366, -0.014536, 0.055811, 0.097617, 0.090969, -0.013221, -0.11052, 0.050997, -0.089682, 0.056995, -0.095805},
{-0.0081567, 0.041765, 0.057746, -0.075391, -0.015957, -0.0031038, -0.051236, -0.088433, 0.030498, 0.014025, 0.043522, 0.041675},
{-0.10322, 0.095582, 0.044892, 0.10088, 0.075995, -0.028107, -0.087812, 0.035474, -0.11464, -0.058388, -0.075426, -0.067872},
{0.061989, 0.089476, 0.05824, -0.056217, 0.023317, 0.043033, 0.07717, -0.026976, -0.035231, -0.10782, -0.049823, -0.077098},
{-0.085947, -0.082774, -0.11373, -0.086295, 0.0044361, -0.097084, -0.038329, -0.038704, -0.0017877, 0.088635, 0.094256, -0.069406},
{0.043235, 0.11227, -0.096374, -0.077982, -0.077676, -0.0051296, 0.0082489, 0.095063, -0.041628, 0.010875, -0.0231, 0.085303},
{0.029719, -0.012383, 0.092524, -0.090577, 0.017059, -0.060102, 0.098624, -0.024444, -0.083048, -0.0029714, 0.092338, -0.093889},
{0.051713, 0.0033631, 0.056592, -0.030154, 0.0072099, 0.10917, -0.058907, 0.076063, -0.025944, 0.10016, 0.011096, -0.058036},
{0.089145, -0.013828, -0.11325, -0.039637, 0.038324, 0.04157, 0.02219, -0.084973, -0.10183, 0.01122, -0.054337, 0.0039161},
{-0.044433, 0.07035, 0.0042392, 0.017614, 0.011181, -0.031568, -0.058048, 0.10142, 0.060917, 0.058119, -0.060604, 0.084423},
{0.0030452, -0.066182, 0.0101, 0.059246, 0.038534, 0.067512, -0.069702, -0.03394, 0.10597, -0.075143, -0.037715, 0.022185},
{0.079374, -0.079469, -0.065194, 0.045835, 0.016422, -0.097843, 0.077083, 0.016493, 0.1145, -0.027432, -0.010809, 0.11166},
{0.078348, 0.026693, 0.029104, 0.099851, -0.013464, -0.0036998, 0.028274, 0.078965, -0.034462, 0.10715, 0.038336, 0.074055},
{-0.01941, -0.11451, 0.048021, -0.03164, 0.00052186, -7.8614e-05, 0.039379, 0.072797, -0.069054, -0.045564, 0.073231, 0.04277},
{-0.0073603, 0.052154, -0.050405, -0.010307, -0.10745, 0.099301, 0.085178, -0.014826, 0.0098246, 0.089576, 0.0095887, 0.029365},
{-0.073797, -0.018875, -0.029386, -0.059547, 0.0050617, -0.081168, -0.088186, -0.034606, -0.068454, -0.057272, 0.056501, -0.023709},
{0.016439, 0.041424, -0.04355, -0.017991, -0.10666, -0.096281, 0.040392, 0.096152, 0.0031565, 0.0779, 0.05935, -0.018341},
{-0.10712, 0.07718, -0.090895, -0.048231, -0.090119, -0.021066, -0.010428, 0.056111, 0.024781, 0.047828, -0.021393, -0.0051025},
{-0.00034868, 0.075411, 0.063291, -0.065065, 0.01189, 0.10626, -0.1073, 0.063415, 0.068469, 0.0060337, 0.046406, 0.07195},
{0.056962, -0.095956, -0.10203, 0.006295, 0.025491, -0.069265, 0.081462, 0.025708, -0.081059, -0.093709, 0.036977, -0.047078},
{0.089641, 0.029726, -0.077939, 0.083425, 0.062408, -0.069672, 0.037034, -0.042532, 0.0054565, 0.064725, -0.051299, -0.0058914},
{0.078469, -0.065717, -0.046566, 0.048536, -0.0030556, 0.017362, -0.10095, -0.085819, 0.016432, -0.04408, -0.045548, -0.016233},
{-0.065899, -0.025506, -0.005092, -0.026883, 0.045194, 0.019655, -0.050588, -0.084128, 0.040999, 0.058874, 0.10422, -0.0082514},
{-0.084786, 0.10267, 0.0045857, -0.0092311, -0.0030169, -0.030236, -0.074234, -0.085794, 0.079066, 0.033345, 0.092295, 0.036263},
{-0.051713, -0.052946, -0.080224, 0.067759, 0.048281, 0.022972, 0.091134, 0.057474, -0.038525, -0.079325, 0.1088, 0.014294},
{-0.019662, -0.049546, 0.076552, -0.11397, -0.051241, -0.080574, 0.021602, -0.0094258, 0.055995, -0.010278, -0.020657, 0.038455},
{0.048136, 0.065123, 0.017843, 0.037782, -0.050448, 0.11365, 0.043803, -0.06087, -0.022303, -0.077444, 0.067916, 0.034978},
{-0.059669, -0.049977, -0.038731, -0.071847, 0.0069948, -0.022313, 0.015908, 0.0422, 0.012722, -0.020864, 0.023402, -0.050542},
{-0.041859, -0.11211, 0.1117, -0.083957, -0.060703, 0.073305, -0.015026, 0.081267, 0.026268, -0.07633, -0.089489, -0.11352},
{0.034885, 0.11086, -0.11433, 0.10233, 0.022363, -0.028849, -0.0681, -0.087137, 0.026136, 0.11137, -0.097952, -0.10113},
{0.041604, 0.07335, -0.10797, 0.024318, 0.096413, -0.0046391, -0.052205, 0.1019, -0.10561, -0.038182, -0.026754, -0.065462},
{-0.025758, -0.023367, -0.0023741, -0.034988, 0.073683, 0.033608, -0.058662, -0.10088, -0.035906, -0.03342, -0.025022, -0.056514},
{-0.080861, -0.074129, 0.054821, 0.0022157, -0.06188, 0.068603, -0.0052876, -0.082319, -0.075387, -0.040802, 0.01356, 0.054638},
{0.07928, -0.078522, 0.0083202, 0.076703, 0.091656, -0.032652, 0.10586, -0.062518, -0.017471, 0.032434, 0.045661, -0.0061506},
{0.10448, -0.055709, -0.086603, -0.03913, 0.03476, -0.038013, -0.064831, 0.022757, 0.052851, -0.10606, -0.11215, 0.097057},
{-0.08072, -0.091391, -0.071514, 0.030229, 0.10001, -0.081466, 0.064804, -0.10238, -0.030823, -0.096764, -0.025836, -0.057204},
{-0.02093, 0.030906, 0.026182, -0.10521, 0.082307, 0.038279, 0.10554, 0.071648, -0.094839, -0.0020367, 0.01507, 0.042192},
{0.014889, 0.067625, -0.085817, 0.061269, 0.10379, -0.042511, 0.016839, -0.1074, -0.018774, -0.05673, -0.05309, -0.0059827},
{-0.0026349, 0.058029, 0.10416, 0.0044285, -0.086501, 0.023458, -0.085103, 0.10885, -0.040088, 0.036389, -0.07763, 0.001466},
{0.10578, 0.030611, 0.077566, -0.064118, 0.04645, 0.096545, 0.00042528, 0.039248, 0.014679, -0.11433, 0.070731, 0.076869}
}
};
vector<vector<double>> layerBiasesP1 =
{
{-0.43315, -0.099785, -1.3338, 0.12162, -2.2728, -0.68216, 0.15053, -0.046394, 1.13, -0.15379, -0.046532, -0.022701, 0.16502, -0.013099, -0.49193, -0.30138, 1.2803, 1.5651, 0.1126, -2.3982, 0.29496, -0.29242, -0.25475, 7.3613, 2.4865, 0.13653, 0.061024, 0.052578, 0.0077661, 2.524, 0.65838, 2.0328, -1.3653, -2.9896, 0.57806, -0.26916, 0.43926, -0.41728, -1.1106, -0.30362, -0.043721, 0.72859, -0.054098, -0.056116, 0.26249, -0.44361, 1.8045, 0.077655, 2.0562, 2.017, 2.4818, -0.0025956, -0.090965, 0.069669, 0.9511, 0.39835, 0.031797, -0.26125, 1.1921, -0.14226, -0.12867, 0.1668, -0.096163, 0.020316, 0.055249, -0.67764, 0.03582, -1.5829, 2.1291, 0.9503, -4.3752, -1.1167, -0.0816, -0.10309, 0.0019065, 0.29748},
{-0.97939, -0.31585, 0.50892, 0.66211, -0.74774, -0.014202, 0.099966, -0.2856, 0.65687, 0.071117, -0.71705, 0.80962, 0.607, 0.53408, -0.1551, 0.64328, 0.40348, -0.56153, 0.44403, -0.40116, -0.7734, 0.18161, 0.06808, 0.52171, -0.51475, 0.051269, -0.046881, -0.32154, 0.036087, -0.025815, -0.61439, 0.3084, 0.1343, 0.16737, -1.7364, -0.29544, 0.59171, 1.1227, 1.4545, 0.70144, 0.4494, -0.39908, -0.54632, -0.10528, -0.097349, 0.5923, 0.36238, -0.40224, 0.37684, -0.16757, -0.49963, 0.25727, 0.031415, 0.36932, 0.66828, 0.23355, 0.83505, 0.87643, 0.20958, -0.075025, -2.0849, -0.47221, 0.17125, 0.21718, -0.12742, 0.4199, 0.12793, 0.95266, 0.28063, 0.10402, 0.65349, 0.68307, -0.11152, -0.027932, 0.33015, 0.11041},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 42, 32, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{-0.16913, 0.036309, -0.087352, -0.020741, -0.18028, -0.17288, 0.09969, 0.92306, 0.21999, 0.28523, 0.19757, -3.6381, -0.20787, 0.045485, 0.13523, -0.0344, 0.01629, 0.084016, -0.015928, 0.045471, -0.22462, -0.24114, 0.27615, 0.15994, -0.6842, -2.4698, 0.010117, -2.6775, 0.039038, -0.079219, -0.10893, -0.16844, 0.33277, 1.3848, -0.22194, -0.23247, 0.34157, -2.4175, 0.21067, 0.11089, 0.26933, 0.055804},
{0.00065993, -0.089624, -0.059089, -0.27059, -0.16076, 0.077592, -0.26241, 0.80038, -0.035721, -0.001415, 0.11976, -1.1726, -0.079354, -0.029915, 0.1097, 0.014296, 0.27059, 0.0068226, -0.068503, -0.14286, -0.071882, -0.28373, 0.66475, 0.20093, -0.4027, -2.6552, 0.35631, -1.3163, -0.067844, -0.18323, -0.18091, -0.092186, 0.065866, 0.24965, -0.15092, -0.10234, 0.26628, -2.2277, 0.30891, 0.17804, -0.00073987, -0.10718},
{-0.022529, 0.024455, -0.1492, 0.0028334, 0.057328, 0.39528, -0.1813, 0.70451, 0.054351, -0.039148, -0.082503, 1.581, 0.080453, 0.14611, -0.080967, 0.097935, 0.088249, 0.36176, -0.011168, -0.15805, -0.036228, 0.21091, 1.3655, -0.33264, 0.64777, -2.4894, 0.69809, -0.65792, -0.20605, -0.038666, -0.012108, 0.3421, 0.071746, -0.20074, 0.39008, -0.18764, -0.017626, -1.5358, -0.060485, -0.27342, 0.15012, 0.28921},
{0.37318, 0.32688, 0.093182, -0.045348, -0.036046, 0.48475, -0.078271, 1.2009, -0.33611, 0.14732, -0.25152, 2.8204, -0.21157, 0.13585, -0.41279, 0.040421, 0.48184, 0.29152, 0.1473, -0.054068, -0.016714, 0.044443, 2.2053, -0.35995, 0.76386, -3.7052, 1.2075, -0.2507, 0.19873, 0.20311, 0.063404, 0.44732, 0.28727, 1.5462, -0.064467, -0.21286, 0.21378, -1.9802, 0.42485, -0.45681, 0.27644, -0.0038946},
{0.35359, 0.24064, -0.26323, 0.097152, 0.38031, 0.5996, 0.021187, 0.1711, -0.32634, -0.015293, -0.3071, 1.4188, -0.27473, 0.10725, -0.4893, -0.13912, 0.43308, 0.53022, 0.15472, -0.21327, 0.35382, 0.25876, 1.8122, -0.41102, 1.8006, -2.9315, 0.94035, -0.24964, -0.0043649, 0.10382, 0.18526, 0.71029, 0.15543, 0.2017, 0.64032, -0.20424, -0.48811, -0.58438, 0.15586, -0.20249, 0.034886, 0.50436},
{-0.26214, 0.027577, -0.078979, -0.061339, 0.41582, -0.011746, 0.052581, -0.67103, 0.29386, -0.036076, -0.10716, 1.244, -0.033328, -0.047747, -0.24296, -0.1148, -0.1527, 0.13524, 0.14721, -0.14417, 0.058412, 0.28755, -0.40686, 0.025259, 0.6726, -2.1704, 0.22922, -0.93369, -0.095205, -0.19265, -0.3622, 0.1902, -0.085696, 0.3912, 0.46515, -0.31095, -0.40665, 0.3188, -0.37434, 0.075991, -0.50966, 0.16425},
{-0.45849, 0.15834, -0.085132, 0.18705, 0.4282, -0.2065, 0.0011003, -0.62232, 0.020474, -0.057761, -0.29636, 0.37383, 0.0068304, -0.066071, -0.52161, 0.10045, -0.28545, -0.030316, 0.36039, 0.21968, 0.19759, 0.27281, -1.498, -0.16824, 1.155, -0.65367, -0.23579, -0.99789, -0.051441, -0.023017, -0.19804, 0.19612, -0.24412, 1.624, 0.28417, -0.045293, -0.62174, 0.70086, -0.50617, -0.086316, -0.45585, 0.07333},
{-0.31326, 0.28662, -0.078398, 0.20804, 0.37935, 0.072381, 0.080968, -0.89637, -0.073811, -0.17176, -0.29156, 0.5233, -0.041804, -0.12488, -0.26605, 0.16949, -0.41445, 0.094114, 0.39986, 0.22355, 0.36384, 0.34365, -1.1886, -0.047761, 0.79147, 0.17111, -0.36157, 1.1501, -0.19691, 0.10543, -0.063894, 0.14206, -0.23918, 0.49274, 0.31305, -0.1409, -0.66185, 0.7348, -0.3969, 0.070426, -0.39016, 0.27304},
{-0.25072, 0.083945, 0.016618, -0.09048, -0.024888, -0.1879, 0.12739, 0.21015, 0.055784, -0.25423, -0.12522, -0.00085291, 0.13095, 0.075899, 0.1857, -0.041245, -0.10405, -0.1655, -0.12768, 0.095651, -0.01545, 0.16949, -1.1893, -0.040762, -0.48625, -0.17156, -0.79312, 2.4165, -0.028971, -0.030796, 0.067562, -0.30865, -0.0011816, -1.2172, -0.28487, 0.12583, 0.073005, -0.57334, -0.29526, 0.064634, 0.040819, -0.0039733},
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{-0.03647, 0.025455, 0.016943, 0.0067312, 0.015854, 0.0025318, 0.020504, 0.018121, 0.016936, -0.0063884, -0.013086, -0.010323},
{-0.088694, -0.0091775, -0.0088797, 0.014033, -0.014685, -0.00196, 0.00018963, 0.0035125, 0.011146, -0.010131, -0.0037713, -0.010901},
{-0.039141, 0.011729, -0.014388, -0.0058531, 0.0011989, -0.01154, -0.0023265, 0.0034725, -0.0052962, -0.0033207, 0.0013427, -0.0019325},
{0.11539, 0.015187, -0.025267, -0.0013501, 0.023143, -0.0067205, -0.021988, -0.018856, -0.013064, -0.018933, 0.0030453, 0.0014396},
{0.08403, -0.03001, 0.0079869, 0.025979, 0.024801, -0.022616, 0.0037109, -0.0025544, 0.0073963, -0.023456, 0.007798, -0.0066372},
{-0.030165, -0.0087945, -0.063995, -0.018725, -0.016211, -0.024505, -0.027672, -0.023088, -0.013859, 0.0058005, 0.025334, 0.018671},
{0.040137, 0.023355, 0.018136, 0.052631, 0.09835, 0.11016, 0.11596, 0.099361, 0.068987, -0.026169, -0.016195, -0.038061},
{-0.019574, 0.012813, 0.0042078, 0.0065497, 0.0038552, 0.0012516, 0.0045475, 0.0093153, 0.0036562, -0.0055856, -0.0052759, -0.0076109},
{-0.019473, -0.015868, 0.091091, 0.17647, 0.26276, 0.28529, 0.31405, 0.30544, 0.35168, 0.33828, 0.38444, 0.43465},
{-0.19337, -0.23617, -0.27165, -0.30703, -0.29352, -0.33338, -0.32603, -0.22692, -0.20021, -0.21949, -0.2741, -0.2967},
{0.036567, 0.02444, 0.00053158, -0.00083583, -0.017725, 0.012213, 0.0066961, 0.0018126, -0.0021849, 0.024483, -0.0030194, 0.0086078},
{0.22387, 0.28058, 0.28831, 0.28942, 0.19032, 0.21118, 0.13961, 0.076526, 0.1038, 0.17964, 0.1754, 0.1032},
{-0.11239, -0.0063392, -0.019372, -0.011033, -0.0082148, -0.016523, -0.0016607, 0.0052525, -0.00086555, 0.0013424, 0.0032915, 0.00046621},
{0.0052036, 0.073148, -0.041082, 0.001717, -0.013422, 0.0051278, -0.0020987, 0.018674, -0.015796, -0.008283, -0.0061229, -0.0061263},
{0.00092263, -0.0014979, -0.016465, -0.01555, -0.012298, -0.010008, -0.0071174, -0.011909, -0.014449, 0.011324, 0.002329, 0.0077506}
}
};
vector<vector<double>> layerBiasesP2 =
{
{-0.040378, 0.1179, -0.077946, 0.022517, 0.14384, 0.15118, 0.022488, -0.39743, -0.018654, -0.098555, -0.13229, 2.7021, -0.052709, 0.016403, -0.18593, -0.011197, -0.083094, 0.18602, 0.090466, -0.028219, 0.073409, 0.17567, -0.13268, -0.1092, 0.53504, 0.99794, -0.98006, -1.1311, -0.074986, 0.024286, 0.025183, 0.24589, 0.024416, -2.1711, 0.29278, -0.11758, -0.24817, 1.1884, -0.11172, -0.067735, -0.12929, 0.18282},
{-0.021045, 0.017276, -0.001871, -0.0085427, -0.014047, 0.0023815, 0.011358, 2.0748, 0.067056, 0.046521, -0.032596, -0.035319, -0.057569, -0.0085253, -0.045802, -0.27541, 0.0050735, -0.041539, -0.0068168, 0.0056976, 0.0021398, -0.026082, 0.061742, -0.18607, -0.021351, -0.72585, -1.4264, 0.0061304, -1.4679, 0.021864, -0.020951, 0.044641},
{1.652, 1.1693, 0.85131, 0.56607, 0.35529, 0.26851, 0.15799, 0.14262, 0.075292, 0.025913, -0.050611, -0.072238}
};
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] < 0.5) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}