* q4_K: dequantize to q8_1_r8 for batch >= 32
We get 268 t/s, up from 186 t/s.
* q4_K: GEMM with q8_2_X4
* q5_K: GEMM with q8_2_X4 and repack to q8_1_r8
* Remove the scales, they are not needed
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Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>