Linear Optimization Library with GPU Support

Does anyone know any linear optimization libraries for C++ supporting GPUs for parallelization? If multiple, which do you recommend?

I had a look at cuSOLVER’s documentation but I didn’t find anything related to solving a linear optimization program.

The GPU support is important to me since I am dealing with large matrices in my problem constraints where the solving section is pretty much time-consuming without parallelization.