Q4/Q8 Tiled Gemm Optimization. #22
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This patch implemenrts tiled GEMM for large blocks where we pack blocks of 64x64 and perfrom matmul.
30 ~ 50 % improvement in llama-bench and llama-batched-bench with Meta-Llama3-8B Qunatized models( Q4_0 and Q8_0).
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