Inheriting methods' docstrings in Python

2019-01-10 18:52发布

问题:

I have an OO hierarchy with docstrings that take as much maintenance as the code itself. E.g.,

class Swallow(object):
    def airspeed(self):
        """Returns the airspeed (unladen)"""
        raise NotImplementedError

class AfricanSwallow(Swallow):
    def airspeed(self):
        # whatever

Now, the problem is that AfricanSwallow.airspeed does not inherit the superclass method's docstring. I know I can keep the docstring using the template method pattern, i.e.

class Swallow(object):
    def airspeed(self):
        """Returns the airspeed (unladen)"""
        return self._ask_arthur()

and implementing _ask_arthur in each subclass. However, I was wondering whether there's another way to have docstrings be inherited, perhaps some decorator that I hadn't discovered yet?

回答1:

Write a function in a class-decorator style to do the copying for you. In Python2.5, you can apply it directly after the class is created. In later versions, you can apply with the @decorator notation.

Here's a first cut at how to do it:

import types

def fix_docs(cls):
    for name, func in vars(cls).items():
        if isinstance(func, types.FunctionType) and not func.__doc__:
            print func, 'needs doc'
            for parent in cls.__bases__:
                parfunc = getattr(parent, name, None)
                if parfunc and getattr(parfunc, '__doc__', None):
                    func.__doc__ = parfunc.__doc__
                    break
    return cls


class Animal(object):
    def walk(self):
        'Walk like a duck'

class Dog(Animal):
    def walk(self):
        pass

Dog = fix_docs(Dog)
print Dog.walk.__doc__

In newer Python versions, the last part is even more simple and beautiful:

@fix_docs
class Dog(Animal):
    def walk(self):
        pass

This is a Pythonic technique that exactly matches the design of existing tools in the standard library. For example, the functools.total_ordering class decorator add missing rich comparison methods to classes. And for another example, the functools.wraps decorator copies metadata from one function to another.



回答2:

This is a variation on Paul McGuire's DocStringInheritor metaclass.

  1. It inherits a parent member's docstring if the child member's docstring is empty.
  2. It inherits a parent class docstring if the child class docstring is empty.
  3. It can inherit the docstring from any class in any of the base classes's MROs, just like regular attribute inheritance.
  4. Unlike with a class decorator, the metaclass is inherited, so you only need to set the metaclass once in some top-level base class, and docstring inheritance will occur throughout your OOP hierarchy.

import unittest
import sys

class DocStringInheritor(type):
    """
    A variation on
    http://groups.google.com/group/comp.lang.python/msg/26f7b4fcb4d66c95
    by Paul McGuire
    """
    def __new__(meta, name, bases, clsdict):
        if not('__doc__' in clsdict and clsdict['__doc__']):
            for mro_cls in (mro_cls for base in bases for mro_cls in base.mro()):
                doc=mro_cls.__doc__
                if doc:
                    clsdict['__doc__']=doc
                    break
        for attr, attribute in clsdict.items():
            if not attribute.__doc__:
                for mro_cls in (mro_cls for base in bases for mro_cls in base.mro()
                                if hasattr(mro_cls, attr)):
                    doc=getattr(getattr(mro_cls,attr),'__doc__')
                    if doc:
                        if isinstance(attribute, property):
                            clsdict[attr] = property(attribute.fget, attribute.fset, 
                                                     attribute.fdel, doc)
                        else:
                            attribute.__doc__ = doc
                        break
        return type.__new__(meta, name, bases, clsdict)



class Test(unittest.TestCase):

    def test_null(self):
        class Foo(object):

            def frobnicate(self): pass

        class Bar(Foo, metaclass=DocStringInheritor):
            pass

        self.assertEqual(Bar.__doc__, object.__doc__)
        self.assertEqual(Bar().__doc__, object.__doc__)
        self.assertEqual(Bar.frobnicate.__doc__, None)

    def test_inherit_from_parent(self):
        class Foo(object):
            'Foo'

            def frobnicate(self):
                'Frobnicate this gonk.'
        class Bar(Foo, metaclass=DocStringInheritor):
            pass
        self.assertEqual(Foo.__doc__, 'Foo')
        self.assertEqual(Foo().__doc__, 'Foo')
        self.assertEqual(Bar.__doc__, 'Foo')
        self.assertEqual(Bar().__doc__, 'Foo')
        self.assertEqual(Bar.frobnicate.__doc__, 'Frobnicate this gonk.')

    def test_inherit_from_mro(self):
        class Foo(object):
            'Foo'

            def frobnicate(self):
                'Frobnicate this gonk.'
        class Bar(Foo):
            pass

        class Baz(Bar, metaclass=DocStringInheritor):
            pass

        self.assertEqual(Baz.__doc__, 'Foo')
        self.assertEqual(Baz().__doc__, 'Foo')
        self.assertEqual(Baz.frobnicate.__doc__, 'Frobnicate this gonk.')

    def test_inherit_metaclass_(self):
        class Foo(object):
            'Foo'

            def frobnicate(self):
                'Frobnicate this gonk.'
        class Bar(Foo, metaclass=DocStringInheritor):
            pass

        class Baz(Bar):
            pass
        self.assertEqual(Baz.__doc__, 'Foo')
        self.assertEqual(Baz().__doc__, 'Foo')
        self.assertEqual(Baz.frobnicate.__doc__, 'Frobnicate this gonk.')

    def test_property(self):
        class Foo(object):
            @property
            def frobnicate(self): 
                'Frobnicate this gonk.'
        class Bar(Foo, metaclass=DocStringInheritor):
            @property
            def frobnicate(self): pass

        self.assertEqual(Bar.frobnicate.__doc__, 'Frobnicate this gonk.')


if __name__ == '__main__':
    sys.argv.insert(1, '--verbose')
    unittest.main(argv=sys.argv)


回答3:

F.Y.I for people just now stumbling on this topic: As of Python 3.5, inspect.getdoc automatically retrieves docstrings from the inheritance hierarchy.

The responses above are thus useful for Python 2, or if you want to be more creative with merging the docstrings of parents and children.

I've also created some lightweight tools for docstring inheritance. These support some nice default docstring styles (numpy, google, reST) out of the box. You can easily use your own docstring style as well



回答4:

The following adaptation also handles properties and mixin classes. I also came across a situation where I had to use func.__func__ (for "instancemethod"s), but I'm not completely sure why the other solutions didn't encouter that problem.

def inherit_docs(cls):
    for name in dir(cls):
        func = getattr(cls, name)
        if func.__doc__: 
            continue
        for parent in cls.mro()[1:]:
            if not hasattr(parent, name):
                continue
            doc = getattr(parent, name).__doc__
            if not doc: 
                continue
            try:
                # __doc__'s of properties are read-only.
                # The work-around below wraps the property into a new property.
                if isinstance(func, property):
                    # We don't want to introduce new properties, therefore check
                    # if cls owns it or search where it's coming from.
                    # With that approach (using dir(cls) instead of var(cls))
                    # we also handle the mix-in class case.
                    wrapped = property(func.fget, func.fset, func.fdel, doc)
                    clss = filter(lambda c: name in vars(c).keys() and not getattr(c, name).__doc__, cls.mro())
                    setattr(clss[0], name, wrapped)
                else:
                    try:
                        func = func.__func__ # for instancemethod's
                    except:
                        pass
                    func.__doc__ = doc
            except: # some __doc__'s are not writable
                pass
            break
    return cls


回答5:

def fix_docs(cls):
    """ copies docstrings of derived attributes (methods, properties, attrs) from parent classes."""
    public_undocumented_members = {name: func for name, func in vars(cls).items()
                                   if not name.startswith('_') and not func.__doc__}

    for name, func in public_undocumented_members.iteritems():
        for parent in cls.mro()[1:]:
            parfunc = getattr(parent, name, None)
            if parfunc and getattr(parfunc, '__doc__', None):
                if isinstance(func, property):
                    # copy property, since its doc attribute is read-only
                    new_prop = property(fget=func.fget, fset=func.fset,
                                        fdel=func.fdel, doc=parfunc.__doc__)
                    cls.func = new_prop
                else:
                    func.__doc__ = parfunc.__doc__
                break
    return cls