I reproduced the case:

GitHub - guyber9/repo 2

You can find in the link 2 files:

my_tensors.pt - which includes ‘x’ and ‘w’ tensors for the convolution
main.py - read the tensor files and doing the conv2d.

Just run main.py and you’ll see the input is all positive but conv2d results include negative values.