Code Explanation:
๐น 1. Defining the First Generator Function
def even():
✅ Explanation
A generator function named even() is created.
Since it contains the yield keyword, it becomes a generator.
It will generate values one at a time, not all at once.
Current structure:
even()
↓
Generator Function
Nothing executes yet.
๐น 2. First yield Statement
yield 2
✅ Explanation
When someone calls:
next(generator)
the first value returned will be:
2
After returning 2, the generator pauses.
Visual:
Start
↓
yield 2
↓
Pause
๐น 3. Second yield Statement
yield 4
✅ Explanation
When the generator resumes,
it continues from where it stopped.
Now it returns:
4
Then the generator finishes.
Visual:
Resume
↓
yield 4
↓
End
๐น 4. Defining Another Generator
def numbers():
✅ Explanation
A second generator function named numbers() is created.
Current structure:
numbers()
│
├── yield 1
├── yield from even()
└── yield 6
Again,
nothing executes yet.
๐น 5. First Value of numbers()
yield 1
✅ Explanation
The first value produced by numbers() is:
1
Generator pauses here.
Visual:
numbers()
↓
yield 1
↓
Pause
๐น 6. Understanding yield from
yield from even()
✅ Explanation
This is the most important line.
yield from means:
Take every value
generated by
even()
and yield it
one by one.
It is like saying:
"I'll let another generator
continue my work."
Instead of writing:
for value in even():
yield value
Python lets you write:
yield from even()
Both do the same thing.
๐น 7. Executing even()
Python now starts the even() generator.
First value:
yield 2
Current output sequence:
1
2
Generator pauses again.
๐น 8. Continuing even()
Generator resumes.
Next statement:
yield 4
Current sequence becomes:
1
2
4
Now even() is finished.
Control returns to numbers().
Visual:
numbers()
↓
yield from even()
↓
2
↓
4
↓
Back to numbers()
๐น 9. Last yield
yield 6
✅ Explanation
After even() finishes,
numbers() continues with its remaining code.
Next value:
6
Final sequence:
1
2
4
6
๐น 10. Creating a List
list(numbers())
✅ Explanation
numbers() returns a generator object.
list() keeps calling:
next()
until the generator finishes.
Collected values:
[1, 2, 4, 6]
๐น 11. Printing the Result
print(list(numbers()))
✅ Explanation
Python prints the final list.
Output:
[1, 2, 4, 6]
๐ฏ Final Output
[1, 2, 4, 6]

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