As per your suggestion I have printed the value of (input_unfold - weight_flat)**2 for an rbf kernel as given below.
elif self.kernel_type == 'rbf':
print((input_unfold - weight_flat)**2)
output = torch.exp((self.gamma*(((input_unfold - weight_flat)**2).abs().sum(dim=2).mul(-1)).sqrt()))
I am getting the following tensor.
tensor([[[[1.5106e-03, 1.5106e-03, 1.5106e-03, …, 1.1569e-03,
3.0368e-04, 6.0389e-03],
[2.8391e-04, 2.8391e-04, 2.8391e-04, …, 5.3499e-03,
4.8374e-04, 1.9257e-05],
[1.5675e-03, 1.5675e-03, 1.5675e-03, …, 6.1521e-03,
2.7095e-03, 1.5675e-03],
…,
[7.2640e-03, 8.6801e-01, 3.9451e-01, …, 7.2640e-03,
7.2640e-03, 7.2640e-03],
[8.6283e-01, 3.9102e-01, 7.7187e-02, …, 6.7971e-03,
6.7971e-03, 6.7971e-03],
[3.0447e-01, 1.2345e-01, 6.5897e-02, …, 7.9489e-05,
7.9489e-05, 7.9489e-05]],
[[7.3047e-06, 7.3047e-06, 7.3047e-06, ..., 5.7090e-05,
3.4805e-03, 1.3062e-03],
[2.5936e-03, 2.5936e-03, 2.5936e-03, ..., 2.8788e-05,
8.0589e-03, 4.0182e-03],
[3.9495e-03, 3.9495e-03, 3.9495e-03, ..., 5.7607e-04,
2.5385e-03, 3.9495e-03],
...,
[3.7975e-03, 6.1594e-01, 2.3160e-01, ..., 3.7975e-03,
3.7975e-03, 3.7975e-03],
[6.7872e-01, 2.7069e-01, 1.4658e-01, ..., 5.1044e-04,
5.1044e-04, 5.1044e-04],
[3.3737e-01, 1.0388e-01, 5.1827e-02, ..., 1.4412e-03,
1.4412e-03, 1.4412e-03]],
[[8.8988e-04, 8.8988e-04, 8.8988e-04, ..., 6.2389e-04,
7.0026e-04, 4.7162e-03],
[2.9093e-04, 2.9093e-04, 2.9093e-04, ..., 5.3802e-03,
4.7467e-04, 2.1118e-05],
[6.8946e-03, 6.8946e-03, 6.8946e-03, ..., 1.4854e-02,
9.1193e-03, 6.8946e-03],
...,
[1.6353e-04, 7.3827e-01, 3.0876e-01, ..., 1.6353e-04,
1.6353e-04, 1.6353e-04],
[7.1580e-01, 2.9429e-01, 1.3008e-01, ..., 1.5248e-07,
1.5248e-07, 1.5248e-07],
[3.6435e-01, 8.9718e-02, 4.1975e-02, ..., 3.6894e-03,
3.6894e-03, 3.6894e-03]],
...,
[[3.3553e-03, 3.3553e-03, 3.3553e-03, ..., 3.9410e-03,
1.3046e-02, 3.6408e-04],
[8.0142e-04, 8.0142e-04, 8.0142e-04, ..., 7.1576e-03,
1.1097e-04, 2.5116e-04],
[6.5826e-04, 6.5826e-04, 6.5826e-04, ..., 4.1603e-03,
1.4530e-03, 6.5826e-04],
...,
[1.3704e-03, 6.5516e-01, 2.5589e-01, ..., 1.3704e-03,
1.3704e-03, 1.3704e-03],
[8.3160e-01, 3.7010e-01, 8.6902e-02, ..., 4.2876e-03,
4.2876e-03, 4.2876e-03],
[3.8677e-01, 7.9096e-02, 3.4815e-02, ..., 6.2459e-03,
6.2459e-03, 6.2459e-03]],
[[4.5563e-03, 4.5563e-03, 4.5563e-03, ..., 5.2350e-03,
1.5325e-02, 8.2121e-04],
[4.1114e-03, 4.1114e-03, 4.1114e-03, ..., 6.1266e-05,
1.0602e-02, 5.8648e-03],
[1.6336e-03, 1.6336e-03, 1.6336e-03, ..., 6.2824e-03,
2.7962e-03, 1.6336e-03],
...,
[7.2603e-03, 8.6797e-01, 3.9449e-01, ..., 7.2603e-03,
7.2603e-03, 7.2603e-03],
[7.4526e-01, 3.1328e-01, 1.1794e-01, ..., 2.8369e-04,
2.8369e-04, 2.8369e-04],
[2.6591e-01, 1.5014e-01, 8.5750e-02, ..., 7.4053e-04,
7.4053e-04, 7.4053e-04]],
[[4.6240e-04, 4.6240e-04, 4.6240e-04, ..., 2.7724e-04,
1.2103e-03, 3.6418e-03],
[6.0864e-03, 6.0864e-03, 6.0864e-03, ..., 1.8039e-02,
1.5344e-03, 4.2973e-03],
[6.5879e-03, 6.5879e-03, 6.5879e-03, ..., 1.7912e-03,
4.7203e-03, 6.5879e-03],
...,
[7.2810e-04, 7.6287e-01, 3.2474e-01, ..., 7.2810e-04,
7.2810e-04, 7.2810e-04],
[7.7364e-01, 3.3178e-01, 1.0702e-01, ..., 1.0974e-03,
1.0974e-03, 1.0974e-03],
[2.4592e-01, 1.6585e-01, 9.7714e-02, ..., 2.2065e-03,
2.2065e-03, 2.2065e-03]]],
[[[1.5106e-03, 1.5106e-03, 1.5106e-03, ..., 1.6799e-04,
3.5862e-02, 1.3757e-03],
[2.8391e-04, 2.8391e-04, 2.8391e-04, ..., 1.7864e-02,
3.4694e-04, 6.5997e-05],
[1.5675e-03, 1.5675e-03, 1.5675e-03, ..., 1.4300e-03,
4.1687e-03, 1.5675e-03],
...,
[7.2640e-03, 1.0410e+00, 1.0757e-02, ..., 7.2640e-03,
7.2640e-03, 7.2640e-03],
[1.0353e+00, 1.0187e-02, 3.2086e-01, ..., 6.7971e-03,
6.7971e-03, 6.7971e-03],
[7.5077e-04, 2.4296e-01, 4.0355e-02, ..., 7.9489e-05,
7.9489e-05, 7.9489e-05]],
[[7.3047e-06, 7.3047e-06, 7.3047e-06, ..., 8.1844e-04,
2.1846e-02, 2.0065e-05],
[2.5936e-03, 2.5936e-03, 2.5936e-03, ..., 4.0575e-02,
2.4158e-03, 5.7610e-03],
[3.9495e-03, 3.9495e-03, 3.9495e-03, ..., 4.1760e-03,
1.4343e-03, 3.9495e-03],
...,
[3.7975e-03, 7.6289e-01, 1.8610e-03, ..., 3.7975e-03,
3.7975e-03, 3.7975e-03],
[8.3260e-01, 1.6878e-05, 2.1289e-01, ..., 5.1044e-04,
5.1044e-04, 5.1044e-04],
[3.1863e-03, 2.7244e-01, 2.9529e-02, ..., 1.4412e-03,
1.4412e-03, 1.4412e-03]],
[[8.8988e-04, 8.8988e-04, 8.8988e-04, ..., 1.5406e-05,
3.2521e-02, 7.8703e-04],
[2.9093e-04, 2.9093e-04, 2.9093e-04, ..., 1.7808e-02,
3.5470e-04, 6.2674e-05],
[6.8946e-03, 6.8946e-03, 6.8946e-03, ..., 6.6027e-03,
1.1666e-02, 6.8946e-03],
...,
[1.6353e-04, 8.9842e-01, 9.7796e-04, ..., 1.6353e-04,
1.6353e-04, 1.6353e-04],
[8.7361e-01, 3.2740e-04, 2.3387e-01, ..., 1.5248e-07,
1.5248e-07, 1.5248e-07],
[6.2766e-03, 2.9674e-01, 2.2219e-02, ..., 3.6894e-03,
3.6894e-03, 3.6894e-03]],
...,
[[3.3553e-03, 3.3553e-03, 3.3553e-03, ..., 7.0275e-03,
8.5711e-03, 3.5642e-03],
[8.0142e-04, 8.0142e-04, 8.0142e-04, ..., 1.4932e-02,
9.0518e-04, 1.1129e-05],
[6.5826e-04, 6.5826e-04, 6.5826e-04, ..., 5.7025e-04,
2.5634e-03, 6.5826e-04],
...,
[1.3704e-03, 8.0648e-01, 3.4350e-04, ..., 1.3704e-03,
1.3704e-03, 1.3704e-03],
[1.0011e+00, 7.0500e-03, 3.0192e-01, ..., 4.2876e-03,
4.2876e-03, 4.2876e-03],
[9.5092e-03, 3.1700e-01, 1.7101e-02, ..., 6.2459e-03,
6.2459e-03, 6.2459e-03]],
[[4.5563e-03, 4.5563e-03, 4.5563e-03, ..., 8.7247e-03,
6.8898e-03, 4.7993e-03],
[4.1114e-03, 4.1114e-03, 4.1114e-03, ..., 4.6064e-02,
3.8867e-03, 7.9377e-03],
[1.6336e-03, 1.6336e-03, 1.6336e-03, ..., 1.4932e-03,
4.2760e-03, 1.6336e-03],
...,
[7.2603e-03, 1.0409e+00, 1.0752e-02, ..., 7.2603e-03,
7.2603e-03, 7.2603e-03],
[9.0612e-01, 1.2480e-03, 2.5084e-01, ..., 2.8369e-04,
2.8369e-04, 2.8369e-04],
[7.6180e-05, 2.0865e-01, 5.6176e-02, ..., 7.4053e-04,
7.4053e-04, 7.4053e-04]],
[[4.6240e-04, 4.6240e-04, 4.6240e-04, ..., 1.9379e-05,
2.9587e-02, 3.8915e-04],
[6.0864e-03, 6.0864e-03, 6.0864e-03, ..., 5.2548e-03,
6.3668e-03, 2.8134e-03],
[6.5879e-03, 6.5879e-03, 6.5879e-03, ..., 6.8795e-03,
3.1576e-03, 6.5879e-03],
...,
[7.2810e-04, 9.2553e-01, 2.0673e-03, ..., 7.2810e-04,
7.2810e-04, 7.2810e-04],
[9.3739e-01, 2.6637e-03, 2.6742e-01, ..., 1.0974e-03,
1.0974e-03, 1.0974e-03],
[8.1160e-04, 1.9099e-01, 6.5933e-02, ..., 2.2065e-03,
2.2065e-03, 2.2065e-03]]],
[[[1.5106e-03, 1.5106e-03, 1.5106e-03, ..., 1.1227e-03,
4.5607e-03, 4.0703e-03],
[2.8391e-04, 2.8391e-04, 2.8391e-04, ..., 1.3964e-04,
6.5322e-05, 6.6743e-04],
[1.5675e-03, 1.5675e-03, 1.5675e-03, ..., 4.1633e-03,
9.3677e-04, 1.5675e-03],
...,
[7.2640e-03, 7.9553e-01, 5.7596e-02, ..., 7.2640e-03,
7.2640e-03, 7.2640e-03],
[7.9057e-01, 5.6267e-02, 5.9802e-02, ..., 6.7971e-03,
6.7971e-03, 6.7971e-03],
[2.6790e-02, 2.9246e-02, 7.7913e-02, ..., 7.9489e-05,
7.9489e-05, 7.9489e-05]],
[[7.3047e-06, 7.3047e-06, 7.3047e-06, ..., 6.5016e-05,
6.7411e-04, 4.9413e-04],
[2.5936e-03, 2.5936e-03, 2.5936e-03, ..., 6.3352e-03,
5.7547e-03, 1.7592e-03],
[3.9495e-03, 3.9495e-03, 3.9495e-03, ..., 1.4374e-03,
5.1596e-03, 3.9495e-03],
...,
[3.7975e-03, 5.5513e-01, 8.6746e-03, ..., 3.7975e-03,
3.7975e-03, 3.7975e-03],
[6.1481e-01, 1.7469e-02, 1.9462e-02, ..., 5.1044e-04,
5.1044e-04, 5.1044e-04],
[3.7143e-02, 4.0025e-02, 6.2541e-02, ..., 1.4412e-03,
1.4412e-03, 1.4412e-03]],
[[8.8988e-04, 8.8988e-04, 8.8988e-04, ..., 5.9879e-04,
3.4219e-03, 2.9989e-03],
[2.9093e-04, 2.9093e-04, 2.9093e-04, ..., 1.3479e-04,
6.2016e-05, 6.7818e-04],
[6.8946e-03, 6.8946e-03, 6.8946e-03, ..., 1.1657e-02,
5.4832e-03, 6.8946e-03],
...,
[1.6353e-04, 6.7155e-01, 2.8073e-02, ..., 1.6353e-04,
1.6353e-04, 1.6353e-04],
[6.5013e-01, 2.3830e-02, 2.6150e-02, ..., 1.5248e-07,
1.5248e-07, 1.5248e-07],
[4.6441e-02, 4.9657e-02, 5.1667e-02, ..., 3.6894e-03,
3.6894e-03, 3.6894e-03]],
...,
[[3.3553e-03, 3.3553e-03, 3.3553e-03, ..., 4.0050e-03,
8.5604e-04, 1.0885e-03],
[8.0142e-04, 8.0142e-04, 8.0142e-04, ..., 1.2746e-07,
1.1409e-05, 1.3909e-03],
[6.5826e-04, 6.5826e-04, 6.5826e-04, ..., 2.5592e-03,
2.7794e-04, 6.5826e-04],
...,
[1.3704e-03, 5.9240e-01, 1.3864e-02, ..., 1.3704e-03,
1.3704e-03, 1.3704e-03],
[7.6069e-01, 4.8506e-02, 5.1792e-02, ..., 4.2876e-03,
4.2876e-03, 4.2876e-03],
[5.4659e-02, 5.8144e-02, 4.3687e-02, ..., 6.2459e-03,
6.2459e-03, 6.2459e-03]],
[[4.5563e-03, 4.5563e-03, 4.5563e-03, ..., 5.3087e-03,
1.5081e-03, 1.8121e-03],
[4.1114e-03, 4.1114e-03, 4.1114e-03, ..., 8.6094e-03,
7.9303e-03, 3.0399e-03],
[1.6336e-03, 1.6336e-03, 1.6336e-03, ..., 4.2706e-03,
9.8803e-04, 1.6336e-03],
...,
[7.2603e-03, 7.9549e-01, 5.7585e-02, ..., 7.2603e-03,
7.2603e-03, 7.2603e-03],
[6.7821e-01, 2.9448e-02, 3.2020e-02, ..., 2.8369e-04,
2.8369e-04, 2.8369e-04],
[1.6269e-02, 1.8194e-02, 9.9387e-02, ..., 7.4053e-04,
7.4053e-04, 7.4053e-04]],
[[4.6240e-04, 4.6240e-04, 4.6240e-04, ..., 2.6060e-04,
2.5170e-03, 2.1562e-03],
[6.0864e-03, 6.0864e-03, 6.0864e-03, ..., 2.4353e-03,
2.8179e-03, 7.5691e-03],
[6.5879e-03, 6.5879e-03, 6.5879e-03, ..., 3.1623e-03,
8.1272e-03, 6.5879e-03],
...,
[7.2810e-04, 6.9502e-01, 3.3031e-02, ..., 7.2810e-04,
7.2810e-04, 7.2810e-04],
[7.0530e-01, 3.5302e-02, 3.8113e-02, ..., 1.0974e-03,
1.0974e-03, 1.0974e-03],
[1.1618e-02, 1.3254e-02, 1.1224e-01, ..., 2.2065e-03,
2.2065e-03, 2.2065e-03]]],
[[[1.5106e-03, 1.5106e-03, 1.5106e-03, ..., 4.0845e-03,
3.8873e-02, 2.6158e-03],
[2.8391e-04, 2.8391e-04, 2.8391e-04, ..., 2.0007e-02,
2.0895e-05, 6.4618e-03],
[1.5675e-03, 1.5675e-03, 1.5675e-03, ..., 2.6905e-03,
5.7331e-04, 1.5675e-03],
...,
[7.2640e-03, 1.3240e-01, 2.2788e-02, ..., 7.2640e-03,
7.2640e-03, 7.2640e-03],
[1.3443e-01, 2.1955e-02, 1.1336e-02, ..., 6.7971e-03,
6.7971e-03, 6.7971e-03],
[5.5719e-03, 3.2399e-02, 1.2244e-02, ..., 7.9489e-05,
7.9489e-05, 7.9489e-05]],
[[7.3047e-06, 7.3047e-06, 7.3047e-06, ..., 4.9911e-04,
2.4209e-02, 9.1694e-05],
[2.5936e-03, 2.5936e-03, 2.5936e-03, ..., 4.3775e-02,
3.9950e-03, 1.5896e-04],
[3.9495e-03, 3.9495e-03, 3.9495e-03, ..., 2.5570e-03,
1.5972e-02, 3.9495e-03],
...,
[3.7975e-03, 2.6083e-01, 1.6852e-05, ..., 3.7975e-03,
3.7975e-03, 3.7975e-03],
[2.2249e-01, 1.8607e-03, 4.4735e-02, ..., 5.1044e-04,
5.1044e-04, 5.1044e-04],
[1.0752e-02, 2.2786e-02, 6.6593e-03, ..., 1.4412e-03,
1.4412e-03, 1.4412e-03]],
[[8.8988e-04, 8.8988e-04, 8.8988e-04, ..., 3.0112e-03,
3.5392e-02, 1.7732e-03],
[2.9093e-04, 2.9093e-04, 2.9093e-04, ..., 1.9949e-02,
2.2832e-05, 6.4951e-03],
[6.8946e-03, 6.8946e-03, 6.8946e-03, ..., 9.0845e-03,
3.8018e-04, 6.8946e-03],
...,
[1.6353e-04, 1.9036e-01, 6.1649e-03, ..., 1.6353e-04,
1.6353e-04, 1.6353e-04],
[2.0204e-01, 4.2691e-03, 3.5836e-02, ..., 1.5248e-07,
1.5248e-07, 1.5248e-07],
[1.5995e-02, 1.6428e-02, 3.4607e-03, ..., 3.6894e-03,
3.6894e-03, 3.6894e-03]],
...,
[[3.3553e-03, 3.3553e-03, 3.3553e-03, ..., 1.0812e-03,
1.0074e-02, 2.0836e-03],
[8.0142e-04, 8.0142e-04, 8.0142e-04, ..., 1.6897e-02,
2.5699e-04, 8.4355e-03],
[6.5826e-04, 6.5826e-04, 6.5826e-04, ..., 1.4391e-03,
1.4348e-03, 6.5826e-04],
...,
[1.3704e-03, 2.3630e-01, 8.2432e-04, ..., 1.3704e-03,
1.3704e-03, 1.3704e-03],
[1.4716e-01, 1.7216e-02, 1.5236e-02, ..., 4.2876e-03,
4.2876e-03, 4.2876e-03],
[2.0955e-02, 1.2074e-02, 1.6432e-03, ..., 6.2459e-03,
6.2459e-03, 6.2459e-03]],
[[4.5563e-03, 4.5563e-03, 4.5563e-03, ..., 1.8026e-03,
8.2438e-03, 3.0495e-03],
[4.1114e-03, 4.1114e-03, 4.1114e-03, ..., 4.9469e-02,
5.8368e-03, 3.4194e-07],
[1.6336e-03, 1.6336e-03, 1.6336e-03, ..., 2.7769e-03,
5.3442e-04, 1.6336e-03],
...,
[7.2603e-03, 1.3241e-01, 2.2782e-02, ..., 7.2603e-03,
7.2603e-03, 7.2603e-03],
[1.8684e-01, 6.8182e-03, 2.9608e-02, ..., 2.8369e-04,
2.8369e-04, 2.8369e-04],
[1.4835e-03, 4.6711e-02, 2.1544e-02, ..., 7.4053e-04,
7.4053e-04, 7.4053e-04]],
[[4.6240e-04, 4.6240e-04, 4.6240e-04, ..., 2.1666e-03,
3.2328e-02, 1.1412e-03],
[6.0864e-03, 6.0864e-03, 6.0864e-03, ..., 6.4450e-03,
4.3213e-03, 2.0037e-02],
[6.5879e-03, 6.5879e-03, 6.5879e-03, ..., 4.7455e-03,
2.0939e-02, 6.5879e-03],
...,
[7.2810e-04, 1.7818e-01, 8.5956e-03, ..., 7.2810e-04,
7.2810e-04, 7.2810e-04],
[1.7303e-01, 9.7725e-03, 2.4270e-02, ..., 1.0974e-03,
1.0974e-03, 1.0974e-03],
[3.5179e-04, 5.5643e-02, 2.7736e-02, ..., 2.2065e-03,
2.2065e-03, 2.2065e-03]]]], device='cuda:0', grad_fn=<PowBackward0>)
tensor([[[[3.9900e-04, 3.9900e-04, 3.9900e-04, …, nan,
3.9900e-04, nan],
[2.3724e-03, 2.3724e-03, 2.3724e-03, …, 2.3724e-03,
nan, nan],
[6.4523e-05, 6.4523e-05, 6.4523e-05, …, nan,
nan, 6.4523e-05],
…,
[3.4188e-03, nan, nan, …, 3.4188e-03,
3.4188e-03, 3.4188e-03],
[ nan, nan, nan, …, 1.7611e-04,
1.7611e-04, 1.7611e-04],
[ nan, nan, nan, …, 3.1767e-03,
3.1767e-03, 3.1767e-03]],
[[8.7806e-07, 8.7806e-07, 8.7806e-07, ..., nan,
8.7806e-07, nan],
[4.7228e-05, 4.7228e-05, 4.7228e-05, ..., 4.7228e-05,
nan, nan],
[2.5639e-03, 2.5639e-03, 2.5639e-03, ..., nan,
nan, 2.5639e-03],
...,
[4.1269e-08, nan, nan, ..., 4.1269e-08,
4.1269e-08, 4.1269e-08],
[ nan, nan, nan, ..., 1.3153e-03,
1.3153e-03, 1.3153e-03],
[ nan, nan, nan, ..., 4.0486e-04,
4.0486e-04, 4.0486e-04]],
[[3.1932e-03, 3.1932e-03, 3.1932e-03, ..., nan,
3.1932e-03, nan],
[2.6909e-03, 2.6909e-03, 2.6909e-03, ..., 2.6909e-03,
nan, nan],
[9.7583e-05, 9.7583e-05, 9.7583e-05, ..., nan,
nan, 9.7583e-05],
...,
[1.7329e-03, nan, nan, ..., 1.7329e-03,
1.7329e-03, 1.7329e-03],
[ nan, nan, nan, ..., 2.8461e-03,
2.8461e-03, 2.8461e-03],
[ nan, nan, nan, ..., 1.0612e-05,
1.0612e-05, 1.0612e-05]],
...,
[[2.9565e-03, 2.9565e-03, 2.9565e-03, ..., nan,
2.9565e-03, nan],
[3.2911e-03, 3.2911e-03, 3.2911e-03, ..., 3.2911e-03,
nan, nan],
[9.1167e-06, 9.1167e-06, 9.1167e-06, ..., nan,
nan, 9.1167e-06],
...,
[3.4284e-03, nan, nan, ..., 3.4284e-03,
3.4284e-03, 3.4284e-03],
[ nan, nan, nan, ..., 1.7568e-03,
1.7568e-03, 1.7568e-03],
[ nan, nan, nan, ..., 1.5258e-06,
1.5258e-06, 1.5258e-06]],
[[5.7720e-04, 5.7720e-04, 5.7720e-04, ..., nan,
5.7720e-04, nan],
[1.2828e-05, 1.2828e-05, 1.2828e-05, ..., 1.2828e-05,
nan, nan],
[1.6647e-03, 1.6647e-03, 1.6647e-03, ..., nan,
nan, 1.6647e-03],
...,
[1.0735e-03, nan, nan, ..., 1.0735e-03,
1.0735e-03, 1.0735e-03],
[ nan, nan, nan, ..., 1.4540e-04,
1.4540e-04, 1.4540e-04],
[ nan, nan, nan, ..., 1.1156e-03,
1.1156e-03, 1.1156e-03]],
[[1.3076e-04, 1.3076e-04, 1.3076e-04, ..., nan,
1.3076e-04, nan],
[2.4632e-03, 2.4632e-03, 2.4632e-03, ..., 2.4632e-03,
nan, nan],
[3.0567e-03, 3.0567e-03, 3.0567e-03, ..., nan,
nan, 3.0567e-03],
...,
[3.0679e-03, nan, nan, ..., 3.0679e-03,
3.0679e-03, 3.0679e-03],
[ nan, nan, nan, ..., 2.7698e-03,
2.7698e-03, 2.7698e-03],
[ nan, nan, nan, ..., 3.1502e-03,
3.1502e-03, 3.1502e-03]]],
[[[3.9900e-04, 3.9900e-04, 3.9900e-04, ..., nan,
3.9900e-04, nan],
[2.3724e-03, 2.3724e-03, 2.3724e-03, ..., 2.3724e-03,
nan, nan],
[6.4523e-05, 6.4523e-05, 6.4523e-05, ..., nan,
nan, 6.4523e-05],
...,
[3.4188e-03, nan, nan, ..., 3.4188e-03,
3.4188e-03, 3.4188e-03],
[ nan, nan, nan, ..., 1.7611e-04,
1.7611e-04, 1.7611e-04],
[ nan, nan, nan, ..., 3.1767e-03,
3.1767e-03, 3.1767e-03]],
[[8.7806e-07, 8.7806e-07, 8.7806e-07, ..., nan,
8.7806e-07, nan],
[4.7228e-05, 4.7228e-05, 4.7228e-05, ..., 4.7228e-05,
nan, nan],
[2.5639e-03, 2.5639e-03, 2.5639e-03, ..., nan,
nan, 2.5639e-03],
...,
[4.1269e-08, nan, nan, ..., 4.1269e-08,
4.1269e-08, 4.1269e-08],
[ nan, nan, nan, ..., 1.3153e-03,
1.3153e-03, 1.3153e-03],
[ nan, nan, nan, ..., 4.0486e-04,
4.0486e-04, 4.0486e-04]],
[[3.1932e-03, 3.1932e-03, 3.1932e-03, ..., nan,
3.1932e-03, nan],
[2.6909e-03, 2.6909e-03, 2.6909e-03, ..., 2.6909e-03,
nan, nan],
[9.7583e-05, 9.7583e-05, 9.7583e-05, ..., nan,
nan, 9.7583e-05],
...,
[1.7329e-03, nan, nan, ..., 1.7329e-03,
1.7329e-03, 1.7329e-03],
[ nan, nan, nan, ..., 2.8461e-03,
2.8461e-03, 2.8461e-03],
[ nan, nan, nan, ..., 1.0612e-05,
1.0612e-05, 1.0612e-05]],
...,
[[2.9565e-03, 2.9565e-03, 2.9565e-03, ..., nan,
2.9565e-03, nan],
[3.2911e-03, 3.2911e-03, 3.2911e-03, ..., 3.2911e-03,
nan, nan],
[9.1167e-06, 9.1167e-06, 9.1167e-06, ..., nan,
nan, 9.1167e-06],
...,
[3.4284e-03, nan, nan, ..., 3.4284e-03,
3.4284e-03, 3.4284e-03],
[ nan, nan, nan, ..., 1.7568e-03,
1.7568e-03, 1.7568e-03],
[ nan, nan, nan, ..., 1.5258e-06,
1.5258e-06, 1.5258e-06]],
[[5.7720e-04, 5.7720e-04, 5.7720e-04, ..., nan,
5.7720e-04, nan],
[1.2828e-05, 1.2828e-05, 1.2828e-05, ..., 1.2828e-05,
nan, nan],
[1.6647e-03, 1.6647e-03, 1.6647e-03, ..., nan,
nan, 1.6647e-03],
...,
[1.0735e-03, nan, nan, ..., 1.0735e-03,
1.0735e-03, 1.0735e-03],
[ nan, nan, nan, ..., 1.4540e-04,
1.4540e-04, 1.4540e-04],
[ nan, nan, nan, ..., 1.1156e-03,
1.1156e-03, 1.1156e-03]],
[[1.3076e-04, 1.3076e-04, 1.3076e-04, ..., nan,
1.3076e-04, nan],
[2.4632e-03, 2.4632e-03, 2.4632e-03, ..., 2.4632e-03,
nan, nan],
[3.0567e-03, 3.0567e-03, 3.0567e-03, ..., nan,
nan, 3.0567e-03],
...,
[3.0679e-03, nan, nan, ..., 3.0679e-03,
3.0679e-03, 3.0679e-03],
[ nan, nan, nan, ..., 2.7698e-03,
2.7698e-03, 2.7698e-03],
[ nan, nan, nan, ..., 3.1502e-03,
3.1502e-03, 3.1502e-03]]],
[[[3.9900e-04, 3.9900e-04, 3.9900e-04, ..., nan,
nan, nan],
[2.3724e-03, 2.3724e-03, 2.3724e-03, ..., nan,
nan, nan],
[6.4523e-05, 6.4523e-05, 6.4523e-05, ..., nan,
nan, 6.4523e-05],
...,
[3.4188e-03, nan, nan, ..., 3.4188e-03,
3.4188e-03, 3.4188e-03],
[ nan, nan, nan, ..., 1.7611e-04,
1.7611e-04, 1.7611e-04],
[ nan, nan, nan, ..., 3.1767e-03,
3.1767e-03, 3.1767e-03]],
[[8.7806e-07, 8.7806e-07, 8.7806e-07, ..., nan,
nan, nan],
[4.7228e-05, 4.7228e-05, 4.7228e-05, ..., nan,
nan, nan],
[2.5639e-03, 2.5639e-03, 2.5639e-03, ..., nan,
nan, 2.5639e-03],
...,
[4.1269e-08, nan, nan, ..., 4.1269e-08,
4.1269e-08, 4.1269e-08],
[ nan, nan, nan, ..., 1.3153e-03,
1.3153e-03, 1.3153e-03],
[ nan, nan, nan, ..., 4.0486e-04,
4.0486e-04, 4.0486e-04]],
[[3.1932e-03, 3.1932e-03, 3.1932e-03, ..., nan,
nan, nan],
[2.6909e-03, 2.6909e-03, 2.6909e-03, ..., nan,
nan, nan],
[9.7583e-05, 9.7583e-05, 9.7583e-05, ..., nan,
nan, 9.7583e-05],
...,
[1.7329e-03, nan, nan, ..., 1.7329e-03,
1.7329e-03, 1.7329e-03],
[ nan, nan, nan, ..., 2.8461e-03,
2.8461e-03, 2.8461e-03],
[ nan, nan, nan, ..., 1.0612e-05,
1.0612e-05, 1.0612e-05]],
...,
[[2.9565e-03, 2.9565e-03, 2.9565e-03, ..., nan,
nan, nan],
[3.2911e-03, 3.2911e-03, 3.2911e-03, ..., nan,
nan, nan],
[9.1167e-06, 9.1167e-06, 9.1167e-06, ..., nan,
nan, 9.1167e-06],
...,
[3.4284e-03, nan, nan, ..., 3.4284e-03,
3.4284e-03, 3.4284e-03],
[ nan, nan, nan, ..., 1.7568e-03,
1.7568e-03, 1.7568e-03],
[ nan, nan, nan, ..., 1.5258e-06,
1.5258e-06, 1.5258e-06]],
[[5.7720e-04, 5.7720e-04, 5.7720e-04, ..., nan,
nan, nan],
[1.2828e-05, 1.2828e-05, 1.2828e-05, ..., nan,
nan, nan],
[1.6647e-03, 1.6647e-03, 1.6647e-03, ..., nan,
nan, 1.6647e-03],
...,
[1.0735e-03, nan, nan, ..., 1.0735e-03,
1.0735e-03, 1.0735e-03],
[ nan, nan, nan, ..., 1.4540e-04,
1.4540e-04, 1.4540e-04],
[ nan, nan, nan, ..., 1.1156e-03,
1.1156e-03, 1.1156e-03]],
[[1.3076e-04, 1.3076e-04, 1.3076e-04, ..., nan,
nan, nan],
[2.4632e-03, 2.4632e-03, 2.4632e-03, ..., nan,
nan, nan],
[3.0567e-03, 3.0567e-03, 3.0567e-03, ..., nan,
nan, 3.0567e-03],
...,
[3.0679e-03, nan, nan, ..., 3.0679e-03,
3.0679e-03, 3.0679e-03],
[ nan, nan, nan, ..., 2.7698e-03,
2.7698e-03, 2.7698e-03],
[ nan, nan, nan, ..., 3.1502e-03,
3.1502e-03, 3.1502e-03]]],
[[[3.9900e-04, 3.9900e-04, 3.9900e-04, ..., nan,
nan, nan],
[2.3724e-03, 2.3724e-03, 2.3724e-03, ..., nan,
nan, nan],
[6.4523e-05, 6.4523e-05, 6.4523e-05, ..., nan,
nan, 6.4523e-05],
...,
[3.4188e-03, nan, 3.4188e-03, ..., 3.4188e-03,
3.4188e-03, 3.4188e-03],
[ nan, 1.7611e-04, nan, ..., 1.7611e-04,
1.7611e-04, 1.7611e-04],
[3.1767e-03, nan, nan, ..., 3.1767e-03,
3.1767e-03, 3.1767e-03]],
[[8.7806e-07, 8.7806e-07, 8.7806e-07, ..., nan,
nan, nan],
[4.7228e-05, 4.7228e-05, 4.7228e-05, ..., nan,
nan, nan],
[2.5639e-03, 2.5639e-03, 2.5639e-03, ..., nan,
nan, 2.5639e-03],
...,
[4.1269e-08, nan, 4.1269e-08, ..., 4.1269e-08,
4.1269e-08, 4.1269e-08],
[ nan, 1.3153e-03, nan, ..., 1.3153e-03,
1.3153e-03, 1.3153e-03],
[4.0486e-04, nan, nan, ..., 4.0486e-04,
4.0486e-04, 4.0486e-04]],
[[3.1932e-03, 3.1932e-03, 3.1932e-03, ..., nan,
nan, nan],
[2.6909e-03, 2.6909e-03, 2.6909e-03, ..., nan,
nan, nan],
[9.7583e-05, 9.7583e-05, 9.7583e-05, ..., nan,
nan, 9.7583e-05],
...,
[1.7329e-03, nan, 1.7329e-03, ..., 1.7329e-03,
1.7329e-03, 1.7329e-03],
[ nan, 2.8461e-03, nan, ..., 2.8461e-03,
2.8461e-03, 2.8461e-03],
[1.0612e-05, nan, nan, ..., 1.0612e-05,
1.0612e-05, 1.0612e-05]],
...,
[[2.9565e-03, 2.9565e-03, 2.9565e-03, ..., nan,
nan, nan],
[3.2911e-03, 3.2911e-03, 3.2911e-03, ..., nan,
nan, nan],
[9.1167e-06, 9.1167e-06, 9.1167e-06, ..., nan,
nan, 9.1167e-06],
...,
[3.4284e-03, nan, 3.4284e-03, ..., 3.4284e-03,
3.4284e-03, 3.4284e-03],
[ nan, 1.7568e-03, nan, ..., 1.7568e-03,
1.7568e-03, 1.7568e-03],
[1.5258e-06, nan, nan, ..., 1.5258e-06,
1.5258e-06, 1.5258e-06]],
[[5.7720e-04, 5.7720e-04, 5.7720e-04, ..., nan,
nan, nan],
[1.2828e-05, 1.2828e-05, 1.2828e-05, ..., nan,
nan, nan],
[1.6647e-03, 1.6647e-03, 1.6647e-03, ..., nan,
nan, 1.6647e-03],
...,
[1.0735e-03, nan, 1.0735e-03, ..., 1.0735e-03,
1.0735e-03, 1.0735e-03],
[ nan, 1.4540e-04, nan, ..., 1.4540e-04,
1.4540e-04, 1.4540e-04],
[1.1156e-03, nan, nan, ..., 1.1156e-03,
1.1156e-03, 1.1156e-03]],
[[1.3076e-04, 1.3076e-04, 1.3076e-04, ..., nan,
nan, nan],
[2.4632e-03, 2.4632e-03, 2.4632e-03, ..., nan,
nan, nan],
[3.0567e-03, 3.0567e-03, 3.0567e-03, ..., nan,
nan, 3.0567e-03],
...,
[3.0679e-03, nan, 3.0679e-03, ..., 3.0679e-03,
3.0679e-03, 3.0679e-03],
[ nan, 2.7698e-03, nan, ..., 2.7698e-03,
2.7698e-03, 2.7698e-03],
[3.1502e-03, nan, nan, ..., 3.1502e-03,
3.1502e-03, 3.1502e-03]]]]
How can I avoid ‘nan’ values?