High-Order Functions in Python: Passing Functions as Arguments
A high-order function in programming is a function that can either take other functions as arguments or return a function as its result, or both. This concept is closely related to first-class functions, which are treated like any other variable in a language (can be stored in a variable, passed as an argument to a function, or used in control statements). High-order functions are a key feature in functional programming, enabling more abstract or general-purpose code, facilitating code reuse, and making it easier to manipulate functions or data.
123456789def square(x): return x * x numbers = [1, 2, 3, 4, 5] squared_numbers = map(square, numbers) # Convert the map object to a list squared_numbers_list = list(squared_numbers) print(squared_numbers_list)
A classic example of a high-order function is the map function in Python. This function takes two arguments: a function and an iterable (like a list). It applies the given function to each item of the iterable and returns a map object (which can be easily converted into a list or another iterable type).
In this example:
squareis a simple function that squares its input.mapis the high-order function that takes square and a list of numbers as arguments.- The result is each number in the list numbers squared.
Swipe to start coding
Suppose you have a list of temperatures in Celsius, and you want to convert all of them to Fahrenheit. The goal will be to apply a custom transformation to each element in the list using map.
- Create a list of numeric values representing temperatures in Celsius.
- Define a function that converts a temperature from Celsius to Fahrenheit.
- Apply the custom function to each element in the list using
map. - Convert the result from
mapinto a list and print it to see the converted temperatures.
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Can you explain what first-class functions are in more detail?
What are some other examples of high-order functions in Python?
How does the map function differ from a for loop in this context?
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High-Order Functions in Python: Passing Functions as Arguments
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A high-order function in programming is a function that can either take other functions as arguments or return a function as its result, or both. This concept is closely related to first-class functions, which are treated like any other variable in a language (can be stored in a variable, passed as an argument to a function, or used in control statements). High-order functions are a key feature in functional programming, enabling more abstract or general-purpose code, facilitating code reuse, and making it easier to manipulate functions or data.
123456789def square(x): return x * x numbers = [1, 2, 3, 4, 5] squared_numbers = map(square, numbers) # Convert the map object to a list squared_numbers_list = list(squared_numbers) print(squared_numbers_list)
A classic example of a high-order function is the map function in Python. This function takes two arguments: a function and an iterable (like a list). It applies the given function to each item of the iterable and returns a map object (which can be easily converted into a list or another iterable type).
In this example:
squareis a simple function that squares its input.mapis the high-order function that takes square and a list of numbers as arguments.- The result is each number in the list numbers squared.
Swipe to start coding
Suppose you have a list of temperatures in Celsius, and you want to convert all of them to Fahrenheit. The goal will be to apply a custom transformation to each element in the list using map.
- Create a list of numeric values representing temperatures in Celsius.
- Define a function that converts a temperature from Celsius to Fahrenheit.
- Apply the custom function to each element in the list using
map. - Convert the result from
mapinto a list and print it to see the converted temperatures.
Løsning
Tak for dine kommentarer!
single