import torch
import torch.nn as nn
import torch.nn.functional as F

my_input = torch.tensor([[ 0.0841,  0.0956,  0.1031,  0.0000,  0.0000,  0.4387,  0.0000,
          0.1020,  0.0525,  0.0832,  0.2455,  0.0000,  0.0000,  0.0263,
          0.2749,  0.0000,  0.0000,  0.0000,  0.0000,  0.0000,  0.0000,
          0.0000,  0.0000,  0.0896,  0.1840,  0.0000,  0.0000,  0.0000,
          0.0000,  0.0000,  0.0000,  0.0000,  0.4766,  0.1610,  0.0000,
          0.0000,  0.0000,  0.1505,  0.0000,  0.0000,  0.0041,  0.3579,
          0.5928,  0.0000,  0.0614,  0.0000,  0.3677,  0.0756,  0.0000,
          0.0000,  0.0000,  0.1174,  0.0000,  0.0300,  0.6995,  0.0000,
          0.0000,  0.0000,  0.0419,  0.1351,  0.1237,  0.0075,  0.0000,
          0.1574,  0.4802,  0.3579,  0.0000,  0.0000,  0.1695,  0.1821,
          0.0000,  0.0000,  0.0000,  0.1439,  0.1912,  0.1633,  0.1430,
          0.0000,  0.0000,  0.0000,  0.0520,  0.0370,  0.0000,  0.0251,
          0.0000,  0.0836,  0.0243,  0.3131,  0.1092,  0.2033,  0.0000,
          0.3244,  0.4984,  0.0000,  0.1245,  0.6629,  0.1008,  0.1555,
          0.0000,  0.6555,  0.0000,  0.9588,  0.0000,  0.0000,  0.0000,
          0.0317,  0.0000,  0.1465,  0.2809,  0.0267,  0.0141,  0.8706,
          0.1700,  1.2076,  0.1748,  0.3217,  0.3293,  0.0000,  0.1521,
          0.0000,  0.1064,  0.5722,  0.5897,  0.0462,  0.8358,  0.0000,
          0.3090,  0.0244,  0.2647,  0.0455,  0.2588,  0.1634,  0.2050,
          0.0000,  0.1936,  0.0803,  0.6938,  0.3999,  0.0000,  0.6887,
          0.4635,  0.6425,  0.3893,  0.0000,  0.0000,  0.0000,  0.0249,
          0.0000,  0.0000,  0.0575,  0.1140,  0.0352,  0.2088,  0.4634,
          0.7422,  0.0587,  0.0000,  0.0000,  0.2126,  0.0000,  0.2399,
          0.0000,  0.5548,  0.0000,  0.0000,  0.0000,  0.0273,  0.2849,
          0.0000,  0.8469,  0.4162,  0.0000,  0.0000,  0.1567,  0.0713,
          0.0000,  0.0841,  0.0000,  0.0399,  0.0000,  0.5473,  0.0039,
          0.3583,  0.1194,  0.0000,  0.1608,  0.0000,  0.0000,  0.1180,
          0.4777,  0.0000,  0.0000,  0.3987,  0.5492,  0.0000,  0.0000,
          0.0000,  0.0000,  0.1780,  0.0000,  0.3007,  0.0000,  0.1903,
          0.1317,  0.0769,  0.0000,  0.4453,  0.0473,  0.0000,  0.2352,
          0.0983,  0.0000,  0.4337,  0.0000,  0.0000,  0.0231,  0.0000,
          0.0149,  0.0000,  0.5319,  0.0122,  0.0000,  0.0000,  0.4760,
          0.0000,  0.5555,  0.3710,  0.2430,  0.0000,  0.1762,  0.0000,
          0.2572,  0.5811,  0.0000,  0.0830,  0.0000,  0.0000,  0.6696,
          0.0104,  0.2659,  0.0958,  0.0000,  0.1457,  0.0000,  0.0769,
          0.0052,  0.4620,  0.0000,  0.2704,  0.0000,  0.3887,  0.0000,
          0.0000,  0.2622,  0.0000,  0.0000]])

my_weigth = torch.tensor([[ 0.0147, -0.0288,  0.0002,  0.0864, -0.0077, -0.0105, -0.0003,
          0.0339,  0.0169, -0.0473,  0.0248, -0.1689, -0.1042,  0.0232,
          0.0739,  0.0235, -0.0516, -0.0741,  0.0607,  0.0817,  0.0825,
          0.0026,  0.0950, -0.1653, -0.1051,  0.0422,  0.0398, -0.0273,
         -0.1073,  0.0261,  0.0096, -0.0694,  0.0742, -0.0348, -0.1223,
         -0.0163,  0.1233, -0.0813,  0.1206, -0.0630,  0.0799, -0.0285,
         -0.0437, -0.0199, -0.0100,  0.0182, -0.0125,  0.0014, -0.1002,
          0.1069,  0.0767,  0.1488, -0.0003,  0.0065, -0.0179,  0.0420,
          0.0192,  0.1110, -0.0277,  0.0408, -0.0724,  0.1253,  0.0593,
         -0.1179,  0.0952,  0.0522, -0.0049,  0.0800, -0.0888, -0.0977,
          0.1133, -0.0420,  0.0334,  0.1340, -0.0619, -0.1441, -0.0232,
         -0.1054,  0.0303, -0.1645, -0.0075,  0.0043,  0.0754, -0.0061,
         -0.0097, -0.0959,  0.0024, -0.0875,  0.0080,  0.0043, -0.0165,
          0.0324, -0.0751,  0.1033, -0.0179, -0.1439,  0.1392,  0.0717,
         -0.1434,  0.0260,  0.1803,  0.0768, -0.0501, -0.0263,  0.1299,
          0.0018, -0.0792, -0.0380,  0.0322,  0.0627,  0.0027,  0.0164,
         -0.0276, -0.1247,  0.0579, -0.0587, -0.0816,  0.0785,  0.0436,
          0.0616,  0.1236,  0.0359, -0.0505,  0.1136, -0.0629,  0.0627,
          0.0431, -0.0479, -0.0696, -0.1436,  0.0315,  0.0058,  0.0173,
          0.1783,  0.0396, -0.0754,  0.0370, -0.1289, -0.0168,  0.0161,
          0.0550, -0.0279,  0.0363,  0.1423,  0.0290,  0.1038,  0.0331,
         -0.0226, -0.0522,  0.0803,  0.0559, -0.0933,  0.0039, -0.1323,
          0.0601,  0.0119, -0.0492,  0.0319, -0.1081, -0.0514,  0.0383,
          0.0273, -0.0513, -0.0178,  0.0779, -0.0103,  0.0691, -0.0598,
          0.0086,  0.1182, -0.0063, -0.0039, -0.0420,  0.0118, -0.0388,
          0.0306,  0.1738,  0.0646, -0.1387,  0.0414,  0.0154, -0.1105,
         -0.0037,  0.0243,  0.0542,  0.0359, -0.1288,  0.0769, -0.0166,
         -0.0793,  0.0779,  0.0353, -0.0507,  0.1174, -0.0773,  0.0864,
          0.0321,  0.1177,  0.0237,  0.0262,  0.0758, -0.0225,  0.0422,
          0.0020, -0.1022, -0.0417, -0.0464, -0.0238,  0.0303,  0.1016,
         -0.0222,  0.1048,  0.0735, -0.0763,  0.0508, -0.0283,  0.1216,
         -0.0779,  0.1736,  0.0794, -0.0219,  0.0414, -0.0505, -0.0092,
          0.0576, -0.0058, -0.1533, -0.0161, -0.0402, -0.0538,  0.0856,
         -0.0882,  0.0239, -0.0574,  0.0246, -0.0879,  0.0556, -0.1014,
          0.0690,  0.0356,  0.0244, -0.1004, -0.0344, -0.0601, -0.1024,
         -0.0601, -0.0944, -0.0410, -0.0168,  0.0192,  0.0466,  0.0330,
          0.0597,  0.0758,  0.1192,  0.0002]])

my_bias = torch.tensor([-0.0256, -0.6320,  0.2573,  0.3050,  0.6289, -0.2324,  0.2577,
        -0.3265,  0.2142, -0.4188])

my_output = torch.tensor([-0.3119,  0.8886, -0.3424,  1.9245, -0.9445,  0.8280,  0.0017,
         -0.9770,  0.1498, -1.0262])

my_weigth = torch.transpose(my_weigth, 0, 1)

output = torch.mm(my_input, my_weigth) + my_bias[0]

print(output)