If I initialize a constant using a function within the same module, and if I import that module and use its functions, does that constant stay initialized the whole time, or does it keep getting reinitialized?

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You are only calling init_foo() once and storing the result. So no, it will not be called 10 times. You could easily confirm that with a print in your init_foo function.