Python function


# Use "def" to create new functions

def add(x, y):

    print("x is {} and y is {}".format(x, y))

    return x + y  # Return values with a return statement



# Calling functions with parameters

add(5, 6)  # => prints out "x is 5 and y is 6" and returns 11



# Another way to call functions is with keyword arguments

add(y=6, x=5)  # Keyword arguments can arrive in any order.



# You can define functions that take a variable number of

# positional arguments

def varargs(*args):

    return args



varargs(1, 2, 3)  # => (1, 2, 3)



# You can define functions that take a variable number of

# keyword arguments, as well

def keyword_args(**kwargs):

    return kwargs



# Let's call it to see what happens

keyword_args(big="foot", loch="ness")  # => {"big": "foot", "loch": "ness"}





# You can do both at once, if you like

def all_the_args(*args, **kwargs):

    print(args)

    print(kwargs)

"""

all_the_args(1, 2, a=3, b=4) prints:

    (1, 2)

    {"a": 3, "b": 4}

"""



# When calling functions, you can do the opposite of args/kwargs!

# Use * to expand tuples and use ** to expand kwargs.

args = (1, 2, 3, 4)

kwargs = {"a": 3, "b": 4}

all_the_args(*args)            # equivalent to foo(1, 2, 3, 4)

all_the_args(**kwargs)         # equivalent to foo(a=3, b=4)

all_the_args(*args, **kwargs)  # equivalent to foo(1, 2, 3, 4, a=3, b=4)



# Returning multiple values (with tuple assignments)

def swap(x, y):

    return y, x  # Return multiple values as a tuple without the parenthesis.

                 # (Note: parenthesis have been excluded but can be included)



x = 1

y = 2

x, y = swap(x, y)     # => x = 2, y = 1

# (x, y) = swap(x,y)  # Again parenthesis have been excluded but can be included.



# Function Scope

x = 5



def set_x(num):

    # Local var x not the same as global variable x

    x = num    # => 43

    print (x)  # => 43



def set_global_x(num):

    global x

    print (x)  # => 5

    x = num    # global var x is now set to 6

    print (x)  # => 6



set_x(43)

set_global_x(6)





# Python has first class functions

def create_adder(x):

    def adder(y):

        return x + y

    return adder



add_10 = create_adder(10)

add_10(3)   # => 13



# There are also anonymous functions

(lambda x: x > 2)(3)                  # => True

(lambda x, y: x ** 2 + y ** 2)(2, 1)  # => 5



# There are built-in higher order functions

list(map(add_10, [1, 2, 3]))          # => [11, 12, 13]

list(map(max, [1, 2, 3], [4, 2, 1]))  # => [4, 2, 3]



list(filter(lambda x: x > 5, [3, 4, 5, 6, 7]))  # => [6, 7]



# We can use list comprehensions for nice maps and filters

# List comprehension stores the output as a list which can itself be a nested list

[add_10(i) for i in [1, 2, 3]]         # => [11, 12, 13]

[x for x in [3, 4, 5, 6, 7] if x > 5]  # => [6, 7]



# You can construct set and dict comprehensions as well.

{x for x in 'abcddeef' if x not in 'abc'}  # => {'d', 'e', 'f'}

{x: x**2 for x in range(5)}  # => {0: 0, 1: 1, 2: 4, 3: 9, 4: 16}

Python *args and **kwargs

*args is the positional arguments in a function

and **kwargs is the keyword arguments in s function


def person(*args, **kwargs):

    print('args (tuple):', args) # positional arguments

    print('kwargs (dict):', kwargs) # keyword arguments



person('Football', 'Running', name='Alex', age=35)

# args (tuple): ('Football', 'Running')

# kwargs (dict): {'name': 'Alex', 'age': 35}



def person_2(hobby, *args, name, **kwargs):

    print('hobby: ', hobby)

    print('args (tuple):', args) # positional arguments

    print('name: ', name)

    print('kwargs (dict):', kwargs) # keyword arguments



person_2('Football', 'Running', 'Hockey', name='Alex', age=30, city='Ottawa')

# hobby:  Football

# args (tuple): ('Running', 'Hockey')

# name:  Alex

# kwargs (dict): {'age': 30, 'city': 'Ottawa'}



def person_3(*args, **kwargs):

    print('args (tuple):', args) # positional arguments

    print('kwargs (dict):', kwargs) # keyword arguments



args = ('Running', 'Hockey')

kwargs = {'name': 'Alex', 'age': 25}

person_3(*args, **kwargs)

# args (tuple): ('Running', 'Hockey')

# kwargs (dict): {'name': 'Alex', 'age': 25}

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