This PR improves matmul performance for k-quants. The following table shows the improvement on the pp512 test in M2 pro. quant model master (t/s) PR (t/s) speedup Q2_K qwen3 0.6B Q2_K - Medium 817.86 ± 6.14 1991.81 ± 6.87 2.44x Q3_K qwen35 4B Q3_K - Medium 92.54 ± 0.13 302.24 ± 0.37 3.27x gemma4 E4B