如何在Python的抽象基类中合并类型检查

Question

When I define a class, I like to include type checking (using assert ) of the input variables. I am now defining a 'specialized' class Rule which inherits from an abstract base class (ABC) BaseRule , similar to the following:

import abc

class BaseRule(object):
    __metaclass__ = abc.ABCMeta

    @abc.abstractproperty
    def resources(self):
        pass


class Rule(BaseRule):
    def __init__(self, resources):
        assert all(isinstance(resource, Resource) for resource in resources)    # type checking
        self._resources = resources

    @property
    def resources(self):
        return self._resources


class Resource(object):
    def __init__(self, domain):
        self.domain = domain


if __name__ == "__main__":
    resources = [Resource("facebook.com")]
    rule = Rule(resources)

The assert statement in the __init__ function of the Rule class ensures that the resources input is a list (or other iterable) of Resource objects. However, this would also be the case for other classes which inherit from BaseRule , so I would like to incorporate this assertion in the abstractproperty somehow. How might I go about this?

Answer 1

Make your base class have a non-abstract property that calls separate abstract getter and setter methods. The property can do the validation you want before calling the setter. Other code (such as the __init__ method of a derived class) that wants to trigger the validation can do so by doing its assignment via the property:

class BaseRule(object):
    __metaclass__ = abc.ABCMeta

    @property
    def resources(self): # this property isn't abstract and shouldn't be overridden
        return self._get_resources()

    @resources.setter
    def resources(self, value):
        assert all(isinstance(resource, Resources) for resource in value)
        self._set_resources(value)

    @abstractmethod
    def _get_resources(self):   # these methods should be, instead
        pass

    @abstractmethod
    def _set_resources(self, value):
        pass

class Rule(BaseRule):
    def __init__(self, resources):
        self.resources = resources # assign via the property to get type-checking!

    def _get_resources(self):
        return self._resources

    def _set_resources(self, value):
        self._resources = value

You might even consider moving the __init__ method from Rule into the BaseRule class, since it doesn't need any knowledge about Rule 's concrete implementation.

Answer 2

请参阅带有mypy-lang的abc类型注释的此文档https://mypy.readthedocs.io/en/latest/class_basics.html#abstract-base-classes-and-multiple-inheritance