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How Can I Find All Subclasses of a Class in Python?

Nov 15, 2024 am 06:05 AM

How Can I Find All Subclasses of a Class in Python?

Finding All Subclasses of a Class in Python

To retrieve all classes inherited from a specified base class in Python, utilize the __subclasses__() method. This method is available for new-style classes that extend the object class (the default in Python 3). Here's how it works:

class Foo(object): pass
class Bar(Foo): pass
class Baz(Foo): pass
class Bing(Bar): pass

print([cls.__name__ for cls in Foo.__subclasses__()])
# ['Bar', 'Baz']

print(Foo.__subclasses__())
# [<class '__main__.Bar'>, <class '__main__.Baz'>]
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To include subsubclasses, recursion can be used:

def all_subclasses(cls):
    return set(cls.__subclasses__()).union(
        [s for c in cls.__subclasses__() for s in all_subclasses(c)])

print(all_subclasses(Foo))
# {<class '__main__.Bar'>, <class '__main__.Baz'>, <class '__main__.Bing'>}
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Note: Subclasses that have not been defined yet (e.g., due to unimported modules) will not be detected by __subclasses__().

Locating Subclasses Using a Class Name String:

When only the class name is available as a string, the following steps are necessary:

  1. Find the class using the class name.
  2. Utilize __subclasses__() to retrieve the subclasses of the located class.

Finding a Class from a Name String:

The method for locating a class from a name string depends on its expected location:

  • If expected within the same module:

    cls = globals()[name]
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  • If expected within the locals namespace:

    cls = locals()[name]
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  • If anywhere in the modules:

    import importlib
    modname, _, clsname = name.rpartition('.')
    mod = importlib.import_module(modname)
    cls = getattr(mod, clsname)
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Once the class is found, its __subclasses__() method can be used to retrieve the desired list of subclasses.

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