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Python 3.8, released in October 2019, adds assignment expressions to Python via the :=
syntax. The assignment expression syntax is also sometimes called “the walrus operator” because :=
vaguely resembles a walrus with tusks.
Assignment expressions allow variable assignments to occur inside of larger expressions. While assignment expressions are never strictly necessary to write correct Python code, they can help make existing Python code more concise. For example, assignment expressions using the :=
syntax allow variables to be assigned inside of if
statements, which can often produce shorter and more compact sections of Python code by eliminating variable assignments in lines preceding or following the if
statement.
In this tutorial, you will use assignment expressions in several examples to produce concise sections of code.
To get the most out of this tutorial, you will need:
Python 3.8 or above. Assignment expressions are a new feature added starting in Python 3.8. You can view the How To Install Python 3 and Set Up a Programming Environment on an Ubuntu 18.04 Server tutorial for help installing and upgrading Python.
The Python Interactive Console. If you would like to try out the example code in this tutorial you can use the How To Work with the Python Interactive Console tutorial.
Some familiarity with while
loops, if
statements, list comprehensions, and functions in Python 3 is useful, but not necessary. You can review our How To Code in Python 3 tutorial series for background knowledge.
if
StatementsLet’s start with an example of how you can use assignment expressions in an if
statement.
Consider the following code that checks the length of a list and prints a statement:
some_list = [1, 2, 3]
if (list_length := len(some_list)) > 2:
print("List length of", list_length, "is too long")
If you run the previous code, you will receive the following output:
OutputList length of 3 is too long
You initialize a list named some_list
that contains three elements. Then, the if
statement uses the assignment expression ((list_length := len(some_list))
to bind the variable named list_length
to the length of some_list
. The if
statement evaluates to True
because list_length
is greater than 2
. You print a string using the list_length
variable, which you bound initially with the assignment expression, indicating the the three-element list is too long.
Note: Assignment expressions are a new feature introduced in Python 3.8. To run the examples in this tutorial, you will need to use Python 3.8 or higher.
Had we not used assignment expression, our code might have been slightly longer. For example:
some_list = [1, 2, 3]
list_length = len(some_list)
if list_length > 2:
print("List length of", list_length, "is too long")
This code sample is equivalent to the first example, but this code requires one extra standalone line to bind the value of list_length
to len(some_list)
.
Another equivalent code sample might just compute len(some_list)
twice: once in the if
statement and once in the print
statement. This would avoid incurring the extra line required to bind a variable to the value of len(some_list)
:
some_list = [1, 2, 3]
if len(some_list) > 2:
print("List length of", len(some_list), "is too long")
Assignment expressions help avoid the extra line or the double calculation.
Note: Assignment expressions are a helpful tool, but are not strictly necessary. Use your judgement and add assignment expressions to your code when it significantly improves the readability of a passage.
In the next section, we’ll explore using assignment expressions inside of while
loops.
while
LoopsAssignment expressions often work well in while
loops because they allow us to fold more context into the loop condition.
Consider the following example that embeds a user input
function inside the while
loop condition:
while (directive := input("Enter text: ")) != "stop":
print("Received directive", directive)
If you run this code, Python will continually prompt you for text input from your keyboard until you type the word stop
. One example session might look like:
>>> while (directive := input("Enter text: ")) != "stop":
... print("Received directive", directive)
...
Enter text: hello
Received directive hello
Enter text: example
Received directive example
Enter text: stop
>>>
The assignment expression (directive := input("Enter text: "))
binds the value of directive
to the value retrieved from the user via the input
function. You bind the return value to the variable directive
, which you print out in the body of the while
loop. The while
loop exits whenever the you type stop
.
Had you not used an assignment expression, you might have written an equivalent input
loop like:
directive = input("Enter text: ")
while directive != "stop":
print("Received directive", directive)
directive = input("Enter text: ")
This code is functionally identical to the one with assignment expressions, but requires four total lines (as opposed to two lines). It also duplicates the input("Enter text: ")
call in two places. Certainly, there are many ways to write an equivalent while
loop, but the assignment expression variant introduced earlier is compact and captures the program’s intention well.
So far, you’ve used assignment expression in if
statements and while
loops. In the next section, you’ll use an assignment expression inside of a list comprehension.
We can also use assignment expressions in list comprehensions. List comprehensions allow you to build lists succinctly by iterating over a sequence and potentially adding elements to the list that satisfy some condition. Like list comprehensions, we can use assignment expressions to improve readability and make our code more concise.
Consider the following example that uses a list comprehension and an assignment expression to build a list of multiplied integers:
def slow_calculation(x):
print("Multiplying", x, "*", x)
return x * x
[result for i in range(3) if (result := slow_calculation(i)) > 0]
If you run the previous code, you will receive the following:
OutputMultiplying 0 * 0
Multiplying 1 * 1
Multiplying 2 * 2
[1, 4]
You define a function named slow_calculation
that multiplies the given number x
with itself. A list comprehension then iterates through 0
, 1
, and 2
returned by range(3)
. An assignment expression binds the value result
to the return of slow_calculation
with i
. You add the result
to the newly built list as long as it is greater than 0. In this example, 0
, 1
, and 2
are all multiplied with themselves, but only the results 1
(1 * 1
) and 4
(2 * 2
) satisfy the greater than 0
condition and become part of the final list [1, 4]
.
The slow_calculation
function isn’t necessarily slow in absolute terms, but is meant to illustrate an important point about effeciency. Consider an alternate implementation of the previous example without assignment expressions:
def slow_calculation(x):
print("Multiplying", x, "*", x)
return x * x
[slow_calculation(i) for i in range(3) if slow_calculation(i) > 0]
Running this, you will receive the following output:
OutputMultiplying 0 * 0
Multiplying 1 * 1
Multiplying 1 * 1
Multiplying 2 * 2
Multiplying 2 * 2
[1, 4]
In this variant of the previous code, you use no assignment expressions. Instead, you call slow_calculation
up to two times: once to ensure slow_calculation(i)
is greater than 0
, and potentially a second time to add the result of the calculation to the final list. 0
is only multiplied with itself once because 0 * 0
is not greater than 0
. The other results, however, are doubly calculated because they satisfy the greater than 0 condition, and then have their results recalculated to become part of the final list [1, 4]
.
You’ve now combined assignment expressions with list comprehensions to create blocks of code that are both efficient and concise.
In this tutorial, you used assignment expressions to make compact sections of Python code that assign values to variables inside of if
statements, while
loops, and list comprehensions.
For more information on other assignment expressions, you can view PEP 572—the document that initially proposed adding assignment expressions to Python.
You may also want to check out our other Python content on our topic page.
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