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* Adding iq4_nl_x4 Looks very promising - I get PP-512(LLaMA-3.1-8B) = 230 t/s on the Ryzen-7950X! This is faster than any other quant and ~40% faster than iq4_nl. * iq4_nl_x4: getting amazing This Zen4 variant gets us to PP-512(LLaMA-3.1-8B) = 263 t/s! * iq4_nl_x4: AVX2 Here we gain only 25% compared to iq4_nl * iq4_nl_x4: NEON On M2-Max we get PP-512(LLaMA-3.1-8B) = 109.7 t/s, up from 82.4 t/s for iq4_nl. * iq4_nl_x4: minor NEON improvement and cleanup This gets us to 110.3 t/s. In comparison, IQ4_NL_4_4 in mainline llama.cpp achieves 92.3 t/s. * iq4_nl_x4: NEON specialization for matrix x vector --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>