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AVX/SSE4 SIMD support for the native code generator

Ben Gamari requested to merge wip/simd into master

This is a cleaned-up version of Abhiroop Sarkar's GSoC project from last year which added support for the basic vector arithmetic, extract, and broadcasting operations provided by AVX to the native code generator.

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