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How can I reuse a Python generator multiple times?

Oct 31, 2024 pm 08:00 PM

How can I reuse a Python generator multiple times?

Reusing Python Generator Objects:

Generators, a powerful feature in Python, are sequences of values computed lazily on demand. However, due to their nature, generators cannot be rewound. If you wish to reuse a generator multiple times, you have several options:

1. Restarting Generator Function:

You can simply rerun the generator function to start the generation process again:

<code class="python">y = FunctionWithYield()
for x in y:
    print(x)
y = FunctionWithYield()
for x in y:
    print(x)</code>
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2. Storing Generator Results:

Alternatively, you can store the generator results in a memory-retaining data structure, such as a list or a file on disk. This allows you to iterate over the results multiple times:

<code class="python">y = list(FunctionWithYield())
for x in y:
    print(x)
# Can iterate again:
for x in y:
    print(x)</code>
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Tradeoffs:

The choice between these options depends on your specific requirements:

  • Restarting: This approach doesn't require any additional memory, but it involves re-computing the generator values each time you restart.
  • Storing results: This option allows for multiple iterations without recomputation, but it consumes memory proportional to the number of generator values.

In essence, you face the classic tradeoff between memory usage and processing time. There is no perfect solution to "rewinding" a generator without compromising one or the other.

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