Afaik, nogil will be a compile flag, which means that when there are two builds, you separately compile Gil and nogil builds. They will be two separate programs/binaries/packages. It could be possible for something like conda to install both binaries, then run your program with the one that matches the library flags, but python itself could not do this (afaik).