Matthias Hochsteger 643c89538d Add support for AVX512
Restructure mysimd.hpp and add support for AVX512. Changes include

  - Move mysimd.hpp to ngsimd.hpp
  - Expose ngsimd.hpp to NGSolve
  - New namespace ngsimd
  - Second template parameter (width) for SIMD class, default to the
    largest width available
  - Avoid raw avx register types in the interface, use SIMD<> instead
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