There is a logarithmic semiring:

https://en.wikipedia.org/wiki/Log_semiring

which can be used to multiply two sparse matrices with the GraphBLAS. here is an example in Python:

https://github.com/Graphegon/pygraphblas/blob/main/demo/Log-...