2023-02-24

Walrus Operator in Python

What is the Walrus Operator

The Walrus Operator is a relatively new feature in Python that was introduced in version 3.8. It is an operator that allows you to assign a value to a variable within an expression, which can be especially useful in complex or nested expressions. The operator is represented by a double colon followed by an equal sign (:=). The Walrus Operator can help to make your code more concise, readable, and efficient in certain cases.

Advantages of Using the Walrus Operator

There are several advantages to using the Walrus Operator in Python:

  • Improved Readability
    By allowing you to assign a value to a variable within an expression, the Walrus Operator can make your code more concise and easier to read. This can be especially helpful in complex or nested expressions where traditional assignment statements can lead to code that is difficult to understand.

  • Efficiency
    In some cases, the Walrus Operator can improve the performance of your code by eliminating the need for temporary variables. This can be especially useful when working with large data sets or in time-sensitive applications.

  • Conciseness
    The Walrus Operator can reduce the number of lines of code needed to perform a given operation, which can make your code more concise and easier to understand.

  • Flexibility
    The Walrus Operator can be used in a variety of contexts, making it a versatile tool for experienced Python programmers.

How to Use the Walrus Operator

Using the Walrus Operator in Python can be very helpful for simplifying code and improving readability. Here's an example of how to use the operator:

Suppose you have a list of numbers, and you want to find the sum of all the numbers that are greater than 10. Here's how you might accomplish that using the Walrus Operator:

python
numbers = [5, 12, 8, 20, 6, 15]
sum_greater_than_10 = 0

for num in numbers:
    if (greater_than_10 := num > 10):
        sum_greater_than_10 += num

print(sum_greater_than_10)

In this example, we start by creating a list of numbers. We then initialize a variable called sum_greater_than_10 to zero, which we'll use to keep track of the sum of all the numbers greater than 10.

Next, we loop through each number in the list using a for loop. Within the loop, we use the Walrus Operator to assign the result of the comparison num > 10 to the variable greater_than_10. If greater_than_10 is True, then we add num to the running total sum_greater_than_10.

Finally, we print out the value of sum_greater_than_10, which should be the sum of all the numbers greater than 10 in the original list.

Using the Walrus Operator in this way can make our code more concise and easier to read, while still achieving the desired result. By assigning the result of the comparison to a variable within the loop, we avoid having to perform the same comparison multiple times, which can make our code more efficient as well.

Real World Examples of Walrus Operator

The Walrus Operator in Python can be used in a variety of real-world scenarios to simplify code and improve readability. Here are a few examples:

File Handling

When reading from a file in Python, you might want to ensure that the file exists before attempting to read from it. You can use the Walrus Operator to accomplish this in a concise and readable way, like this:

python
filename = "my_file.txt"

if (file := open(filename, "r")):
    contents = file.read()
    file.close()
    print(contents)
else:
    print(f"{filename} does not exist.")

In this example, we use the Walrus Operator to assign the result of the open() function to the variable file. If the file exists, then file will be assigned the value returned by open(), which we can then use to read the file contents. If the file does not exist, then file will be assigned None, and we can print an error message indicating that the file does not exist.

Data Validation

When working with user input in Python, you might want to validate the input before using it in your code. For example, you might want to ensure that the user enters a valid integer before performing a calculation. You can use the Walrus Operator to accomplish this in a concise and readable way, like this:

python
while (num := input("Enter a positive integer: ")) and not num.isdigit():
    print("Invalid input. Please enter a positive integer.")

if num:
    num = int(num)
    result = num * 2
    print(f"{num} times 2 is {result}.")

In this example, we use the Walrus Operator to assign the result of the input() function to the variable num. We also use the isdigit() method to check whether num contains a valid integer. If the user enters invalid input, then we print an error message and prompt them to enter a valid integer. If the user enters valid input, then we convert num to an integer and perform a calculation.

API Requests

When making requests to an API in Python, you might want to handle errors and response codes in a concise and readable way. You can use the Walrus Operator to accomplish this, like this:

python
import requests

url = "https://api.example.com/data"

if (response := requests.get(url)).status_code == 200:
    data = response.json()
    print(data)
else:
    print(f"Error {response.status_code}: {response.text}")

In this example, we use the Walrus Operator to assign the result of the requests.get() function to the variable response. We also check the status code of the response to ensure that the request was successful. If the request is successful, then we parse the JSON data and print it to the console. If the request is unsuccessful, then we print an error message containing the status code and error message returned by the API.

Loop Conditions

The Walrus Operator can be useful when working with loop conditions in Python. For example, consider a scenario where you want to iterate over a list and stop processing the list when you reach a certain condition. You can use the Walrus Operator to check the condition and break out of the loop if necessary, like this:

python
my_list = [1, 2, 3, 4, 5]
limit = 10
total = 0

for num in my_list:
    if (total := total + num) >= limit:
        break

print(f"Processed {len(my_list)} items, total = {total}")

In this example, we use the Walrus Operator to update the value of total in each iteration of the loop. We also use the Walrus Operator to check whether total has reached the limit value, and break out of the loop if it has. This allows us to iterate over the list and perform a calculation, while ensuring that we do not process more items than necessary.

Dynamic Default Values

The Walrus Operator can be useful when working with default values in Python functions. For example, consider a scenario where you want to create a function that returns a dynamic default value based on the current date. You can use the Walrus Operator to calculate the default value and return it if no value is provided by the user, like this:

python
import datetime

def get_default_value():
    today = datetime.date.today()
    return f"{today.year}-{today.month}-{today.day}"

def my_function(value=get_default_value()):
    print(f"value = {value}")

my_function()  # Output: value = 2023-3-10
my_function("test")  # Output: value = test

In this example, we use the Walrus Operator to calculate the default value of value by calling the get_default_value() function. If the user does not provide a value, then the Walrus Operator assigns the default value to value. If the user does provide a value, then the provided value is used instead. This allows us to create a function with a dynamic default value, while still allowing the user to override the default value if necessary.

References

https://realpython.com/python-walrus-operator/#:~:text=The %3A%3D operator is officially,as the colon equals operator.
https://zetcode.com/python/python-walrus/

Ryusei Kakujo

researchgatelinkedingithub

Focusing on data science for mobility

Bench Press 100kg!