Python *args and **kwargs

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Python *args and **kwargs

Python Function Arguments

Python allows us to define three types of arguments for a function:

  1. Formal Arguments, for example def add(a, b)
  2. Variable number of non-keyworded arguments using *args, for example def add(*args)
  3. Variable number of keyworded arguments or named arguments using **kwargs, for example def add(**kwargs).

Some important points about function arguments.

  • When we define a function arguments, the order should be formal arguments followed by *args and **kwargs.
  • It’s not mandatory to use the names args and kwargs, we can use other names too. However, it’s the convention to use them. It will make your code easy to read and understand.
  • The args variable is of type tuple. We can pass a tuple as a function argument to map with args.
  • The kwargs variable is of type dict. So we can pass a dictionary as an argument to map with kwargs.

Why do we need *args and **kwargs?

Let’s say we have a function to add two numbers:

def add_two_numbers(a, b):
    return a + b

Now we want to extend this to add three numbers. We can’t just change this function because it might be getting used at some other places and it will be a breaking change. So, we introduce another function to add three numbers.

def add_three_numbers(a, b, c):
    return a + b + c

You see where I am going with this, right? Since we have the option to specify a variable number of arguments for a function, we can define a generic function to add numbers.

Python *args example

Let’s define a generic function to add numbers using *args variables.

def add(*args):
    total = 0
    for arg in args:
        total = total + arg
    return total

print(add(1, 2))
print(add(1, 2, 3))
print(add(1, 2, 3, 4))

What is the type of *args and **kwargs?

def zap(*args, **kwargs):



<class 'tuple'>
<class 'dict'>

Python **kwargs example

Let’s define a function to show the usage of **kwargs variables.

def kwargs_processor(**kwargs):
    for k, v in kwargs.items():
        print(f'Key={k} and Value={v}')

kwargs_processor(name='Pankaj', age=34)
kwargs_processor(country='India', capital='New Delhi')


Key=name and Value=Pankaj
Key=age and Value=34
Key=country and Value=India
Key=capital and Value=New Delhi

Passing Tuple and Dictionary for *args and **kwargs mapping

Let’s see how to pass tuple values to map with args and dictionary elements to the kwargs variable.

t = (10, 30, 60)

d = {'name': 'Pankaj', 'age': 34}


Key=name and Value=Pankaj
Key=age and Value=34

Notice the use of * while using a tuple to map its values to args. Similarly, ** is used to map dict elements to the kwargs variable.

When to use *args and **kwargs

You can use them in any function where you are expecting a variable number of arguments. However, they are very useful in two specific cases – Simulating a function response, and writing a generic decorator function.

Simulating a function response with *args and **kwargs

Let’s say we have an API class defined like this:

class APIHelper:

    def call_api(self, url, input_json):
        # some complex logic
        return 'complex_response_data'

We can create a test simulator function and map it to the API function to generate a test response.

class MyTestClass:

    def test_call_api(self, *args, **kwargs):
        return "test_response_data"

# Assign API function to use our test function
APIHelper.call_api = MyTestClass.test_call_api

Let’s see what happens when we use our API functions now.

ah = APIHelper()
print(ah.call_api(1, url='', input_json={}))
print(ah.call_api(1, 2, url=''))



Decorator function for *args and **kwargs

Let’s see how we can define a decorator function to log function variables.

def log_arguments(func):
    def inner(*args, **kwargs):
        print(f'Arguments for args:{args}, kwargs:{kwargs}')
        return func(*args, **kwargs)

    return inner

Now, we can use this decorator function with any other function to log their arguments to console.

def foo(x, y, z):
    return x + y + z

sum_ints = foo(1, 2, z=5)

def bar(x, *args, **kwargs):
    total = x
    for arg in args:
        total = total + arg
    for key, value in kwargs.items():
        total = total + value
    return total

sum_ints = bar(1, 2, 3, a=4, b=5)


Arguments for args:(1, 2), kwargs:{'z': 5}
Arguments for args:(1, 2, 3), kwargs:{'a': 4, 'b': 5}
You can checkout complete python script and more Python examples from our GitHub Repository.


  1. Python says:

    There is another example where we can use *args and **kwargs together. This is so helpful in learning the exact functionality of args and kwargs.
    Tutorial on args and kwargs, Concise and to the point explanation with important examples.

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