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Add documentation for the new build infrastructure and API developed to enable
universal intrinsics. Written by @seiko2plus with some fixes by @mattip.
* DOC: add SIMD optimization doc (seiko2plus)
* DOC: reformat as valid RST
* trim whitespace
* first part of Understanding CPU Dispatching
* update build options and remove implied features, gonna update it later
* add more explanations for the dispatcher and fix doc style
* fix up style
* add figure
* Improve and more explanations for Understanding CPU Dispatching
* fix up syntax
* DOC: tweak formatting
* DOC: more tweaks
* fix rst formatting
* DOC: Generate CPU features tables from CCompilerOpt
* DOC: move files around
* DOC: add comment to top of file
* DOC: rebuild tables, fix links
* DOC: minor copyedits
Co-authored-by: Sayed Adel <seiko@imavr.com>
Co-authored-by: Ross Barnowski <rossbar@berkeley.edu>
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