Python lambda functions are a way to create small, anonymous functions on the fly. They're useful when you need a quick function for a short period of time, especially as an argument to higher-order functions like 'map()', 'filter()', or 'sorted()'. Here's a basic rundown:
Syntax
The syntax for a lambda function is:
'''python
lambda arguments: expression
'''
- 'lambda': Keyword indicating it's a lambda function.
- 'arguments': A comma-separated list of arguments (like function parameters).
- 'expression': An expression that is evaluated and returned.
Example
Here's a simple example of a lambda function that adds two numbers:
'''python
add = lambda x, y: x + y
print(add(2, 3)) Output: 5
'''
Use Cases
1. Sorting with Custom Key: You can use lambda functions to sort items in a list based on custom criteria.
'''python
points = [(1, 2), (3, 1), (2, 4)]
sorted_points = sorted(points, key=lambda point: point[1])
print(sorted_points) Output: [(3, 1), (1, 2), (2, 4)]
'''
2. Filtering Lists: Lambda functions can be used with 'filter()' to filter out elements based on a condition.
'''python
numbers = [1, 2, 3, 4, 5, 6]
even_numbers = list(filter(lambda x: x % 2 == 0, numbers))
print(even_numbers) Output: [2, 4, 6]
'''
3. Mapping Values: Use lambda with 'map()' to apply a function to each item in a list.
'''python
numbers = [1, 2, 3, 4]
squares = list(map(lambda x: x 2, numbers))
print(squares) Output: [1, 4, 9, 16]
'''
Limitations
- Single Expression: Lambda functions can only contain a single expression. They cannot include statements or multiple expressions.
- Readability: Overusing lambda functions can sometimes make your code harder to read and debug, especially if the lambda functions become too complex.
They're great for short-term, simple operations but might not be the best choice for more complex function logic where a regular function might be clearer.
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Exploring Python Lambda Functions
RandomPython lambda functions are a way to create small, anonymous functions on the fly. They're useful when you need a quick function for a short period of time, especially as an argument to higher-order functions like 'map()', 'filter()', or 'sorted()' ...