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> So where do we split things?

Cyclomatic complexity: https://en.wikipedia.org/wiki/Cyclomatic_complexity

Overhead: https://en.wikipedia.org/wiki/Overhead_(computing)

Some programming language implementations and operating systems have more overhead for function calls, green threads, threads, and processes.

If each function call creates a new scope, and it's not a stackless language implementation, there's probably a hashmap/dict/object for each function call unless TCO Tail-Call Optimization has occurred.

Though, function call overhead may be less important than Readability and Maintainability

The compiler or interpreter can in some cases minimize e.g. function call overhead with a second pass or "peephole optimization".

Peephole optimization: https://em.wikipedia.org/wiki/Peephole_optimization

Code linting tools measure [McCabe,] Cyclomatic Complexity but not Algorithmic Complexity (or the overhead of O(1) lookup after data structure initialization).



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