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It turns out if CMAKE_BUILD_TYPE is not already set the 'SET' command doesn't apply to the cache. This meant that CMAKE_BUILD_TYPE was not set by default and therefore no compiler flags were set.
With no compiler flags set we were using unoptimised builds which caused large performance regressions.
This fix tells CMAKE to set the default build to Release With Debug Info as intended but allows the user to change this.