llama.cpp PR speeds up AVX2 prompt processing for IQ models

Pull request #27402 by bartowski1182 adds AVX2 optimizations to speed up large batch size prompt processing of IQ models in llama.cpp. The change targets CPU performance for faster prompt processing.
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