Almost 12GB?? I don't think that's solvable outside of changing the code of the game (and maybe even then not).
So I wouldn't even blame graphics because that should use the GPU memory. Yeah, just out of curiosity, how big is your base? I have around 1000 transport belts and it uses 2GB. Just sharing. Looks normal to me for my size.