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Home/ Questions/Q 4231738
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Editorial Team
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Editorial Team
Asked: May 21, 20262026-05-21T02:00:26+00:00 2026-05-21T02:00:26+00:00

What is the best way to vary what class is instantiated based off parameters

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What is the best way to vary what class is instantiated based off parameters to an initialization function in Python? For example, for a quadtree, if the number of elements is below a certain threshold, you want to return a leaf rather than a branch. Another example would be a graph which can either be backed by a adjacency matrix or list depending on what data it is initialized with.

The most obvious way I can think to do this is with a factory function that determines which subclass of the class in question should be initialized. Is there a better, more pythonic
way of going about this?

In one particularly tricky instance of this problem, I had a data structure that could be backed by any kind of sequence or dict type. The backing/subclass used depended on the type of the data that it was fed. In a statically typed language, I could simply have used function overloading, but in Python I was left to either explicitly call isinstance, or use a bunch of “try…catch AttributeError”s. Both of these seem like quite bad practice. Using the factory function solution above, I don’t see a clean way to do it though. (I realize this is sort of a different issue, but it is a big case that got me trying to figure this out.)

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  1. Editorial Team
    Editorial Team
    2026-05-21T02:00:27+00:00Added an answer on May 21, 2026 at 2:00 am

    You can use __new__, but a factory function is the nice pythonic way to go.

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