How can I dynamically create class methods for a class in python

60,880

Solution 1

You can dynamically add a classmethod to a class by simple assignment to the class object or by setattr on the class object. Here I'm using the python convention that classes start with capital letters to reduce confusion:

# define a class object (your class may be more complicated than this...)
class A(object):
    pass

# a class method takes the class object as its first variable
def func(cls):
    print 'I am a class method'

# you can just add it to the class if you already know the name you want to use
A.func = classmethod(func)

# or you can auto-generate the name and set it this way
the_name = 'other_func' 
setattr(A, the_name, classmethod(func))

Solution 2

There are a couple of problems here:

  • __init__ is only run when you create an instance, e.g. obj = a(). This means that when you do a.func, the setattr() call hasn't happened
  • You cannot access the attributes of a class directly from within methods of that class, so instead of using just _func inside of __init__ you would need to use self._func or self.__class__._func
  • self will be an instance of a, if you set an attribute on the instance it will only be available for that instance, not for the class. So even after calling setattr(self, 'func', self._func), a.func will raise an AttributeError
  • Using staticmethod the way you are will not do anything, staticmethod will return a resulting function, it does not modify the argument. So instead you would want something like setattr(self, 'func', staticmethod(self._func)) (but taking into account the above comments, this still won't work)

So now the question is, what are you actually trying to do? If you really want to add an attribute to a class when initializing an instance, you could do something like the following:

class a():
    def _func(self):
        return "asdf"

    def __init__(self, *args, **kwargs):
        setattr(self.__class__, 'func', staticmethod(self._func))

if __name__ == '__main__':
    obj = a()
    a.func
    a.func()

However, this is still kind of weird. Now you can access a.func and call it without any problems, but the self argument to a.func will always be the most recently created instance of a. I can't really think of any sane way to turn an instance method like _func() into a static method or class method of the class.

Since you are trying to dynamically add a function to the class, perhaps something like the following is closer to what you are actually trying to do?

class a():
    pass

def _func():
    return "asdf"

a.func = staticmethod(_func)  # or setattr(a, 'func', staticmethod(_func))

if __name__ == '__main__':
    a.func
    a.func()

Solution 3

1. The basic idea: use an extra class to hold the methods

I found a meaningful way to do the work:

First, we define such a BaseClass:

class MethodPatcher:
    @classmethod
    def patch(cls, target):
        for k in cls.__dict__:
            obj = getattr(cls, k)
            if not k.startswith('_') and callable(obj):
                setattr(target, k, obj)

Now that we have an original class:

class MyClass(object):
    def a(self):
        print('a')

Then we define the new method which we want to add on a new Patcher class:

(Do not make the method name starts with an _ in this case)

class MyPatcher(MethodPatcher):
    def b(self):
        print('b')

Then call:

MyPatcher.patch(MyClass)

So, you'll find the new method b(self) is added to the original MyClass:

obj = MyClass()
obj.a()  # which prints an 'a'
obj.b()  # which prints a 'b'

2. Make the syntax less verbose, we use class decorator

Now if we have the MethodPatcher decalred, we need to do two things:

  • define a child class ChildClass of ModelPatcher which contains the extra methods to add
  • call ChildClass.patch(TargetClass)

So we soon found that the second step can be simplified by using a decorator:

We define a decorator:

def patch_methods(model_class):
    def do_patch(cls):
        cls.patch(model_class)
    return do_patch

And we can use it like:

@patch_methods(MyClass)
class MyClassPatcher(MethodPatcher):

    def extra_method_a(self):
        print('a', self)

    @classmethod
    def extra_class_method_b(cls):
        print('c', cls)

    # !!ATTENTION!! the effect on declaring staticmethod here may not work as expected:
    # calling this method on an instance will take the self into the first argument.
    # @staticmethod
    # def extra_static_method_c():
    #    print('c')

3. Wrap together

So, we can now put the definition of MethodPatcher and patch_method into a single module:

# method_patcher.py

class MethodPatcher:
    @classmethod
    def patch(cls, target):
        for k in cls.__dict__:
            obj = getattr(cls, k)
            if not k.startswith('_') and callable(obj):
                setattr(target, k, obj)

def patch_methods(model_class):
    def do_patch(cls):
        cls.patch(model_class)
    return do_patch

So we can use it freely:

from method_patcher import ModelPatcher, patch_model

4. Final solution: More simple declaration

Soon I found that the MethodPatcher class is not nessesary, while the @patch_method decorator can do the work, so FINALLY we only need a patch_method:

def patch_methods(model_class):
    def do_patch(cls):
        for k in cls.__dict__:
            obj = getattr(cls, k)
            if not k.startswith('_') and callable(obj):
                setattr(model_class, k, obj)
    return do_patch

And the usage becomes:

@patch_methods(MyClass)
class MyClassPatcher:

    def extra_method_a(self):
        print('a', self)

    @classmethod
    def extra_class_method_b(cls):
        print('c', cls)

    # !!ATTENTION!! the effect on declaring staticmethod here may not work as expected:
    # calling this method on an instance will take the self into the first argument.
    # @staticmethod
    # def extra_static_method_c():
    #    print('c')

Solution 4

You can do it in this way

class a():
    def _func(self):
        return "asdf"

setattr(a, 'func', staticmethod(a._func))

if __name__ == "__main__":
    a.func()

Solution 5

You need to setattr(self, 'func', staticmethod(self._func))

You need to initialize class variable=a() to call __init__ There is no init in static class

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user1876508
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user1876508

Updated on July 05, 2022

Comments

  • user1876508
    user1876508 almost 2 years

    If I define a little python program as

    class a():
        def _func(self):
            return "asdf"
    
        # Not sure what to resplace __init__ with so that a.func will return asdf
        def __init__(self, *args, **kwargs):
             setattr(self, 'func', classmethod(self._func))
    
    if __name__ == "__main__":
        a.func
    

    I receive the traceback error

    Traceback (most recent call last):
      File "setattr_static.py", line 9, in <module>
        a.func
    AttributeError: class a has no attribute 'func'
    

    What I am trying to figure out is, how can I dynamically set a class method to a class without instantiating an object?


    Edit:

    The answer for this problem is

    class a():
        pass
    
    def func(cls, some_other_argument):
        return some_other_argument
    
    setattr(a, 'func', classmethod(func))
    
    if __name__ == "__main__":
        print(a.func)
        print(a.func("asdf"))
    

    returns the following output

    <bound method type.func of <class '__main__.a'>>
    asdf
    
  • user1876508
    user1876508 almost 11 years
    I receive the same traceback error if I do that.
  • eri
    eri almost 11 years
    @user1876508, i updated answer.
  • user1876508
    user1876508 almost 11 years
    I am pretty sure I need to use classmethod, but your method of doing so is not working for me.
  • eri
    eri almost 11 years
    this method aplies on instance.
  • user1876508
    user1876508 almost 11 years
    I just clarified my question a bit. I want to be able to call a class method without having to explicitly define it.
  • user1876508
    user1876508 almost 11 years
    If this was put into use in a module, would setattr be called everytime I use the class a?
  • eri
    eri almost 11 years
    only at first module import
  • user1876508
    user1876508 almost 11 years
    So if multiple modules call this module, it will only call setattr once?
  • Andrew Clark
    Andrew Clark almost 11 years
    See my edit, the final piece of code may be what you are looking for.
  • user1876508
    user1876508 almost 11 years
    If multiple modules call this module, will staticmethod(_func) be called once for each import, or just once for the life of the module?
  • eri
    eri almost 11 years
    Only once, second and more module import connects to namespace.
  • tdelaney
    tdelaney almost 11 years
    This doesn't make much sense. It tries to make _func both an object method and a class method. It would have been better just to use @classmethod on _func.
  • eri
    eri almost 11 years
    At last code sample: only once at module load.