I agree with the previous answers that you still do not need to worry about the performance of your debug assembly as a whole. The tests are there because we need them ...
Nevertheless, I am a pragmatic programmer, and there is a reason why I do not use the valgrinded application to run my tests: I do not want them to be too slow, because at this moment the system becomes completely impractical.
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