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perf: AVX2/AVX routines for tall and skinny matmul - up to 15X speedup - #996

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perf: AVX2/AVX routines for tall and skinny matmul - up to 15X speedup#996
jon-chuang wants to merge 17 commits into
ggml-org:masterfrom
jon-chuang:jon/tall-and-skinny-matmul

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