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Scope progression

Published on 2024-11-02
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Scope progression

In imperative programming, we usually have code that looks the following way:

func addOneToSlice(xs []int) []int {
  rs := make([]int, len(xs))
  for i, value := range xs {
    rs[i] = value   1
  }
  return rs
}

However, notice the following about the for loop:

  • Each iteration has a specific purpose, which is to add one to the current element.
  • However, each iteration has no constraint on which element it can operate.
  • Operating with xs[i 2] and rs[i 3] wouldn't fundamentally alter the structure of the code we have, while making the end result incorrect.

Compare how the same task would be done in F#:

let rec addOneToList =
  function
  | [] -> []
  | x :: xs -> x   1 :: addOneToList xs

Now consider the following:

  • We have a list as a function argument.
  • A list in functional languages is a linked list.
  • The efficient and standard operations on linked lists are:
    • Separating the head x from its tail xs
    • Doing something to the head x
    • Comparing the list passed as a parameter with the empty list []

Given these restrictions, adding 1 to any element y not at the head of the list would significantly alter the structure of our function.

Now compare how the computation progresses in both styles:

  • In the functional style, we create a new scope with new values, which involves making a recursive call in the example above.
  • In the imperative style, we mutate an existing value without changing the scope.

In functional style, marrying both scope with computational progress has the following consequences:

  • We avoid mutation.
  • The execution flow is explicit.
  • The structure we are dealing with becomes clear.
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