Pure function

In computer programming, a pure function is a function that has the following properties:[1][2]

  1. the function return values are identical for identical arguments (no variation with local static variables, non-local variables, mutable reference arguments or input streams), and
  2. the function has no side effects (no mutation of local static variables, non-local variables, mutable reference arguments or input/output streams).

Some authors, particularly from the imperative language community, use the term "pure" for all functions that just have the above property 2[3][4] (discussed below).

Examples

Pure functions

The following examples of C++ functions are pure:

  • floor, returning the floor of a number;
  • max, returning the maximum of two values.
  • the function f, defined as
    void f() {
      static std::atomic<unsigned int> x = 0;
      ++x;
    }
    
    The value of x can be only observed inside other invocations of f(), and as f() does not communicate the value of x to its environment, it is indistinguishable from function void f() {} that does nothing. Note that x is std::atomic so that modifications from multiple threads executing f() concurrently do not result in a data race, which has undefined behavior in C and C++.

Impure functions

The following C++ functions are impure as they lack the above property 1:

  • because of return value variation with a static variable
    int f() {
      static int x = 0;
      ++x;
      return x;
    }
    
  • because of return value variation with a non-local variable
    int f() {
      return x;
    }
    
    For the same reason, e.g. the C++ library function sin() is not pure, since its result depends on the IEEE rounding mode which can be changed at runtime.
  • because of return value variation with a mutable reference argument
    int f(int* x) {
      return *x;
    }
    
  • because of return value variation with an input stream
    int f() {
      int x = 0;
      std::cin >> x;
      return x;
    }
    

The following C++ functions are impure as they lack the above property 2:

  • because of mutation of a local static variable
    void f() {
      static int x = 0;
      ++x;
    }
    
  • because of mutation of a non-local variable
    void f() {
      ++x;
    }
    
  • because of mutation of a mutable reference argument
    void f(int* x) {
      ++*x;
    }
    
  • because of mutation of an output stream
    void f() {
      std::cout << "Hello, world!" << std::endl;
    }
    

The following C++ functions are impure as they lack both the above properties 1 and 2:

  • because of return value variation with a local static variable and mutation of a local static variable
    int f() {
      static int x = 0;
      ++x;
      return x;
    }
    
  • because of return value variation with an input stream and mutation of an input stream
    int f() {
      int x = 0;
      std::cin >> x;
      return x;
    }
    

I/O in pure functions

I/O is inherently impure: input operations undermine referential transparency, and output operations create side effects. Nevertheless, there is a sense in which a function can perform input or output and still be pure, if the sequence of operations on the relevant I/O devices is modeled explicitly as both an argument and a result, and I/O operations are taken to fail when the input sequence does not describe the operations actually taken since the program began execution.

The second point ensures that the only sequence usable as an argument must change with each I/O action; the first allows different calls to an I/O-performing function to return different results on account of the sequence arguments having changed.[5][6]

The I/O monad is a programming idiom typically used to perform I/O in pure functional languages.

Compiler optimizations

Functions that have just the above property 2 allow for compiler optimization techniques such as common subexpression elimination and loop optimization similar to arithmetic operators.[7] A C++ example is the length method, returning the size of a string, which depends on the memory contents where the string points to, therefore lacking the above property 1. Nevertheless, in a single-threaded environment, the following C++ code

std::string s = "Hello, world!";
int a[10] = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10};
int l = 0;

for (int i = 0; i < 10; ++i) {
  l += s.length() + a[i];
}

can be optimized such that the value of s.length() is computed only once, before the loop.

Some programming languages allow for declaring a pure property to a function:

  • In Fortran and D, the pure keyword can be used to declare a function to be just side-effect free (i.e. have just the above property 2).[8] The compiler may be able to deduce property 1 on top of the declaration.[9]
  • In the GCC, the pure attribute specifies property 2, while the const attribute specifies a truly pure function with both properties.[10]
  • Languages offering compile-time function execution may require functions to be pure, sometimes with the addition of some other constraints. Examples include constexpr of C++ (both properties).[11]

Unit testing

Since pure functions have identical return values for identical arguments, they are well suited to unit testing.

See also

References

  1. Bartosz Milewski (2013). "Basics of Haskell". School of Haskell. FP Complete. Archived from the original on 2016-10-27. Retrieved 2018-07-13. Here are the fundamental properties of a pure function: 1. A function returns exactly the same result every time it's called with the same set of arguments. In other words a function has no state, nor can it access any external state. Every time you call it, it behaves like a newborn baby with blank memory and no knowledge of the external world. 2. A function has no side effects. Calling a function once is the same as calling it twice and discarding the result of the first call.
  2. Brian Lonsdorf (2015). "Professor Frisby's Mostly Adequate Guide to Functional Programming". GitHub. Retrieved 2020-03-20. A pure function is a function that, given the same input, will always return the same output and does not have any observable side effect.
  3. "Common Function Attributes - Using the GNU Compiler Collection (GCC)". gcc.gnu.org, the GNU Compiler Collection. Free Software Foundation, Inc. Retrieved 2018-06-28.
  4. Fortran 95 language features#Pure Procedures
  5. Peyton Jones, Simon L. (2003). Haskell 98 Language and Libraries: The Revised Report (PDF). Cambridge, United Kingdom: Cambridge University Press. p. 95. ISBN 0-521 826144. Retrieved 17 July 2014.
  6. Hanus, Michael. "Curry: An Integrated Functional Logic Language" (PDF). www-ps.informatik.uni-kiel.de. Institut für Informatik, Christian-Albrechts-Universität zu Kiel. p. 33. Archived from the original (PDF) on 25 July 2014. Retrieved 17 July 2014.
  7. "Common Function Attributes - Using the GNU Compiler Collection (GCC)". gcc.gnu.org, the GNU Compiler Collection. Free Software Foundation, Inc. Retrieved 2018-06-28.
  8. Pure attribute in Fortran
  9. Pure attribute in D language
  10. "Common Function Attributes". Using the GNU Compiler Collection (GCC. Retrieved 22 July 2021.
  11. constexpr attribute in C++
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