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How can I implement caching in Python?

An example of an AI chatbot conversation about caching in Python.

😀
You

How can I implement caching in Python?

MagicBuddy
MagicBuddy

You can use libraries like functools.lru_cache for simple caching or cachetools for more advanced options.

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You

What is functools.lru_cache and how does it work?

MagicBuddy
MagicBuddy

functools.lru_cache is a decorator that caches the results of a function based on its input arguments, improving performance.

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You

Can you show me a code example using lru_cache?

MagicBuddy
MagicBuddy

Sure! Here's a simple example:

from functools import lru_cache

@lru_cache(maxsize=32)
def fibonacci(n):
    if n < 2:
        return n
    return fibonacci(n-1) + fibonacci(n-2)
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You

What are the limitations of using lru_cache?

MagicBuddy
MagicBuddy

The main limitation is the maximum size of the cache. Once it reaches that size, the least recently used items are discarded.

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