Accelerate quantization with Marlin kernel or HQQ

[EricLBuehler]

The Marlin INT4xFP16 CUDA matmul kernel can achieve ~4x speed improvement over CUTLASS matmul.

See also: hqq as a quantization method which supports Marlin and other optimized kernels, without calibration data, and quantization in minutes.