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 on CPU. The change targets faster prompt processing for users running quantized models locally.
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