Use of *args and **kwargs [duplicate]

Question

So I have difficulty with the concept of *args and **kwargs.

So far I have learned that:

• *args = list of arguments - as positional arguments
• **kwargs = dictionary - whose keys become separate keyword arguments and the values become values of these arguments.

I don't understand what programming task this would be helpful for.

Maybe:

I think to enter lists and dictionaries as arguments of a function AND at the same time as a wildcard, so I can pass ANY argument?

Is there a simple example to explain how *args and **kwargs are used?

Also the tutorial I found used just the "*" and a variable name.

Are *args and **kwargs just placeholders or do you use exactly *args and **kwargs in the code?

Answer 1

The syntax is the * and **. The names *args and **kwargs are only by convention but there's no hard requirement to use them.

You would use *args when you're not sure how many arguments might be passed to your function, i.e. it allows you pass an arbitrary number of arguments to your function. For example:

>>> def print_everything(*args):         for count, thing in enumerate(args): ...         print( '{0}. {1}'.format(count, thing)) ... >>> print_everything('apple', 'banana', 'cabbage') 0. apple 1. banana 2. cabbage 

Similarly, **kwargs allows you to handle named arguments that you have not defined in advance:

>>> def table_things(**kwargs): ...     for name, value in kwargs.items(): ...         print( '{0} = {1}'.format(name, value)) ... >>> table_things(apple = 'fruit', cabbage = 'vegetable') cabbage = vegetable apple = fruit 

You can use these along with named arguments too. The explicit arguments get values first and then everything else is passed to *args and **kwargs. The named arguments come first in the list. For example:

def table_things(titlestring, **kwargs) 

You can also use both in the same function definition but *args must occur before **kwargs.

You can also use the * and ** syntax when calling a function. For example:

>>> def print_three_things(a, b, c): ...     print( 'a = {0}, b = {1}, c = {2}'.format(a,b,c)) ... >>> mylist = ['aardvark', 'baboon', 'cat'] >>> print_three_things(*mylist) a = aardvark, b = baboon, c = cat 

As you can see in this case it takes the list (or tuple) of items and unpacks it. By this it matches them to the arguments in the function. Of course, you could have a * both in the function definition and in the function call.

Answer 2

One place where the use of *args and **kwargs is quite useful is for subclassing.

class Foo(object):     def __init__(self, value1, value2):         # do something with the values         print value1, value2  class MyFoo(Foo):     def __init__(self, *args, **kwargs):         # do something else, don't care about the args         print 'myfoo'         super(MyFoo, self).__init__(*args, **kwargs) 

This way you can extend the behaviour of the Foo class, without having to know too much about Foo. This can be quite convenient if you are programming to an API which might change. MyFoo just passes all arguments to the Foo class.