Introducing Generator Functions and yield
Swipe to show menu
Generator functions are a special kind of function in Python that let you create iterators in a simple, readable way. Unlike regular functions that return a single value and then exit, generator functions can pause their execution and resume later, producing a series of values one at a time.
yield is a Python keyword used inside generator functions to produce a value and pause the function's state. When the generator resumes, it continues from where it left off.
This lets you iterate over sequences one value at a time without building intermediate lists, making your code more memory efficient.
How Do Generator Functions Work?
A generator function looks like a normal function but uses the yield keyword instead of return. When Python sees the yield statement, it pauses the function’s execution and sends the yielded value back to the caller. The next time you ask for a value, the function resumes right where it left off.
How a Generator Function Operates
- Define a function using
defand include at least oneyieldstatement; - When you call the function, it does not run the code inside immediately. Instead, it returns a generator object;
- Each time you request the next value (using
next()or aforloop), the function runs until it hitsyield; - The
yieldstatement returns a value to the caller and pauses the function’s state; - When another value is requested, the function resumes after the last
yield; - The function continues until it runs out of values or reaches a
returnor the end of its code.
Benefits of Using Generator Functions:
- Save memory by producing items one at a time instead of creating large lists;
- Write readable, maintainable code for data streams or sequences;
- Easily work with infinite or very large data sets without loading everything into memory.
Generator functions are a powerful tool for efficient data processing and are essential for mastering Python's functional programming style. Next, you will see exactly how to write and use generator functions with practical code examples.
Thanks for your feedback!
Ask AI
Ask AI
Ask anything or try one of the suggested questions to begin our chat