Why am I getting a warning of named tensors but when I ask for the names I can't see them?

Brando_Miranda: <p>pytorch is warning me of named tensors…but I don’t see any…what is going on?</p>
<pre><code class="lang-auto">x = torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
&lt;ipython-input-3-b78ccc85411a&gt;:1: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /tmp/pip-req-build-accccgfm/c10/core/TensorImpl.h:1156.)
  x = torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
x.names
Out[4]: (None, None, None, None)
input.names
Out[5]: (None, None, None, None)
</code></pre>
<p>the tensor is:</p>
<pre><code class="lang-auto">input
Out[6]: 
tensor([[[[0.0000e+00, 5.3843e-01, 3.2706e-01,  ..., 0.0000e+00,
           0.0000e+00, 4.7521e-01],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.1444e+00, 5.4548e-01],
          [3.5387e-01, 3.4596e-01, 7.5767e-01,  ..., 5.9062e-01,
           0.0000e+00, 0.0000e+00],
          ...,
          [8.5284e-01, 6.1768e-01, 2.6013e-01,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [3.2465e-01, 0.0000e+00, 1.3492e+00,  ..., 1.9810e-01,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 1.2310e+00, 1.1530e+00,  ..., 0.0000e+00,
           5.1107e-01, 1.3043e-01]],
         [[0.0000e+00, 2.4027e+00, 0.0000e+00,  ..., 8.2062e-01,
           0.0000e+00, 1.1750e+00],
          [0.0000e+00, 4.4811e-01, 1.1390e+00,  ..., 0.0000e+00,
           8.5415e-01, 0.0000e+00],
          [7.2516e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           3.0788e-01, 0.0000e+00],
          ...,
          [3.2195e-01, 0.0000e+00, 7.5724e-01,  ..., 0.0000e+00,
           1.3083e+00, 1.5439e+00],
          [6.8650e-01, 3.1598e-01, 0.0000e+00,  ..., 1.8237e+00,
           0.0000e+00, 1.9643e+00],
          [0.0000e+00, 1.5988e+00, 0.0000e+00,  ..., 9.7256e-02,
           2.3014e-01, 7.7640e-02]],
         [[3.9484e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 7.6755e-01],
          [1.2628e+00, 7.8810e-02, 0.0000e+00,  ..., 1.9742e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 1.0417e+00,  ..., 0.0000e+00,
           7.0454e-01, 3.1250e-01],
          ...,
          [1.9359e-01, 0.0000e+00, 9.8210e-01,  ..., 0.0000e+00,
           3.8394e-01, 0.0000e+00],
          [0.0000e+00, 3.2974e-01, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 2.0021e-01],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 5.9649e-01,
           0.0000e+00, 0.0000e+00]],
         ...,
         [[0.0000e+00, 0.0000e+00, 8.5655e-01,  ..., 0.0000e+00,
           0.0000e+00, 1.0052e+00],
          [3.6246e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.8805e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 4.4412e-01,  ..., 1.1574e+00,
           0.0000e+00, 0.0000e+00],
          ...,
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [7.5930e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 1.1444e+00,  ..., 0.0000e+00,
           3.1190e-01, 0.0000e+00]],
         [[0.0000e+00, 1.3781e+00, 1.3457e+00,  ..., 2.8191e-01,
           6.3913e-01, 0.0000e+00],
          [0.0000e+00, 7.7578e-01, 3.8718e-01,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [1.3419e+00, 0.0000e+00, 0.0000e+00,  ..., 1.4992e+00,
           0.0000e+00, 0.0000e+00],
          ...,
          [0.0000e+00, 1.1803e+00, 0.0000e+00,  ..., 4.3173e-01,
           1.7696e+00, 1.3127e+00],
          [3.9189e-01, 9.5379e-01, 0.0000e+00,  ..., 1.3779e+00,
           6.0881e-01, 0.0000e+00],
          [1.0152e+00, 1.1613e+00, 3.6996e-02,  ..., 0.0000e+00,
           2.8808e-01, 0.0000e+00]],
         [[1.3395e+00, 0.0000e+00, 1.0644e-01,  ..., 0.0000e+00,
           8.8641e-01, 1.4134e+00],
          [7.6206e-01, 0.0000e+00, 0.0000e+00,  ..., 4.9055e-01,
           5.4889e-01, 7.2144e-02],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.8425e+00, 0.0000e+00],
          ...,
          [3.0384e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.3174e+00, 6.1765e-01],
          [0.0000e+00, 0.0000e+00, 7.6771e-01,  ..., 1.6826e-01,
           5.4228e-01, 6.7642e-01],
          [0.0000e+00, 0.0000e+00, 1.0298e+00,  ..., 6.9759e-01,
           3.5460e-01, 1.5688e-01]]],
        [[[0.0000e+00, 0.0000e+00, 8.3083e-01,  ..., 8.2208e-01,
           0.0000e+00, 3.3902e-01],
          [4.5702e-01, 1.1061e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [9.1549e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 3.5947e-01],
          ...,
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 6.7693e-01,
           0.0000e+00, 1.0915e-01],
          [5.3579e-01, 3.1282e-01, 3.3284e-01,  ..., 2.6364e-01,
           0.0000e+00, 1.2258e-01],
          [7.9742e-01, 6.2433e-01, 0.0000e+00,  ..., 1.5049e+00,
           0.0000e+00, 6.6239e-01]],
         [[1.7167e+00, 0.0000e+00, 6.9336e-01,  ..., 1.1487e+00,
           7.6293e-01, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.3644e+00, 0.0000e+00],
          [1.2310e+00, 0.0000e+00, 2.8227e-01,  ..., 1.6871e-01,
           0.0000e+00, 8.1177e-01],
          ...,
          [0.0000e+00, 9.5035e-01, 0.0000e+00,  ..., 7.0090e-01,
           0.0000e+00, 1.7451e-01],
          [7.6924e-01, 8.5412e-01, 6.6429e-01,  ..., 0.0000e+00,
           3.4891e-01, 1.0943e+00],
          [0.0000e+00, 3.9243e-01, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00]],
         [[0.0000e+00, 0.0000e+00, 6.6179e-01,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [6.5661e-01, 4.0987e-01, 1.1061e+00,  ..., 0.0000e+00,
           0.0000e+00, 6.3384e-04],
          [0.0000e+00, 6.0305e-01, 0.0000e+00,  ..., 0.0000e+00,
           1.4141e+00, 0.0000e+00],
          ...,
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 8.1925e-01,  ..., 1.1502e+00,
           7.7306e-01, 3.8062e-01],
          [3.6750e-01, 0.0000e+00, 5.8874e-01,  ..., 0.0000e+00,
           1.1679e+00, 0.0000e+00]],
         ...,
         [[7.2572e-02, 0.0000e+00, 0.0000e+00,  ..., 1.2981e+00,
           0.0000e+00, 7.5984e-01],
          [1.0215e+00, 1.2642e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 1.2246e+00],
          [5.2841e-01, 0.0000e+00, 1.0517e+00,  ..., 6.2395e-01,
           0.0000e+00, 0.0000e+00],
          ...,
          [0.0000e+00, 0.0000e+00, 8.8293e-01,  ..., 4.1917e-01,
           0.0000e+00, 7.1817e-02],
          [0.0000e+00, 5.4760e-02, 0.0000e+00,  ..., 1.3879e-01,
           7.9032e-02, 4.8557e-01],
          [1.3336e+00, 0.0000e+00, 0.0000e+00,  ..., 7.1977e-01,
           0.0000e+00, 0.0000e+00]],
         [[1.4812e+00, 0.0000e+00, 0.0000e+00,  ..., 1.5886e+00,
           0.0000e+00, 1.0172e+00],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 2.7406e-01,
           0.0000e+00, 1.4390e+00],
          [1.8079e-02, 0.0000e+00, 7.5307e-01,  ..., 3.8386e-01,
           0.0000e+00, 1.5611e+00],
          ...,
          [2.9982e-01, 7.8633e-01, 0.0000e+00,  ..., 2.0574e-01,
           8.5534e-01, 1.6281e-01],
          [3.6866e-01, 4.5012e-01, 0.0000e+00,  ..., 2.7055e-01,
           1.6929e-01, 4.8798e-01],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00]],
         [[0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 3.3577e-01,
           0.0000e+00, 0.0000e+00],
          [1.3914e+00, 0.0000e+00, 1.9247e+00,  ..., 0.0000e+00,
           3.4227e-02, 7.0526e-02],
          [0.0000e+00, 0.0000e+00, 5.9702e-02,  ..., 9.0311e-01,
           1.2063e+00, 8.6109e-02],
          ...,
          [1.9551e-01, 6.0416e-01, 1.1880e+00,  ..., 0.0000e+00,
           0.0000e+00, 3.5600e-01],
          [4.6817e-01, 0.0000e+00, 0.0000e+00,  ..., 1.8308e+00,
           1.3346e+00, 2.1078e+00],
          [3.9993e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           9.0906e-02, 0.0000e+00]]],
        [[[0.0000e+00, 1.1589e+00, 6.8628e-01,  ..., 5.8383e-01,
           8.1593e-02, 0.0000e+00],
          [5.4499e-01, 4.8885e-01, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 2.7747e-02, 0.0000e+00,  ..., 1.3477e-02,
           2.9468e-01, 1.0412e+00],
          ...,
          [7.4950e-02, 1.9002e-01, 1.3108e+00,  ..., 0.0000e+00,
           0.0000e+00, 1.8968e+00],
          [6.2398e-01, 0.0000e+00, 0.0000e+00,  ..., 1.4393e+00,
           0.0000e+00, 1.7784e-01],
          [0.0000e+00, 2.8042e-01, 3.9977e-01,  ..., 1.1489e+00,
           0.0000e+00, 0.0000e+00]],
         [[0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 1.2484e+00,
           3.1758e-01, 8.8609e-01],
          [2.2066e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.0030e+00, 0.0000e+00],
          [0.0000e+00, 1.6279e+00, 3.7213e-01,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          ...,
          [8.4627e-01, 1.3089e-01, 0.0000e+00,  ..., 5.3309e-01,
           9.0879e-02, 0.0000e+00],
          [1.4561e-01, 6.9590e-02, 0.0000e+00,  ..., 1.0687e+00,
           0.0000e+00, 1.4466e-01],
          [0.0000e+00, 3.8945e-02, 1.9406e+00,  ..., 0.0000e+00,
           4.2170e-01, 5.1668e-01]],
         [[0.0000e+00, 1.4705e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 5.4783e-02,  ..., 9.3180e-01,
           0.0000e+00, 1.3193e+00],
          [5.8835e-01, 0.0000e+00, 6.6633e-01,  ..., 4.1009e-01,
           0.0000e+00, 5.2082e-01],
          ...,
          [0.0000e+00, 1.2277e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 2.4909e-02],
          [1.0347e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           9.6890e-01, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.0135e+00, 2.8619e-01]],
         ...,
         [[0.0000e+00, 1.4298e-01, 1.4583e-01,  ..., 0.0000e+00,
           0.0000e+00, 2.1926e-01],
          [2.4764e-01, 1.6878e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 7.5591e-02,  ..., 1.4293e+00,
           1.0836e+00, 9.5980e-01],
          ...,
          [0.0000e+00, 4.0301e-01, 1.8300e+00,  ..., 0.0000e+00,
           0.0000e+00, 8.7928e-01],
          [3.8023e-02, 7.5328e-01, 1.4639e+00,  ..., 0.0000e+00,
           0.0000e+00, 2.1443e+00],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00]],
         [[0.0000e+00, 0.0000e+00, 3.5555e-01,  ..., 1.1441e+00,
           2.1699e-01, 7.1550e-01],
          [0.0000e+00, 6.5907e-01, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 2.0855e+00,  ..., 0.0000e+00,
           0.0000e+00, 4.2980e-01],
          ...,
          [1.5165e+00, 2.4846e-01, 9.7999e-01,  ..., 0.0000e+00,
           0.0000e+00, 1.3794e+00],
          [2.0921e-01, 0.0000e+00, 1.1321e+00,  ..., 5.9194e-01,
           0.0000e+00, 1.7787e+00],
          [0.0000e+00, 1.3980e-01, 7.5684e-03,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00]],
         [[0.0000e+00, 1.0029e+00, 0.0000e+00,  ..., 9.3311e-01,
           5.4762e-01, 2.1139e-01],
          [5.7416e-01, 0.0000e+00, 0.0000e+00,  ..., 1.1260e-01,
           0.0000e+00, 1.2596e+00],
          [5.1453e-01, 0.0000e+00, 9.7247e-01,  ..., 7.4106e-01,
           0.0000e+00, 1.6046e-01],
          ...,
          [0.0000e+00, 3.9179e-01, 0.0000e+00,  ..., 1.6839e+00,
           0.0000e+00, 1.3445e-01],
          [2.7410e-02, 1.2619e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 1.2642e-01, 3.8120e-01,  ..., 0.0000e+00,
           6.6013e-01, 8.9280e-01]]],
        [[[0.0000e+00, 2.3729e-01, 1.7070e-01,  ..., 1.1353e-01,
           1.3327e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 1.6408e-01,  ..., 6.0199e-01,
           0.0000e+00, 1.8030e-02],
          [0.0000e+00, 0.0000e+00, 1.1612e+00,  ..., 0.0000e+00,
           1.3867e+00, 7.3637e-01],
          ...,
          [0.0000e+00, 0.0000e+00, 8.9469e-01,  ..., 7.2455e-01,
           1.3070e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 2.6492e-01,  ..., 4.3001e-01,
           0.0000e+00, 9.8854e-01],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 9.0555e-01]],
         [[1.5223e+00, 0.0000e+00, 0.0000e+00,  ..., 7.0300e-01,
           0.0000e+00, 0.0000e+00],
          [1.4837e-01, 1.4082e+00, 0.0000e+00,  ..., 9.4753e-01,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 6.6915e-01, 0.0000e+00,  ..., 0.0000e+00,
           3.4305e-01, 0.0000e+00],
          ...,
          [9.6070e-01, 1.5629e+00, 0.0000e+00,  ..., 1.3924e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 7.6587e-01, 0.0000e+00,  ..., 1.2394e+00,
           7.3497e-01, 0.0000e+00],
          [0.0000e+00, 2.4575e-02, 0.0000e+00,  ..., 4.0591e-02,
           0.0000e+00, 0.0000e+00]],
         [[2.8708e-01, 0.0000e+00, 8.7484e-01,  ..., 0.0000e+00,
           0.0000e+00, 1.7880e+00],
          [0.0000e+00, 0.0000e+00, 2.7959e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          ...,
          [1.2609e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 8.7795e-01],
          [3.9389e-01, 4.0679e-01, 0.0000e+00,  ..., 0.0000e+00,
           8.4093e-01, 7.4454e-01],
          [6.2753e-01, 0.0000e+00, 1.8964e-01,  ..., 5.5085e-01,
           5.3822e-02, 3.4173e-01]],
         ...,
         [[7.2486e-01, 4.6403e-04, 1.6452e-01,  ..., 0.0000e+00,
           7.9595e-01, 1.0951e+00],
          [7.5681e-01, 0.0000e+00, 2.1609e-02,  ..., 8.8101e-01,
           0.0000e+00, 1.3852e-01],
          [0.0000e+00, 0.0000e+00, 1.3872e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          ...,
          [0.0000e+00, 0.0000e+00, 1.8147e+00,  ..., 0.0000e+00,
           2.1428e-01, 5.0763e-01],
          [1.8989e-01, 1.9251e+00, 0.0000e+00,  ..., 1.2933e+00,
           0.0000e+00, 1.4109e-01],
          [1.0464e+00, 0.0000e+00, 0.0000e+00,  ..., 7.2314e-01,
           0.0000e+00, 1.5447e+00]],
         [[6.5672e-01, 8.8381e-02, 0.0000e+00,  ..., 1.1558e+00,
           3.6011e-01, 0.0000e+00],
          [0.0000e+00, 3.0102e-01, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 4.8790e-01],
          [1.6768e+00, 0.0000e+00, 1.8726e-01,  ..., 3.6481e-02,
           1.2215e+00, 7.3722e-01],
          ...,
          [6.6561e-01, 0.0000e+00, 1.2700e+00,  ..., 1.3990e+00,
           9.3496e-01, 1.3797e+00],
          [0.0000e+00, 9.7489e-02, 0.0000e+00,  ..., 1.1864e+00,
           9.7903e-01, 4.2837e-01],
          [0.0000e+00, 0.0000e+00, 8.1179e-01,  ..., 0.0000e+00,
           0.0000e+00, 6.1072e-01]],
         [[4.9630e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 8.9547e-01],
          [7.2495e-01, 0.0000e+00, 8.6785e-01,  ..., 0.0000e+00,
           1.0072e+00, 3.3873e-01],
          [0.0000e+00, 0.0000e+00, 2.4915e-01,  ..., 0.0000e+00,
           3.4924e-01, 0.0000e+00],
          ...,
          [5.2499e-02, 9.1254e-01, 0.0000e+00,  ..., 2.7929e-01,
           0.0000e+00, 2.8307e-01],
          [5.0577e-01, 4.8957e-01, 0.0000e+00,  ..., 1.1805e+00,
           0.0000e+00, 1.0580e+00],
          [6.6028e-01, 0.0000e+00, 1.8995e-01,  ..., 3.3843e-01,
           0.0000e+00, 2.4419e-01]]],
        [[[4.9783e-01, 0.0000e+00, 2.7451e-01,  ..., 0.0000e+00,
           0.0000e+00, 2.3531e-01],
          [3.2154e-01, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.7924e+00, 0.0000e+00],
          [7.0188e-01, 5.8265e-01, 0.0000e+00,  ..., 1.3178e+00,
           9.4335e-01, 0.0000e+00],
          ...,
          [0.0000e+00, 0.0000e+00, 1.9460e+00,  ..., 4.5137e-01,
           3.3290e+00, 5.0397e-01],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 2.1804e-01,
           1.9568e-02, 8.2031e-01],
          [0.0000e+00, 0.0000e+00, 9.5533e-01,  ..., 0.0000e+00,
           0.0000e+00, 1.0995e+00]],
         [[0.0000e+00, 0.0000e+00, 4.9483e-01,  ..., 2.4929e-01,
           9.3641e-01, 0.0000e+00],
          [2.3749e-01, 1.4653e-01, 0.0000e+00,  ..., 1.2070e+00,
           1.9448e+00, 0.0000e+00],
          [3.7172e-01, 6.6949e-01, 1.1680e-01,  ..., 0.0000e+00,
           0.0000e+00, 2.8329e-01],
          ...,
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [3.8689e-01, 0.0000e+00, 0.0000e+00,  ..., 9.9326e-01,
           4.7188e-01, 0.0000e+00],
          [8.0520e-01, 1.0054e+00, 6.1926e-01,  ..., 0.0000e+00,
           0.0000e+00, 2.0081e-01]],
         [[7.2211e-01, 1.9520e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 2.1821e+00,
           1.5979e-01, 9.3610e-01],
          [4.6789e-01, 1.0894e+00, 5.5708e-01,  ..., 0.0000e+00,
           0.0000e+00, 7.4993e-01],
          ...,
          [6.7221e-01, 1.0692e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 6.6579e-01],
          [0.0000e+00, 7.4521e-01, 1.6384e+00,  ..., 1.2648e+00,
           0.0000e+00, 0.0000e+00],
          [1.4972e+00, 0.0000e+00, 0.0000e+00,  ..., 8.4341e-01,
           0.0000e+00, 5.6929e-01]],
         ...,
         [[1.7058e+00, 7.2182e-01, 1.8254e-01,  ..., 0.0000e+00,
           2.9969e-01, 5.5203e-01],
          [0.0000e+00, 1.0202e-01, 0.0000e+00,  ..., 0.0000e+00,
           4.8342e-01, 2.0406e-01],
          [0.0000e+00, 0.0000e+00, 4.0311e-02,  ..., 4.8591e-01,
           8.9188e-01, 4.8178e-01],
          ...,
          [1.1258e+00, 0.0000e+00, 0.0000e+00,  ..., 0.0000e+00,
           8.6303e-01, 6.9366e-01],
          [0.0000e+00, 1.4386e+00, 0.0000e+00,  ..., 1.6804e+00,
           5.0834e-01, 0.0000e+00],
          [7.2391e-01, 0.0000e+00, 3.5029e-01,  ..., 1.0345e+00,
           0.0000e+00, 8.8588e-01]],
         [[0.0000e+00, 0.0000e+00, 3.1934e-01,  ..., 6.1964e-01,
           1.3395e+00, 1.4913e-01],
          [4.2243e-01, 1.0406e+00, 5.0063e-01,  ..., 3.7116e-02,
           0.0000e+00, 0.0000e+00],
          [1.4079e-01, 0.0000e+00, 1.7899e-01,  ..., 0.0000e+00,
           0.0000e+00, 4.7468e-01],
          ...,
          [8.9060e-01, 0.0000e+00, 3.7541e-01,  ..., 4.3928e-01,
           0.0000e+00, 0.0000e+00],
          [1.3567e+00, 2.0902e+00, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          [4.1899e-01, 0.0000e+00, 7.0255e-02,  ..., 1.2891e-01,
           0.0000e+00, 9.2617e-01]],
         [[0.0000e+00, 1.3865e+00, 0.0000e+00,  ..., 0.0000e+00,
           1.7737e+00, 0.0000e+00],
          [0.0000e+00, 1.7273e-01, 0.0000e+00,  ..., 1.2442e+00,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 3.5963e-01, 0.0000e+00,  ..., 0.0000e+00,
           0.0000e+00, 0.0000e+00],
          ...,
          [0.0000e+00, 0.0000e+00, 0.0000e+00,  ..., 1.7262e-01,
           0.0000e+00, 0.0000e+00],
          [0.0000e+00, 2.0881e-02, 2.1506e-01,  ..., 2.2239e+00,
           0.0000e+00, 0.0000e+00],
          [2.0762e+00, 8.1629e-01, 0.0000e+00,  ..., 1.4129e+00,
           0.0000e+00, 9.0114e-01]]]], grad_fn=&lt;ReluBackward0&gt;)
</code></pre>

Brando_Miranda: <p>x is:</p>
<pre><code class="lang-auto">x
Out[7]: 
tensor([[[[5.3843e-01, 3.2706e-01, 5.6483e-01,  ..., 2.9378e-01,
           9.3843e-01, 1.1444e+00],
          [1.8357e+00, 7.5767e-01, 1.4078e+00,  ..., 4.4004e-01,
           5.9062e-01, 2.7994e+00],
          [0.0000e+00, 8.3133e-01, 1.6144e+00,  ..., 3.0620e-01,
           1.7313e+00, 1.2114e+00],
          ...,
          [2.0088e-01, 1.1146e+00, 1.2277e+00,  ..., 1.5835e+00,
           1.6769e+00, 9.9667e-01],
          [8.5284e-01, 2.6013e-01, 4.7872e-01,  ..., 8.9745e-01,
           1.8408e+00, 0.0000e+00],
          [1.2310e+00, 1.3492e+00, 1.1539e+00,  ..., 1.4399e-01,
           1.9810e-01, 5.1107e-01]],
         [[2.4027e+00, 1.1390e+00, 8.2933e-01,  ..., 9.8194e-01,
           8.2062e-01, 1.1750e+00],
          [2.0053e+00, 4.4835e-01, 8.4243e-01,  ..., 1.5678e+00,
           1.5404e+00, 1.7036e+00],
          [9.8439e-01, 1.9796e+00, 1.2192e+00,  ..., 1.2441e+00,
           0.0000e+00, 2.1302e-01],
          ...,
          [1.1268e+00, 1.0934e+00, 3.9431e-02,  ..., 1.3115e+00,
           7.3071e-01, 2.7438e+00],
          [3.2195e-01, 1.3343e+00, 1.1932e+00,  ..., 1.1033e+00,
           2.5709e-01, 1.5439e+00],
          [1.5988e+00, 1.2117e+00, 1.0106e+00,  ..., 6.8375e-01,
           1.8237e+00, 1.9643e+00]],
         [[1.2628e+00, 9.7787e-01, 5.6461e-01,  ..., 7.2418e-01,
           1.9742e+00, 7.6755e-01],
          [0.0000e+00, 1.8028e+00, 4.2537e-01,  ..., 2.8063e-01,
           5.2239e-01, 7.0454e-01],
          [9.5872e-01, 1.9337e+00, 9.2332e-01,  ..., 9.8985e-01,
           1.9587e+00, 6.0861e-01],
          ...,
          [1.7248e+00, 3.6037e-02, 1.6627e+00,  ..., 6.9431e-02,
           2.6805e+00, 7.1380e-01],
          [4.8490e-01, 9.8210e-01, 1.9493e-01,  ..., 1.4117e-02,
           2.5051e-01, 3.8394e-01],
          [3.2974e-01, 0.0000e+00, 8.4602e-01,  ..., 9.9286e-01,
           5.9649e-01, 2.0021e-01]],
         ...,
         [[3.6246e-01, 8.5655e-01, 2.0501e-01,  ..., 1.6752e+00,
           7.9058e-01, 1.8805e+00],
          [1.9144e+00, 7.9086e-01, 4.6288e-01,  ..., 7.2813e-01,
           1.1574e+00, 8.1318e-01],
          [6.6316e-01, 1.1800e+00, 1.8885e+00,  ..., 1.6308e+00,
           1.2391e+00, 6.5195e-02],
          ...,
          [1.6152e+00, 1.5394e+00, 1.4396e+00,  ..., 8.2151e-01,
           1.9812e+00, 7.7372e-01],
          [6.1533e-01, 1.6350e-01, 1.5396e+00,  ..., 9.0124e-01,
           7.3550e-01, 1.5342e-01],
          [7.5930e-01, 1.1444e+00, 5.2167e-01,  ..., 8.6851e-01,
           5.6061e-01, 3.1190e-01]],
         [[1.3781e+00, 1.3457e+00, 6.3851e-01,  ..., 1.4832e+00,
           9.5264e-01, 6.3913e-01],
          [1.3419e+00, 0.0000e+00, 1.7882e-01,  ..., 1.7999e+00,
           1.5954e+00, 3.3478e-01],
          [8.2291e-01, 1.4507e+00, 5.1863e-01,  ..., 1.0324e+00,
           4.9128e-01, 1.4019e-01],
          ...,
          [5.8568e-01, 5.6200e-01, 1.3699e-01,  ..., 2.0645e+00,
           3.1348e-01, 0.0000e+00],
          [1.1803e+00, 8.4072e-01, 7.8591e-01,  ..., 0.0000e+00,
           4.3173e-01, 1.7696e+00],
          [1.1613e+00, 4.7183e-01, 0.0000e+00,  ..., 3.3083e-01,
           1.4168e+00, 6.0881e-01]],
         [[1.3395e+00, 6.6327e-01, 1.7160e+00,  ..., 1.0600e+00,
           8.8932e-01, 1.4134e+00],
          [6.9247e-02, 1.6932e+00, 6.8325e-01,  ..., 1.0422e+00,
           1.6442e+00, 1.8425e+00],
          [8.9184e-01, 1.8271e+00, 3.4980e-01,  ..., 7.1386e-01,
           7.8299e-01, 0.0000e+00],
          ...,
          [1.9198e+00, 3.4159e-01, 6.7686e-01,  ..., 2.8089e-01,
           3.2393e+00, 9.1257e-01],
          [5.2356e-01, 1.6642e+00, 4.0074e-01,  ..., 5.8304e-01,
           0.0000e+00, 1.3174e+00],
          [0.0000e+00, 1.0298e+00, 1.2676e+00,  ..., 1.0381e+00,
           8.6761e-01, 6.7642e-01]]],
        [[[1.1061e+00, 2.1005e+00, 7.0119e-01,  ..., 5.2753e-01,
           8.2208e-01, 3.3902e-01],
          [9.1549e-01, 0.0000e+00, 4.8560e-01,  ..., 2.1019e+00,
           6.3831e-01, 3.5947e-01],
          [1.2750e+00, 4.4913e-01, 7.8616e-01,  ..., 2.0026e-01,
           1.2766e+00, 1.8559e+00],
          ...,
          [5.3823e-01, 8.9008e-01, 1.5710e+00,  ..., 4.8924e-01,
           2.7278e-01, 2.0323e+00],
          [0.0000e+00, 1.1052e+00, 1.1374e+00,  ..., 1.4671e-01,
           6.7693e-01, 1.0113e+00],
          [7.9742e-01, 3.3284e-01, 1.1654e+00,  ..., 1.0353e+00,
           1.5049e+00, 6.6239e-01]],
         [[1.7167e+00, 6.9336e-01, 6.9098e-01,  ..., 1.6883e+00,
           1.1487e+00, 1.3644e+00],
          [1.2310e+00, 2.8227e-01, 1.2811e+00,  ..., 1.1722e+00,
           9.4011e-01, 2.3395e+00],
          [1.0024e+00, 6.3111e-01, 8.2331e-01,  ..., 1.4055e+00,
           3.2770e-01, 1.3796e+00],
          ...,
          [3.7917e-01, 1.9428e+00, 9.4225e-01,  ..., 2.3190e+00,
           1.6625e-01, 4.8193e-01],
          [1.8783e+00, 5.3398e-01, 4.5584e-01,  ..., 1.7262e+00,
           1.0994e+00, 1.7451e-01],
          [8.5412e-01, 6.6429e-01, 0.0000e+00,  ..., 2.1787e+00,
           1.0462e+00, 1.0943e+00]],
         [[6.5661e-01, 1.1061e+00, 1.0016e+00,  ..., 1.2107e+00,
           1.6676e+00, 6.3384e-04],
          [7.6325e-01, 1.1208e+00, 0.0000e+00,  ..., 5.3015e-01,
           3.3549e-01, 1.4141e+00],
          [1.2257e+00, 1.0122e+00, 9.4259e-01,  ..., 1.7118e-01,
           1.4503e+00, 9.0077e-01],
          ...,
          [3.7736e-01, 7.6055e-01, 1.7717e+00,  ..., 0.0000e+00,
           2.4104e+00, 1.5261e+00],
          [0.0000e+00, 6.0305e-01, 2.0938e+00,  ..., 7.9274e-01,
           9.0732e-01, 5.5180e-01],
          [3.6750e-01, 8.9905e-01, 1.4657e+00,  ..., 1.1185e+00,
           1.1502e+00, 1.1679e+00]],
         ...,
         [[1.2642e+00, 1.1308e+00, 6.0249e-01,  ..., 1.8692e+00,
           1.2981e+00, 1.2246e+00],
          [1.4065e+00, 1.0517e+00, 1.0369e+00,  ..., 0.0000e+00,
           7.7030e-01, 0.0000e+00],
          [1.3866e+00, 1.7845e+00, 0.0000e+00,  ..., 6.5778e-01,
           3.2681e-01, 7.2198e-01],
          ...,
          [2.3421e-01, 5.6177e-01, 1.1871e+00,  ..., 1.0404e-02,
           4.9941e-01, 1.4972e+00],
          [0.0000e+00, 9.0578e-01, 2.7140e-01,  ..., 4.3271e-02,
           1.6321e+00, 1.8678e+00],
          [1.3336e+00, 1.7156e+00, 9.3038e-01,  ..., 2.0789e+00,
           7.1977e-01, 4.8557e-01]],
         [[1.4812e+00, 9.8906e-02, 2.8991e-01,  ..., 1.1942e+00,
           1.5886e+00, 1.4390e+00],
          [9.7129e-01, 7.5307e-01, 9.3950e-01,  ..., 4.2051e-01,
           1.0794e+00, 1.5611e+00],
          [8.5437e-01, 3.7999e-01, 1.3391e+00,  ..., 6.6851e-01,
           1.9197e-01, 5.9616e-01],
          ...,
          [8.4248e-01, 8.0759e-01, 1.7538e+00,  ..., 1.2678e+00,
           1.3303e+00, 1.5140e+00],
          [9.1005e-01, 0.0000e+00, 1.0502e+00,  ..., 5.0805e-01,
           5.2275e-01, 8.5534e-01],
          [4.5012e-01, 7.6336e-01, 3.3529e-01,  ..., 0.0000e+00,
           2.7055e-01, 4.8798e-01]],
         [[1.3914e+00, 1.9247e+00, 8.2853e-01,  ..., 7.4453e-01,
           4.6452e-01, 7.0526e-02],
          [4.3645e-01, 1.0190e+00, 1.4294e+00,  ..., 5.1891e-01,
           9.0311e-01, 1.3532e+00],
          [1.6125e+00, 7.9806e-01, 4.7425e-01,  ..., 1.1397e+00,
           1.4270e+00, 1.6907e+00],
          ...,
          [3.6354e-01, 5.9026e-01, 1.1971e+00,  ..., 1.9437e+00,
           1.2047e-01, 6.2619e-01],
          [6.0416e-01, 1.1880e+00, 1.6926e+00,  ..., 1.0876e+00,
           4.7967e-01, 3.5600e-01],
          [4.6817e-01, 1.0577e+00, 1.0661e+00,  ..., 8.8775e-01,
           1.8308e+00, 2.1078e+00]]],
        [[[1.1589e+00, 6.8628e-01, 1.0504e+00,  ..., 2.2528e+00,
           1.4093e+00, 8.1593e-02],
          [3.4983e-01, 1.0056e+00, 4.7731e-01,  ..., 1.2415e+00,
           4.9339e-01, 1.0412e+00],
          [6.0131e-01, 1.1241e+00, 5.5827e-01,  ..., 1.0392e+00,
           1.1743e+00, 1.7133e+00],
          ...,
          [0.0000e+00, 6.8459e-01, 3.0245e-01,  ..., 9.8584e-01,
           1.0911e+00, 1.8554e+00],
          [9.8496e-01, 1.3108e+00, 8.2111e-01,  ..., 4.9729e-01,
           2.3488e+00, 1.8968e+00],
          [6.2398e-01, 1.0851e+00, 7.0298e-01,  ..., 1.5550e+00,
           1.4393e+00, 1.7784e-01]],
         [[2.2066e+00, 7.9039e-01, 3.0102e+00,  ..., 8.9175e-01,
           1.2484e+00, 1.0030e+00],
          [1.6279e+00, 5.9583e-01, 1.8844e+00,  ..., 1.3401e+00,
           1.8197e+00, 6.0742e-02],
          [2.3023e+00, 2.6601e-02, 2.2932e+00,  ..., 6.0440e-01,
           1.5087e+00, 1.2376e+00],
          ...,
          [1.8939e+00, 1.6205e+00, 1.7709e+00,  ..., 3.4592e+00,
           6.5694e-01, 7.8348e-01],
          [8.4627e-01, 1.1154e+00, 1.6545e+00,  ..., 2.5437e-01,
           2.1536e+00, 3.0323e-01],
          [1.4561e-01, 1.9406e+00, 0.0000e+00,  ..., 1.3140e+00,
           1.0687e+00, 5.1668e-01]],
         [[1.4705e+00, 3.4990e-01, 1.1815e+00,  ..., 4.6910e-01,
           2.1319e+00, 1.3193e+00],
          [9.8759e-01, 7.7805e-01, 1.7325e+00,  ..., 8.3293e-01,
           1.1687e+00, 2.0037e+00],
          [4.5196e-01, 7.3968e-01, 3.4893e-01,  ..., 2.0586e-01,
           1.3462e+00, 2.2757e+00],
          ...,
          [7.3009e-01, 5.0676e-01, 8.2829e-01,  ..., 0.0000e+00,
           2.6697e+00, 8.0509e-01],
          [1.2799e+00, 2.4118e+00, 3.5415e-02,  ..., 1.9690e+00,
           7.0674e-01, 2.4909e-02],
          [1.0347e+00, 1.5174e+00, 1.5159e+00,  ..., 1.6149e+00,
           1.6181e-01, 1.0135e+00]],
         ...,
         [[1.6878e+00, 1.4583e-01, 6.5076e-01,  ..., 1.4224e+00,
           2.2688e+00, 2.1926e-01],
          [1.6873e-01, 2.1776e+00, 9.5300e-01,  ..., 2.8997e+00,
           1.4293e+00, 1.0836e+00],
          [9.5963e-01, 1.1637e-01, 6.6030e-01,  ..., 1.3148e-01,
           4.4722e-01, 1.8469e+00],
          ...,
          [1.2102e-01, 0.0000e+00, 4.7453e-01,  ..., 8.7861e-01,
           1.3248e+00, 2.2372e+00],
          [8.7347e-01, 1.8300e+00, 1.6669e-01,  ..., 8.7447e-01,
           1.9909e+00, 8.7928e-01],
          [7.5328e-01, 1.4639e+00, 7.2738e-01,  ..., 1.6740e+00,
           8.9541e-02, 2.1443e+00]],
         [[6.5907e-01, 3.5555e-01, 1.6903e+00,  ..., 0.0000e+00,
           1.1733e+00, 7.1550e-01],
          [0.0000e+00, 2.0855e+00, 1.5274e-02,  ..., 1.4506e+00,
           1.1473e+00, 4.2980e-01],
          [8.3687e-01, 1.7706e-01, 1.3541e-01,  ..., 7.6148e-01,
           0.0000e+00, 7.6415e-01],
          ...,
          [1.1591e+00, 4.8076e-01, 1.2010e+00,  ..., 2.3991e+00,
           5.4441e-01, 4.1991e-01],
          [1.5165e+00, 9.7999e-01, 3.4217e-01,  ..., 8.8387e-01,
           0.0000e+00, 1.3794e+00],
          [2.0921e-01, 1.1321e+00, 1.0160e+00,  ..., 6.2331e-01,
           8.9139e-01, 1.7787e+00]],
         [[1.0029e+00, 1.8893e+00, 5.0538e-01,  ..., 0.0000e+00,
           9.4023e-01, 1.2596e+00],
          [5.1453e-01, 9.7247e-01, 1.4496e+00,  ..., 2.1993e+00,
           7.4106e-01, 7.2520e-01],
          [1.2670e+00, 1.1088e+00, 1.1759e+00,  ..., 1.2668e+00,
           3.2708e+00, 1.8227e+00],
          ...,
          [5.9894e-01, 1.7455e+00, 1.2387e+00,  ..., 4.4469e-01,
           2.3207e+00, 6.8513e-01],
          [5.4257e-01, 4.7251e-01, 1.0540e-02,  ..., 7.2797e-01,
           2.3614e+00, 7.4183e-01],
          [1.2619e+00, 1.6740e+00, 7.3164e-01,  ..., 1.5123e+00,
           3.3441e-01, 8.9280e-01]]],
        [[[2.3729e-01, 1.5527e+00, 6.4464e-01,  ..., 1.4779e+00,
           1.0653e+00, 1.3327e+00],
          [1.0081e+00, 1.1612e+00, 4.5679e-01,  ..., 1.7774e+00,
           1.1143e+00, 1.3867e+00],
          [1.2310e+00, 2.0448e+00, 1.1138e+00,  ..., 1.2221e+00,
           1.7166e+00, 5.9102e-01],
          ...,
          [2.8988e+00, 6.9693e-01, 7.9771e-01,  ..., 1.1441e+00,
           2.5637e+00, 2.2548e-01],
          [9.0298e-01, 8.9469e-01, 1.7738e+00,  ..., 8.6764e-01,
           8.4269e-01, 1.3070e+00],
          [0.0000e+00, 2.6492e-01, 1.0816e+00,  ..., 7.7654e-01,
           1.4380e+00, 9.8854e-01]],
         [[1.5223e+00, 3.9039e-01, 1.0789e+00,  ..., 4.1485e-01,
           9.4753e-01, 0.0000e+00],
          [6.6915e-01, 1.0939e+00, 8.5799e-01,  ..., 1.5935e+00,
           2.3102e+00, 3.4305e-01],
          [1.7238e+00, 8.4443e-01, 1.9302e-01,  ..., 1.8646e+00,
           1.5917e+00, 1.9309e+00],
          ...,
          [1.0889e+00, 4.5397e-01, 5.4794e-01,  ..., 6.3298e-01,
           1.1659e+00, 3.6924e-01],
          [1.5629e+00, 3.2949e-01, 6.3233e-01,  ..., 1.3848e+00,
           1.3924e+00, 0.0000e+00],
          [7.6587e-01, 6.6352e-01, 7.3664e-01,  ..., 1.1522e-01,
           1.2394e+00, 7.3497e-01]],
         [[2.8708e-01, 2.7959e+00, 2.1041e+00,  ..., 1.1096e+00,
           2.8994e+00, 1.7880e+00],
          [1.8169e+00, 8.9332e-01, 2.1828e-01,  ..., 2.0178e+00,
           1.7340e-03, 1.2571e+00],
          [2.1664e+00, 2.3372e-01, 1.5302e+00,  ..., 1.1687e+00,
           9.8900e-01, 2.4151e-01],
          ...,
          [1.3636e+00, 1.3580e+00, 1.5674e+00,  ..., 4.6595e-01,
           2.3934e+00, 8.2950e-01],
          [1.2609e-01, 1.1309e+00, 1.2588e+00,  ..., 1.0461e+00,
           0.0000e+00, 9.7213e-01],
          [6.2753e-01, 1.0755e+00, 0.0000e+00,  ..., 1.5074e+00,
           1.7027e+00, 8.4093e-01]],
         ...,
         [[7.5681e-01, 1.7562e+00, 5.4640e-01,  ..., 1.5172e+00,
           8.8101e-01, 1.0951e+00],
          [8.3430e-02, 1.3872e+00, 7.5180e-01,  ..., 1.4020e+00,
           1.8824e+00, 7.3132e-01],
          [2.0790e+00, 1.5023e+00, 9.9930e-01,  ..., 2.1562e-02,
           6.5822e-01, 1.0117e+00],
          ...,
          [1.5037e+00, 2.1653e-01, 4.7289e-01,  ..., 4.5720e-01,
           7.7384e-01, 1.0805e+00],
          [0.0000e+00, 1.8147e+00, 9.7578e-01,  ..., 8.7514e-01,
           1.4704e+00, 5.0763e-01],
          [1.9251e+00, 1.1462e+00, 1.7292e+00,  ..., 0.0000e+00,
           1.2933e+00, 1.5447e+00]],
         [[6.5672e-01, 1.6027e+00, 6.7840e-01,  ..., 1.3574e+00,
           1.1558e+00, 4.8790e-01],
          [1.6768e+00, 1.8726e-01, 2.0162e+00,  ..., 1.6746e+00,
           4.5887e-01, 3.2568e+00],
          [2.1064e+00, 4.3237e-01, 7.2862e-01,  ..., 8.2338e-01,
           1.1171e+00, 9.0309e-01],
          ...,
          [3.4308e-01, 1.7224e-01, 1.7943e+00,  ..., 2.0401e-02,
           0.0000e+00, 7.1825e-01],
          [8.8047e-01, 1.2700e+00, 6.4981e-01,  ..., 3.6709e-01,
           1.3990e+00, 1.3797e+00],
          [9.7489e-02, 9.7887e-01, 9.0833e-01,  ..., 1.1309e+00,
           1.1864e+00, 9.7903e-01]],
         [[7.2495e-01, 8.6785e-01, 4.7979e-01,  ..., 1.5764e+00,
           1.8856e+00, 1.0072e+00],
          [4.9575e-01, 1.7974e+00, 0.0000e+00,  ..., 2.5473e+00,
           1.5303e+00, 3.4924e-01],
          [1.6691e+00, 1.7986e+00, 4.8643e-01,  ..., 1.1812e+00,
           9.3659e-01, 1.4361e+00],
          ...,
          [1.6720e+00, 2.1760e-01, 3.7562e-01,  ..., 4.6474e-02,
           1.0041e-01, 8.1983e-01],
          [9.1254e-01, 1.1050e+00, 8.1513e-01,  ..., 2.3363e+00,
           2.7929e-01, 2.8307e-01],
          [6.6028e-01, 1.9937e+00, 1.2175e+00,  ..., 5.9344e-01,
           1.1805e+00, 1.0580e+00]]],
        [[[4.9783e-01, 5.4044e-01, 1.2952e+00,  ..., 1.8203e+00,
           0.0000e+00, 1.7924e+00],
          [1.5045e+00, 1.4000e+00, 6.8046e-01,  ..., 4.4032e-01,
           1.3178e+00, 9.4335e-01],
          [6.7696e-01, 1.0426e+00, 2.9748e-01,  ..., 5.8655e-01,
           0.0000e+00, 1.5867e+00],
          ...,
          [0.0000e+00, 1.1507e+00, 2.3877e+00,  ..., 8.9435e-01,
           1.0847e+00, 8.2139e-01],
          [9.6816e-01, 1.9460e+00, 1.0309e+00,  ..., 1.1532e+00,
           4.5137e-01, 3.3290e+00],
          [0.0000e+00, 2.1589e+00, 7.3381e-02,  ..., 1.6541e+00,
           2.3491e-01, 1.0995e+00]],
         [[2.3749e-01, 4.9483e-01, 8.4752e-01,  ..., 8.0691e-01,
           1.2070e+00, 1.9448e+00],
          [6.6949e-01, 9.3643e-01, 3.6360e-01,  ..., 2.9275e+00,
           1.9337e+00, 5.5102e-01],
          [1.8632e+00, 3.8422e-01, 3.1392e+00,  ..., 0.0000e+00,
           7.3696e-01, 1.0909e+00],
          ...,
          [8.6410e-01, 9.2548e-01, 7.2609e-01,  ..., 1.9130e+00,
           8.6042e-01, 8.5166e-01],
          [0.0000e+00, 1.5819e+00, 1.4980e+00,  ..., 1.1185e+00,
           0.0000e+00, 3.5652e-01],
          [1.0054e+00, 6.1926e-01, 1.5844e+00,  ..., 2.5573e+00,
           1.0482e+00, 4.7188e-01]],
         [[1.9520e+00, 4.2442e-01, 6.0336e-01,  ..., 7.2179e-01,
           2.1821e+00, 9.3610e-01],
          [1.0894e+00, 9.3075e-01, 1.6353e+00,  ..., 1.3643e+00,
           3.3445e-01, 7.4993e-01],
          [3.5319e-01, 1.0376e+00, 5.4286e-01,  ..., 1.1796e+00,
           7.5896e-01, 1.2538e+00],
          ...,
          [1.5101e+00, 0.0000e+00, 2.7346e+00,  ..., 9.6357e-01,
           1.2376e+00, 2.1593e+00],
          [1.0692e+00, 8.7869e-01, 0.0000e+00,  ..., 1.7987e+00,
           5.0471e-01, 9.5322e-01],
          [1.4972e+00, 1.6384e+00, 1.0818e+00,  ..., 1.0104e+00,
           1.2648e+00, 5.6929e-01]],
         ...,
         [[1.7058e+00, 1.8254e-01, 1.2182e+00,  ..., 4.3517e-01,
           9.5193e-01, 5.5203e-01],
          [7.8783e-01, 3.9746e-01, 3.5398e-01,  ..., 9.3809e-01,
           6.5839e-01, 8.9188e-01],
          [5.7709e-01, 6.6545e-01, 7.2953e-02,  ..., 1.8893e-01,
           5.7627e-01, 6.8675e-01],
          ...,
          [7.1194e-01, 6.3135e-02, 1.6259e+00,  ..., 1.1319e+00,
           5.2472e-01, 5.7714e-01],
          [1.1258e+00, 8.1807e-01, 1.5696e+00,  ..., 1.5393e+00,
           3.6371e-01, 8.6303e-01],
          [1.4386e+00, 1.0723e+00, 1.8295e-01,  ..., 1.3698e-01,
           1.6804e+00, 8.8588e-01]],
         [[1.0406e+00, 5.0063e-01, 5.3062e-01,  ..., 1.2293e+00,
           1.5674e+00, 1.3395e+00],
          [1.7844e-01, 1.7899e-01, 0.0000e+00,  ..., 1.3836e+00,
           1.9117e+00, 4.7468e-01],
          [1.0353e+00, 1.0924e+00, 1.2454e+00,  ..., 1.5356e+00,
           1.0406e+00, 2.7322e+00],
          ...,
          [1.5641e+00, 8.9018e-01, 1.2660e+00,  ..., 1.3264e+00,
           0.0000e+00, 3.0450e-01],
          [8.9060e-01, 8.6980e-01, 1.0308e+00,  ..., 7.7634e-01,
           4.3928e-01, 0.0000e+00],
          [2.0902e+00, 1.0553e+00, 1.2154e+00,  ..., 6.6964e-01,
           1.8768e-01, 9.2617e-01]],
         [[1.3865e+00, 1.9378e-01, 1.2960e+00,  ..., 1.4006e+00,
           1.2442e+00, 1.7737e+00],
          [3.5963e-01, 8.4980e-01, 1.4782e-02,  ..., 8.7469e-01,
           6.7934e-01, 1.1449e+00],
          [6.5940e-01, 1.0049e+00, 6.5713e-01,  ..., 2.0074e-01,
           1.4813e+00, 1.6567e+00],
          ...,
          [6.0294e-01, 9.2160e-01, 3.5993e-01,  ..., 1.3910e-01,
           5.4766e-01, 1.8360e+00],
          [0.0000e+00, 8.3390e-01, 1.7166e+00,  ..., 1.6702e+00,
           1.7262e-01, 4.1978e-01],
          [2.0762e+00, 1.0201e+00, 1.1364e+00,  ..., 2.1812e+00,
           2.2239e+00, 9.0114e-01]]]], grad_fn=&lt;MaxPool2DWithIndicesBackward&gt;)
</code></pre>

ptrblck: <p>Probably the same issue as described <a href="https://discuss.pytorch.org/t/how-to-use-maxpool2d/135393/2">here</a>.</p>

Brando_Miranda: <blockquote>
<p>You can ignore it and update PyTorch (and torchvision) to the latest release, as the warning was unhelpful and was removed.</p>
</blockquote>