What does the Star operator mean?

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What does *args and **kwargs mean?

What does the * operator mean in Python, such as in code like zip(*x) or f(**k) ?

  • How is it handled internally in the interpreter?
  • Does it affect performance at all? Is it fast or slow?
  • When is it useful and when is it not?
  • Should it be used in a function declaration or in a call?

  • The single star * unpacks the sequence/collection into positional arguments, so you can do this:

    def sum(a, b):
        return a + b
    
    values = (1, 2)
    
    s = sum(*values)
    

    This will unpack the tuple so that it actually executes as:

    s = sum(1, 2)
    

    The double star ** does the same, only using a dictionary and thus named arguments:

    values = { 'a': 1, 'b': 2 }
    s = sum(**values)
    

    You can also combine:

    def sum(a, b, c, d):
        return a + b + c + d
    
    values1 = (1, 2)
    values2 = { 'c': 10, 'd': 15 }
    s = sum(*values1, **values2)
    

    will execute as:

    s = sum(1, 2, c=10, d=15)
    

    Also see section 4.7.4 - Unpacking Argument Lists of the Python documentation.


    Additionally you can define functions to take *x and **y arguments, this allows a function to accept any number of positional and/or named arguments that aren't specifically named in the declaration.

    Example:

    def sum(*values):
        s = 0
        for v in values:
            s = s + v
        return s
    
    s = sum(1, 2, 3, 4, 5)
    

    or with ** :

    def get_a(**values):
        return values['a']
    
    s = get_a(a=1, b=2)      # returns 1
    

    this can allow you to specify a large number of optional parameters without having to declare them.

    And again, you can combine:

    def sum(*values, **options):
        s = 0
        for i in values:
            s = s + i
        if "neg" in options:
            if options["neg"]:
                s = -s
        return s
    
    s = sum(1, 2, 3, 4, 5)            # returns 15
    s = sum(1, 2, 3, 4, 5, neg=True)  # returns -15
    s = sum(1, 2, 3, 4, 5, neg=False) # returns 15
    

    One small point: these are not operators. Operators are used in expressions to create new values from existing values (1+2 becomes 3, for example. The * and ** here are part of the syntax of function declarations and calls.


    It is called the extended call syntax. From the documentation:

    If the syntax *expression appears in the function call, expression must evaluate to a sequence. Elements from this sequence are treated as if they were additional positional arguments; if there are positional arguments x1,..., xN, and expression evaluates to a sequence y1, ..., yM, this is equivalent to a call with M+N positional arguments x1, ..., xN, y1, ..., yM.

    and:

    If the syntax **expression appears in the function call, expression must evaluate to a mapping, the contents of which are treated as additional keyword arguments. In the case of a keyword appearing in both expression and as an explicit keyword argument, a TypeError exception is raised.

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