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Improve docs #16

@breznak

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@breznak

Please be more descriptive in the readme in how to install, include, test, benchmark this library.
I figured the benchmarks are *-bench, would be nice if make benchmark ran them all, the same way make test runs tests.

  • Also what are the new type names? half, float16_t, ...
  • Mention if/that it is storage only type, and for CPU computation it needs to be always converted to float32?
  • what are some "good" speeds for an intel CPU? How to obtain better? (PSIMD, ...)

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