Model optimization using sparse matrices

Hello,
I have a pytorch code that does torch.prod on very large matrix,
in shape: (1000, 400, 400, 144).
Do you think that sparse matrix can help me optimize the runtime?
Most of the values in the matrix are empty
Thanks!