#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, 72, 52, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.477603, 0.347524, 0.616098, -0.0961679, 0.258683, -0.265075, -0.254613, -3.30295, -0.0822549, 0.374607, 0.0626676, -0.755847, 0.191907, -3.07978, 0.249943, -1.36799, -0.146114, 0.881206, -0.00433037, 0.0794688, -0.0996097, 0.00855441, 0.178895, 0.649677, -0.440422, 0.542819, -1.26585, 0.240692, 1.72403, -0.0817646, -0.176315, -0.079576, 0.119491, -1.17662, -0.449014, -2.26097, -3.69624, 1.59404, 0.247479, -0.279672, -1.29103, -0.224308, -0.427788, 0.186559, -0.460392, 0.193268, 0.0498832, 0.605345, 0.0675473, 0.0930439, 0.0178024, -0.503474, 0.145216, 0.0408781, 0.0876567, 0.320692, -1.1258, 0.538044, 0.261109, -1.90262, -0.163951, -0.336226, 0.212091, -0.935046, 0.364087, 0.278601, 0.283408, -0.482645, 1.55335, 0.0489553, -0.613743, -0.77501},
{-0.383242, 0.907496, 0.985397, -0.0598956, -0.110564, 1.128, -1.03693, -0.335317, -0.211811, -0.589503, -0.527372, -0.0476882, -1.37003, -1.37339, 0.0239836, -2.24426, -0.290017, 0.370158, -0.230381, -0.0471397, 0.286906, 0.181438, 0.115276, 0.910801, -0.1207, -1.21408, -0.239929, -0.0958093, 1.92691, -0.175038, 0.0530858, -0.0788289, 0.20169, -0.560846, -0.165924, -0.715321, -2.88058, 0.0834817, -0.115597, 0.182255, 0.156996, -0.361344, 0.423344, -0.0846524, -0.0359087, 0.196838, 0.318562, 0.118974, -0.308293, -0.231393, -0.16535, -0.17489, 0.0497046, 0.12231, 0.180637, 0.617792, 0.5583, -0.393432, 0.088423, 0.613158, -0.347496, -0.648759, -0.951128, -0.289123, -0.0743599, 0.0234221, 0.920788, 0.566373, 0.215903, 0.260573, 0.045859, 0.168427},
{-0.4254, -0.464487, 0.712217, -0.0822239, -0.0264353, 0.29561, -0.990513, 1.66164, 0.23317, -0.431742, -0.107332, 0.229519, -0.127891, -1.71551, 0.0857216, -1.24261, -0.228386, 0.666165, 0.565683, 0.225561, 0.128611, 0.363896, 0.0961949, 0.520595, -0.370332, 0.138914, -0.143614, -0.31872, -0.584841, 0.0591113, -0.270026, 0.022821, -0.0243958, -0.422808, -0.523929, 2.63142, 0.503515, 1.31407, -0.010852, 0.227941, 0.386205, -0.240614, 0.349409, 0.111107, -0.110877, 0.0431206, 0.139433, 0.0675947, -0.227376, -0.0972873, 0.0528151, 0.218885, -0.333471, 0.0673339, 0.167555, 0.309264, 0.168881, 0.0116766, -0.0764309, 0.749514, 0.0209696, -0.268362, -0.10455, -0.425396, -0.118716, 0.135134, 1.02314, -2.30221, 0.620037, 0.508632, -0.372763, 0.0622026},
{-0.25437, -1.74607, 1.80604, -0.180959, -0.240962, -0.264224, -0.244584, 0.928326, 0.168476, 0.208674, 0.199549, -0.633656, 0.805643, -0.91849, -0.0998701, 3.03132, 0.59234, 0.952973, 0.89535, 0.310691, -0.114139, 0.36378, 0.346171, -0.130698, 0.168409, 0.577989, -0.275474, -0.538723, 0.146368, 0.138847, -0.533343, 0.110729, 0.165866, -0.448677, -0.641811, -0.52896, 2.18503, 0.869187, 0.120375, -0.0268486, -1.06371, -0.182132, 0.85166, -0.01018, -1.00492, -0.337046, 0.187732, 0.434775, 0.466148, 0.229941, 0.365598, -0.387255, -0.437386, 0.455596, 0.554298, -0.0849807, -0.0189449, 0.541197, 0.00718384, 0.169232, 0.0326686, 0.542193, -0.498676, -0.413771, -0.368309, 0.0705251, 1.00774, -1.29002, 0.907088, 0.761717, -0.298276, 0.532},
{-0.0890006, 0.781944, 2.03101, -0.480574, -0.445767, -0.906859, 1.57405, 2.51794, 0.00727574, 0.0226366, 0.105171, -0.11551, -1.23808, -2.8009, -0.443337, 2.66933, 0.342725, -0.202972, 0.727081, 0.24861, 0.133814, 0.33168, 0.687508, 0.977361, -0.0790879, -2.06516, -0.167483, -0.581073, -0.652514, 0.500953, -0.268102, 0.138024, 0.0977346, 1.6831, 0.20909, 3.76266, 1.61315, 0.032806, 0.199541, 0.410399, -1.64815, -0.257239, 1.4449, -0.665279, -0.705974, 0.255678, 0.606818, 0.659085, 0.661089, 0.234724, 0.263073, 0.726205, -0.192646, 0.751843, -0.122643, 1.65483, 1.59603, -1.27228, 0.104429, 0.808923, 0.238193, 0.103505, -0.21124, -0.0234313, -0.221647, 0.362649, 0.772407, 1.33427, 0.84354, 0.58249, -0.0428186, 0.42654},
{0.185963, -1.9807, 2.07792, -0.147468, 0.390077, -1.81999, 1.17128, 0.0588732, -0.110249, 0.253763, 0.034858, 0.290042, 1.33725, 1.46266, -0.0516486, -0.0170593, 0.142229, -0.161899, 0.037099, -0.0437832, 0.307797, -0.10664, -0.380283, 0.726226, 0.324376, 1.82029, 0.380453, 0.296211, -0.474656, -0.142745, 0.102922, 0.097931, 0.225232, 0.791919, 0.0246923, 1.44254, 0.359043, 0.0951479, 0.365194, -0.034405, 0.442139, -0.20671, 0.729788, 0.0817541, 0.0382397, 0.013779, 0.126753, 0.109684, 0.00662231, 0.202964, -0.23251, 0.319518, 0.235566, 0.209357, -0.447776, 0.0302571, 1.57098, -0.786769, -0.126072, -1.02419, 0.0523322, 0.20515, -0.840326, 1.55381, 0.0880179, 0.129906, 0.783698, -1.2777, -0.911246, -0.231787, 0.305199, 0.578396},
{-0.249067, -0.261324, 2.27564, -0.324154, -0.156725, -1.20892, 0.280771, 0.89394, -0.127079, 0.320878, -0.102551, -0.0363628, 0.715088, 3.48534, -0.0255204, 0.404084, -0.112203, 1.13306, -0.37836, 0.330036, 0.59664, -0.322487, -0.164791, 0.109964, 0.16776, -0.135965, -0.945555, 0.793275, 1.97793, -0.135666, 0.346266, -0.210991, -0.0107249, 0.726643, -0.250523, -1.26056, -1.5502, 1.35557, 0.144654, 0.0961076, 0.348705, -0.293565, -0.502815, -0.0624189, 0.415997, -0.237661, -0.0771611, 0.0325894, -0.116977, -0.325474, -0.138745, 0.152363, 0.622151, -0.0848115, -0.623853, -0.897641, -0.368712, 0.143889, -0.369661, -0.488909, 0.193043, -0.0639843, 0.786831, 0.61467, 0.0324978, 0.253083, 0.475772, 0.772159, -1.6994, -0.357196, 0.250737, -0.429165},
{-0.00311921, -0.824098, 2.05003, 0.16125, -0.334344, -1.66818, 0.820829, -0.12983, -0.128741, 0.238713, -0.0703372, 0.230731, 0.575763, 2.56733, 0.32413, -1.18434, 0.0241795, 0.758733, -0.310535, 0.0284364, 0.00896217, 0.569842, 0.0118642, 0.364694, 0.145081, 1.1594, 0.0415104, 0.182521, 1.38884, -0.15121, 0.15971, -0.0784964, 0.0175659, 0.480826, 0.0216257, 2.23273, -0.705235, 0.676403, -0.192841, 0.0231018, -0.0582227, 0.113962, 0.136752, 0.154104, 0.283713, -0.194999, 0.146171, 0.19881, -0.0640488, -0.165172, -0.118627, -0.462843, 0.189121, 0.135859, -0.0834435, -1.4912, 0.255802, 0.224329, -0.209935, -0.317342, 0.261025, 0.243312, -0.738919, 0.586086, 0.0939847, -0.188047, 0.951582, 1.11329, -0.820561, 0.0848001, 0.415702, -0.724713},
{-0.282255, 0.121155, 1.31975, 0.350991, 0.044765, 0.667337, 0.345001, 0.843195, 0.0851824, -0.339393, -0.316093, 1.15815, -2.70934, 1.70788, 0.0078799, -1.57706, -0.267265, 0.626479, -0.867546, -0.284754, -0.190026, 0.333923, 0.859608, 0.812811, -0.368726, -1.71927, -0.420025, -0.571587, 0.293732, 0.175836, -0.324036, -0.0632271, 0.0785041, 2.57545, 0.150518, -1.06997, -3.25284, 1.00577, -0.17975, -0.124231, 0.689676, 0.176036, 0.914119, -0.194454, -0.22369, 0.376203, 0.0201541, -0.0813052, 0.20008, -0.00940956, -0.110452, -0.0776271, -0.165406, 0.0372717, 0.311183, -0.0186137, 1.27062, -1.03541, 0.095667, 1.20374, 0.358517, -0.611708, -0.419522, 0.84609, -0.387412, -0.295692, 0.395733, 2.91139, -1.44794, 0.459459, 0.552684, 0.15844},
{-0.292011, -0.380383, 0.770312, -0.193729, 0.367211, 0.597262, 0.78495, -0.222533, 0.0904631, -0.187621, 0.0454888, 0.857402, 1.09456, -0.21693, -0.0766148, -0.522064, -0.0811791, 0.503837, -0.653827, 0.105113, 0.0268952, -0.256623, -0.190597, 0.396549, 0.0967815, 0.618575, -0.0702036, -0.202109, 0.306072, -0.0251949, -0.0520915, 0.0697324, 0.00719524, 1.23682, 0.0606536, -4.34778, 4.58, 0.915988, 0.140378, -0.148313, 0.342218, 0.244947, 0.871726, 0.38115, 0.310663, -0.01576, -0.112976, -0.220515, -0.099105, -0.285539, -0.204728, 0.204068, 0.0596511, -0.330674, -0.0922856, -1.68579, 0.909967, -0.332273, -0.145827, 0.478176, -0.0322896, -0.149304, -0.137308, 0.67632, 0.352859, 0.166838, 0.351738, -1.02778, -0.845369, 0.196921, 0.355468, 0.410176},
{-0.30812, 0.130891, 0.572829, 0.122706, 0.384791, 0.818259, 1.1033, 1.32723, -0.059202, 0.233681, -0.230123, 0.375607, -0.272292, 0.249284, -0.200497, 0.123913, 0.27957, 0.19984, -0.399888, 0.28278, 0.14351, 0.00126678, 0.514281, 0.575392, 0.00734638, 0.0293973, -0.76966, -0.0065053, -2.03397, 0.0301139, -0.317564, -0.223269, -0.107411, -0.176451, 1.19096, -1.77492, 1.7054, 0.460266, -0.0666201, 0.311062, -0.725797, -0.315954, 0.346995, -0.10432, -0.20718, 0.0562125, 0.10787, 0.0218378, 0.0191737, -0.263405, 0.0538391, 0.120373, 0.406188, -0.0416971, 0.0184167, -1.02404, 1.35561, -0.37987, 0.00135621, 0.323329, 0.133067, -0.0750078, 0.0697199, 0.297162, -0.486049, 0.168346, 0.263265, -2.23843, -0.0426365, 0.154289, 0.32319, 0.273631},
{0.067549, 0.713569, 0.65643, -0.0785296, 0.343372, 0.720565, 1.07656, -1.21661, -0.0178474, 0.135667, -0.040068, 1.28271, 0.726567, -1.0894, 0.139968, 0.235079, -0.10925, 0.627302, -1.36381, -0.0216218, -0.10786, -0.2273, 0.329967, 0.539734, -0.0716818, 0.842927, -0.710841, -0.123357, -0.712906, -0.247893, -0.240323, -0.225533, 0.114039, 0.522937, 1.85908, 1.36922, 0.643947, 0.750857, 0.302732, -0.117995, -0.542703, -0.0313506, 0.531172, 0.273012, -0.118723, 0.360363, -0.0151123, -0.145001, 0.0248592, 0.0788402, 0.00927794, -0.134338, 0.135678, 0.0665825, -0.0597753, -0.0476213, 0.111941, -1.78813, -0.083082, 0.160978, -0.103193, -0.105793, 0.596651, -0.145609, 0.270818, -0.10581, 0.23206, -1.64592, 0.124775, 0.07047, 0.00952951, 0.0343523},
{-0.434655, 0.21957, 0.997537, -0.404952, 0.0331236, 0.589766, 1.55861, -2.16111, -0.0930941, -0.0738862, -0.327159, 0.294767, -0.395494, -1.91715, -0.0542856, 1.93932, 0.172833, 0.314071, -0.18353, 0.385948, 0.32303, 0.096157, 0.0909251, 0.00830217, -0.139277, -0.840006, -0.0518162, -0.050268, -0.418994, 0.0868686, -0.0439876, -0.103734, 0.0509497, -0.743985, 1.01015, -0.312472, -1.33072, 1.2634, 0.200473, 0.355603, -0.152107, -0.0270191, -0.0924857, -0.156369, 0.130908, 0.342064, 0.144983, 0.139477, -0.185413, 0.125203, -0.240223, 0.0882585, -0.0177733, 0.0797399, -0.219593, 0.101507, 0.284754, -0.949382, -0.12335, -0.0295583, -0.281586, -0.216181, -0.0351844, 0.601087, -0.07815, 0.277804, 0.390589, 1.02317, -0.981081, -0.291544, 0.165312, -0.109179},
{0.183504, -1.33959, 1.24881, 0.340703, -0.447967, 0.802343, -0.114734, 2.56217, -0.0652677, -0.168605, 0.0595772, 0.14052, 0.23692, -3.29305, -0.0253717, -1.73952, 0.201929, 0.289566, -0.272898, -0.243595, -0.306101, 0.286657, 0.165457, 0.379019, -0.661082, -1.07375, 0.408018, -0.35798, -1.60952, -0.261909, -0.219655, -0.0691039, -0.180422, -1.64725, 0.686839, 3.25919, 0.68648, -0.612152, 0.386374, -0.0892137, 0.906678, 0.0407983, 0.405506, -0.181356, -0.255976, 0.5976, 0.182175, 0.14829, -0.0425536, -0.140771, -0.143615, -0.124451, -0.0570847, 0.219548, -0.135123, -0.178573, 1.40797, -0.57334, 0.0666734, -0.0619388, -0.0486686, -0.41262, -0.435214, 0.457008, 0.185923, 0.0562123, 0.663211, 0.60145, -1.31832, 0.0151536, 0.368215, 0.717166},
{0.364044, -0.54886, 1.4723, 0.0057735, -0.0283802, 0.353054, -0.907873, 1.35813, 0.0372845, -0.295894, 0.112858, -0.44098, 0.262832, -2.09977, 0.125081, 0.537995, -0.452996, 0.502282, 0.258223, -0.0479544, -0.271547, -0.319281, -0.0532215, 0.179202, -0.612233, 0.849068, -0.613162, -0.00874785, 1.93656, -0.143131, 0.0863597, -0.0451109, 0.0657367, -0.31637, 0.519496, 1.44726, -3.16805, 1.40877, 0.00350525, 0.164514, 0.763632, 0.291362, 0.0584819, -0.0635854, 0.115926, 0.489558, 0.103169, -0.330721, -0.138119, 0.196278, -0.0986713, -0.0446826, -0.100168, -0.209995, -0.231331, 1.72443, 0.225833, -0.542978, -0.266061, -0.355415, -0.157836, -0.090518, -0.0293425, -0.734395, 0.353527, 0.068068, 0.756267, -1.38427, -0.739911, -0.243838, 0.360478, -0.219854},
{0.376122, 0.220816, 1.0603, 0.328518, -0.150662, -0.0501459, -0.435485, -1.69699, -0.234967, -0.241384, 0.188912, -0.351434, -0.0264894, 1.29907, 0.325857, 0.35106, -0.670725, 0.720566, 0.24756, -0.312038, -0.0895843, -0.190456, -0.464879, 1.0171, -0.673543, 2.185, -0.673036, 0.0877362, 3.12278, -0.262456, 0.115295, -0.322193, 0.0429695, 0.593122, 0.0108996, -1.10704, -5.07426, 0.966868, 0.0816536, -0.287363, -0.0180642, -0.104699, -0.229786, 0.365384, 0.693618, 0.313485, -0.131357, -0.654872, -0.137583, -0.365402, -0.354957, -0.141723, 0.0245211, -0.64509, -0.0120313, 1.69516, 0.615396, -0.386595, -0.265668, -0.57168, -0.131617, -0.476973, 0.0104846, -0.273575, 0.202359, -0.256823, 1.12713, -1.61921, -1.42439, -0.219119, 0.26441, 0.218946},
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{0.095958, 0.0900549, 0.0370068, -0.0355259, 0.124574, -0.0337351, 0.0308165, -0.113754, 0.0817852, -0.0897449, 0.0807478, -0.0810558},
{0.094718, 0.056082, 0.0272404, -0.0526497, 0.033572, -0.0741613, 0.0754476, -0.0230765, -0.0586167, 0.110176, -0.133613, 0.0167311},
{-0.0234653, 0.126032, -0.050262, -0.109887, -0.133698, -0.0084596, -0.00369398, 0.0484511, -0.0497535, 0.0261151, -0.10691, -0.105201},
{-0.00889812, -0.0584332, -0.106104, 0.0765154, 0.0615361, 0.132362, 0.0546368, 0.0868236, 0.0607827, 0.0529549, 0.0428863, -0.10048},
{-0.0892158, 0.00400346, 0.00724529, -0.123343, -0.123783, -0.129178, -0.00364729, 0.0747071, -0.0743589, 0.0192314, -0.0326128, 0.0118152}
}
};
vector<vector<double>> layerBiasesP1 =
{
{0.130251, 0.306365, -8.57841, -0.0798136, -1.07887, 1.30206, 1.93658, -2.51234, 1.12593, -0.427485, -0.104248, -0.359395, 1.15484, 3.07951, -0.257279, -0.827235, -0.217632, -2.66082, 0.382589, 0.00946062, 0.105627, -0.311472, 0.17038, -3.02056, -0.333467, 1.13553, 3.61984, 0.0505372, -0.977118, -0.115509, 0.0170761, 1.22284, -0.147038, -1.3341, -0.2754, 0.637573, 0.626908, -3.75714, -0.0133774, 0.204239, -0.649507, 0.0850732, 0.0949038, -0.275267, 0.310114, 0.29407, -0.0360687, -0.261822, 0.203083, 0.0112842, 1.27959, 0.290894, 0.0944274, 0.00733283, -0.0779799, -0.586867, -2.23877, -0.209556, 1.23191, 0.758754, 0.0504721, -0.177848, 0.864572, -2.46583, -0.220478, 0.0377872, -3.51885, -1.14834, 3.22966, -0.203783, -2.09699, -2.10454},
{-0.570974, -0.61166, -0.413144, -0.814546, -0.553584, -0.4409, 0.594258, 0.31965, 0.267425, 0.728538, -1.25115, 1.70159, -1.41115, -1.21632, 0.0122288, -0.0602917, -1.07876, -0.470176, 0.819631, -0.109453, 0.845698, -1.13981, -0.646714, -0.27623, 0.0468652, 0.20157, -1.22196, 0.724075, 0.15823, 0.830533, -1.28786, 0.884623, -0.508337, 0.698035, 1.49379, -1.36868, -0.914578, 0.180959, -0.952171, 0.42025, -1.19443, 0.537808, 0.229849, -1.1723, 1.48099, -0.310285, -0.926295, 0.967539, 0.653008, 0.151644, -1.11936, 1.4584},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 48, 36, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{-0.28486, 0.34208, 0.096784, 0.38676, -1.1952, -0.49274, 0.55706, 0.13374, 0.38578, 0.90184, 0.7112, 0.78599, -0.45332, -0.017455, 1.8038, -1.7264, 0.18005, 3.0911, 0.094798, -0.62203, 0.36781, 0.08911, -0.42496, -1.5719, 0.024537, -2.0436, 0.53547, 2.1921, 0.19204, 0.99241, 2.4419, 0.89393, 0.63714, 3.2336, -0.45635, 0.0217, 0.58281, -0.63867, 0.93378, -0.34985, 1.1898, 0.89566, -0.094337, 0.083237, -0.035376, 0.51463, -1.5415, -0.26692},
{-0.72042, -0.014963, 0.28521, 0.27831, -1.5449, -0.0045988, -0.50761, 0.16703, -0.039186, 0.11254, 0.83702, 0.89531, 0.10573, -0.38872, 1.533, -0.96217, 0.54304, 1.9805, -0.31458, -0.84265, 0.16568, -0.033044, -0.68317, -1.0285, 0.12863, -1.5681, 0.39266, 1.6435, 0.46422, 0.49921, 1.0662, 0.62429, 0.54688, 2.5082, 0.092, -0.28937, 0.29688, -0.59683, 0.73693, -0.068881, 0.18684, 0.48258, -0.37782, -0.13501, 0.22972, 0.68578, -0.35595, -0.37885},
{-0.77223, -0.33781, 0.45888, 0.38517, -1.0716, 0.50772, -1.0361, 0.26613, 0.13973, -0.33023, 0.76742, 0.42572, 0.44025, 0.076537, 1.1918, -0.74182, 0.45355, 0.72737, -0.48756, -0.79353, -0.4926, -0.02152, -0.63993, -0.62815, 0.58249, -0.76888, 0.15263, 0.64767, 0.81717, 0.14979, -0.76042, 0.40038, 0.46964, 2.1778, 0.83992, -0.49414, -0.14551, -0.19165, 0.32972, -0.05387, -0.10705, -0.156, -1.2037, -0.22282, 0.25788, 0.51077, 0.3807, 0.55985},
{-0.15564, -0.74741, 0.5922, -0.10476, -0.80267, 0.80748, -0.5246, 0.57716, 0.17834, -0.19876, 0.053899, -0.53169, 0.15655, 0.0023885, 0.68012, -2.0642, 0.31919, -0.33295, 0.29044, -0.47229, -0.6851, -0.19893, -0.26615, -1.2152, 0.53645, -0.13874, -0.32213, -0.026391, 0.65299, -0.012127, -1.3718, 0.099791, 0.73764, 2.9323, 0.23422, -0.66904, -0.2885, -0.38826, 1.2418, -0.27382, 0.13547, -0.60959, -0.72724, -0.44996, 0.16091, 0.058107, 0.16295, 1.4737},
{0.060601, 0.09568, -0.16066, -0.033416, -1.2327, 0.55879, -0.41114, -0.12709, -0.17607, -0.30734, 0.13087, 0.17786, 0.11469, 0.23915, 0.34889, -0.67743, 0.41022, -0.67669, 1.7754, -0.49482, -0.15326, 0.25729, -0.16197, 0.029979, 1.089, 0.43289, -0.16354, 0.15934, 1.2275, -0.14145, -0.69707, -0.316, 0.11162, 1.5107, 0.92556, -0.57084, -0.60774, 0.18601, 0.30621, -0.56602, -0.086418, -0.33264, -0.59907, -0.25514, -0.22366, -0.02738, 0.10864, 0.86895},
{-0.28836, 0.9332, -0.26363, 0.22469, -0.83838, 0.031548, -0.56041, -0.58128, 0.31181, 0.29158, -0.45489, -0.08285, 0.51754, 0.23785, -0.20901, -0.81039, 0.30332, -0.65614, 0.59906, -0.024627, 0.19941, 0.98094, -0.074779, 0.085988, 0.56644, 0.77281, -0.53417, 0.14052, 0.95138, -0.33062, -0.74326, -1.1414, 0.066451, 0.61627, 0.72743, -0.84918, -0.45961, 0.30263, 0.029271, -1.3814, -0.44301, 0.06412, 0.57935, -0.29383, -0.42041, 0.11572, -0.38025, 0.39899},
{-0.88912, 1.1704, 0.21827, 0.40985, -0.39182, -0.60981, -0.74566, -0.33594, 0.17568, 0.61134, -0.72658, 0.050357, 0.58493, 0.17104, -0.84468, -0.72342, 0.37509, -0.52693, -0.57982, 0.57885, 0.38194, 0.57287, -0.18315, -0.18045, 0.52773, 0.9268, -0.74825, 0.25462, 0.73824, -0.29814, -0.040987, -1.4839, 0.15756, -0.028341, 0.022745, -0.4983, -0.24771, 0.56798, -0.28323, -0.95252, -0.014689, 0.19396, 1.5656, -0.93075, 0.036216, -0.25572, -0.008516, 0.14118},
{-0.39353, 0.99781, 0.0086603, 0.3749, 0.3327, -0.3963, -0.56068, -0.47317, 0.050824, 0.54665, -0.47148, 0.34196, 0.19205, 0.29978, -0.22504, -0.11, 0.18904, -0.12168, -0.51502, 0.60157, 0.43704, 0.024731, -0.1908, 0.084504, -0.025597, 0.16017, -0.25252, 0.094864, 0.21507, 0.073274, -0.065281, -0.88738, 0.11183, 0.020579, -0.16549, -0.051124, -0.12742, 0.49428, -0.32945, -0.80653, 0.086663, 0.15676, 1.2388, -0.56872, 0.31646, 0.021249, -0.4446, 0.096747},
{-0.023274, 0.90119, -0.35174, -0.11377, 0.89288, -0.11639, 0.10226, -0.052288, 0.24216, 0.10236, -0.85077, -0.086493, 0.057229, 0.63309, -0.32821, 0.29126, 0.05512, -0.098506, 0.1633, 0.52478, 0.15299, -0.10275, 0.045675, -0.49989, -0.42347, 0.3754, -0.51981, -0.071794, -0.096499, -0.2038, 0.026881, -0.4284, -0.14201, 0.56801, -0.33554, 0.17604, -0.19477, 0.32551, -0.92236, -1.2563, -0.0716, -0.024728, 1.5219, 0.032561, -0.15246, 0.047462, -0.69102, 0.73639},
{0.18201, 0.6882, -0.60137, 0.35166, 0.77746, 0.12497, 0.089629, -0.20098, 0.26982, -0.032862, -0.3054, 0.21613, -0.42026, 0.32827, 0.0067094, -0.051285, 0.0072623, 0.22261, -0.79964, 0.39514, 0.29351, -0.66952, -0.13192, -0.90618, -0.49168, -0.49127, -0.06748, -0.028119, -0.16916, 0.24212, -0.017737, 0.37799, -0.12794, 1.1425, -0.11475, 0.5653, 0.054134, 0.10155, -0.62057, -1.6275, -0.093648, -0.052072, 1.304, 0.18431, 0.031828, 0.4317, -0.90116, 0.87483},
{0.19211, 0.85397, -0.9891, 0.26349, 0.55022, 0.036358, 0.24657, -0.13673, -0.13453, -0.63598, 0.23613, 0.45474, 0.55238, 0.37095, -0.34528, 1.8882, -0.32343, 0.51224, 0.10099, 0.48532, 0.20199, -0.62392, -0.90931, 0.80903, -1.1624, 0.20177, 0.23101, -0.10613, 0.28046, -0.05632, 0.6053, 0.26444, -0.041179, -0.35142, 0.39184, 0.041672, 0.043296, 0.31653, -1.7264, -1.9536, -1.1784, 0.38069, 1.8271, 0.3084, -0.81577, 1.2507, -0.41905, 0.43026},
{0.33358, 1.1179, -1.1006, 0.29789, -0.3778, 0.024853, 0.21314, -0.43996, -0.061719, -0.33415, 0.17413, 0.1605, 0.10752, 0.44081, -0.4808, 1.8468, -0.24183, 0.63831, 0.71117, 0.47292, 0.22188, -0.27955, -0.46717, 0.71334, -0.53875, 0.31136, 0.049569, -0.11747, 0.25401, 0.058441, 0.81387, 0.12504, 0.11365, -0.42585, 0.42426, -0.066616, 0.071973, 0.40383, -1.1905, -1.8678, -0.90127, 0.33583, 1.2263, 0.32828, -0.62354, 0.75972, -0.77923, 0.49341},
{0.24492, 1.1629, -1.0795, 0.28844, -0.20629, -0.08807, 0.0735, -0.25755, -0.3269, -0.28094, 0.087386, 0.28631, 0.17082, 0.046152, -0.3169, 2.0463, -0.3307, 0.70746, 0.29602, 0.31804, 0.48314, -0.15258, -0.55391, 1.0837, -0.6381, 0.22865, 0.31529, -0.3809, 0.21598, -0.42606, 0.82586, 0.33835, 0.22545, -1.0904, 0.14343, -0.30014, -0.00096555, 0.14233, -1.5173, -1.7418, -0.62737, 0.55923, 0.98764, 0.41279, -0.37727, 0.98075, -0.95879, -0.13664},
{0.81388, 0.16872, -0.44165, -0.14138, -0.091721, 0.00030229, 0.80569, -0.18329, 0.15616, 0.025094, -0.3674, -0.56684, -0.60363, 0.41485, -0.18772, 1.721, -0.46101, -0.36477, -1.3314, 0.27809, 0.098964, -0.10147, 0.34475, 0.094635, 0.028367, -0.20527, 0.26315, -1.2535, -0.73295, -0.30456, 1.322, 0.22148, -0.48438, -0.27102, -0.74523, 0.5103, -0.0385, -0.1467, 0.54627, -0.66044, 0.10549, -0.080049, 0.5034, 0.51937, -0.34006, -0.018627, -1.4031, 0.96356},
{1.203, -0.27362, -0.81219, -0.46854, 0.14175, 0.82528, 1.3864, 0.46439, 0.22112, -0.043328, -0.2872, -0.61036, -0.7022, -0.047324, 0.005316, 2.2572, -0.50924, -0.52398, -1.2059, 0.17408, 0.20121, -0.87962, -0.039993, 0.17261, -0.83581, -0.5275, 0.79901, -1.3326, -1.6726, -0.060663, 0.53947, 0.8073, -0.65925, 0.25033, -1.1982, 0.68757, -0.0014038, -0.81946, 0.25278, -0.31152, 0.14526, 0.024398, 0.37619, 0.7822, -0.37277, 0.26061, -1.2198, 1.2339},
{0.18058, -0.15708, -0.095563, -0.23346, 0.75648, 0.64896, 0.80403, 0.51309, -0.12856, -0.33897, 0.4716, -0.70979, 0.049376, -1.237, -0.036717, 0.8805, -0.35957, 0.80177, -1.572, -0.23092, 0.03398, -0.92373, -0.9548, -0.54125, -1.0857, -0.63561, 0.37382, -0.33906, -2.0726, -0.42575, 0.77023, 0.69673, 0.3582, 0.22035, -0.96289, 0.024644, 0.73293, -1.0752, -0.19804, 0.68171, 0.13907, 0.29813, 1.0981, 0.26989, -0.31919, 0.18803, -0.047489, 0.52007},
{-1.2252, 0.65298, 0.074547, 0.039265, -0.69382, -0.22233, -0.31367, -0.12363, -0.28877, 0.14866, 0.60066, -0.43716, 1.1329, -1.5121, -0.96271, 0.62499, 0.11263, 0.51542, 0.16148, 0.2558, 0.35612, 0.055578, -0.69552, -0.15262, -0.56794, 0.3469, -0.15161, -0.44649, -1.0954, -0.63788, 0.47963, -0.43491, 0.75799, -0.89981, -0.19893, -1.2644, 0.41775, -0.3937, -0.86764, 1.6217, -0.0492, 1.0515, -0.38523, -0.41867, -0.42037, 0.0018315, 0.90228, -0.81911},
{-0.56135, 1.0695, -0.41611, -0.63216, -2.1789, -0.45845, -0.38538, -0.98576, -0.88189, -0.24938, 0.70163, 0.65177, 0.37122, -0.37476, -1.6833, 1.7618, 0.012722, -0.54362, 2.134, 0.13485, 0.31221, 0.7674, 0.70617, 1.1095, 0.68181, 1.1921, 0.12496, -1.0371, 0.029507, -0.7113, -0.44681, -1.0149, 0.16105, -2.118, 0.32668, -0.4828, 0.23144, 1.2027, -1.0322, 0.32071, -0.13052, 0.30079, -2.7624, 0.27514, -0.30014, 0.056068, 0.3176, 0.16733},
{-0.15174, 0.72668, 0.29724, -0.53353, -1.4882, -0.27303, -0.58412, -0.78921, -1.0669, 0.016864, 0.45099, 0.89249, -0.31368, 0.19585, -0.76751, 1.5624, 0.05811, -0.7729, 1.9614, -0.35403, -0.23993, 0.65462, 1.1616, 0.67138, 1.2858, 0.60944, 0.19139, -0.62465, 1.0559, -0.10832, -0.38825, -0.47581, -0.33071, -1.4784, 0.61644, -0.28648, 0.17716, 1.0857, -0.12317, 1.0004, 0.21745, -0.45343, -2.7917, 0.26666, 0.44748, -0.68804, -0.27894, 0.40828},
{0.11905, 0.62732, 0.37418, -0.49756, -2.5729, -0.48366, -0.156, -0.75738, -0.85776, -0.038331, 0.38979, 1.2164, -1.0664, 0.82115, -0.59211, 1.1535, 0.35329, -0.69098, 2.2974, -0.23057, -0.39227, 0.48092, 2.0688, -0.081725, 1.3448, -0.052692, 0.041613, -0.46292, 1.4711, 0.12982, 0.19914, 0.15638, -0.866, -1.9929, 0.31746, 1.0407, 0.19229, 1.2373, 0.38574, 0.0084193, 0.80491, -0.86037, -3.614, 0.36797, 0.93892, -0.42829, -0.84279, 1.6881},
{0.65031, 0.52516, -0.077922, -0.50105, -1.3669, -0.1478, 0.078693, -0.28535, -0.50259, -0.053991, 0.028957, 0.89305, -1.1382, 0.4687, 0.095347, 0.1602, 0.37265, -0.41259, -1.3295, 0.0092823, -0.14445, 0.085054, 2.0786, -1.1131, 0.67064, -0.7006, 0.19197, -0.47481, 0.62795, -0.033871, 0.060544, 0.6726, -1.0547, -1.3523, -0.40886, 1.296, 0.48237, 0.69097, 0.43911, -0.016317, 1.1772, -0.80466, -3.0772, 0.4544, 1.0557, -0.38732, -1.2117, 1.9999},
{0.6359, 0.88846, -0.13117, -0.37523, -0.92544, -0.14239, 0.27741, -0.21265, -0.049602, 0.08769, -0.36429, 0.45219, -1.1442, 0.64681, 0.17296, -0.62328, 0.12164, -1.0577, -1.0687, 0.34295, -0.03659, 0.51036, 1.8647, -1.5505, 0.59642, -0.27523, 0.35331, -0.37159, 0.94302, 0.15719, -0.48284, 0.28097, -1.5504, -1.2222, -0.52005, 1.0341, 0.42789, 0.36641, -0.11534, -0.63835, 1.4061, -0.76868, -2.5883, 0.43361, 0.69512, -0.42952, -1.7827, 1.3012},
{0.45364, -0.26763, -0.17586, -0.18566, 0.26667, -0.1456, 0.66058, 0.24478, 0.48855, 0.30139, -0.3893, -0.17734, -0.60696, 0.21869, 0.04447, -1.1922, 0.22933, -0.85656, -1.7741, 0.17779, 0.24442, -0.089823, 1.2886, -1.4544, 0.082517, -0.53639, 0.1686, -0.57823, 0.041045, 0.24526, -0.71795, 0.28674, -1.1375, -0.29025, -0.5875, 0.7274, 0.36273, 0.016062, 0.89179, -0.13117, 0.93865, -0.13785, -1.5218, 0.33304, 0.33237, -0.23858, -1.0816, 0.55907},
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{-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>> layerBiasesP2 =
{
{0.095427, -3.5599, 0.081243, -0.039313, -0.17897, -0.12431, -0.08577, -0.14308, -0.20855, -0.26509, 0.089882, 0.097319, -0.24544, -0.039488, 0.2005, 1.4964, -0.10752, -0.42034, 1.5509, 0.099089, 0.069775, -0.84541, 0.39271, 0.14728, -0.45565, -0.062491, -0.027095, -1.8981, -0.18522, -0.21021, -2.9081, -0.078363, -1.8105, -0.96309, -0.045038, 0.19558, 0.047746, 0.28934, -0.36054, -0.69417, -0.62819, 0.00067951, -0.85271, 0.080964, 0.033297, -0.078893, 0.68411, 1.3315},
{-0.70689, -1.7178, -1.2363, 1.2656, 0.23776, 1.841, 0.40944, 1.8958, -1.8833, -1.7765, 1.3314, 2.0078, 0.55034, 1.1894, 0.14225, -1.093, -1.2749, -1.8517, 0.18866, 1.3104, 1.8339, 1.6623, -0.42156, -0.6422, -0.84218, 0.51343, -1.8359, -2.0636, 1.6029, 0.48104, -1.0988, -0.76534, -1.0603, -0.26362, 0.59204, -0.70717},
{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] < 0.22) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}