Functools - Outils pour travailler avec les fonctions

Pour les futurs étudiants du cours "Développeur Python. Basique" , nous avons préparé la traduction d'un article utile.


Le module functools fournit des outils pour travailler avec des fonctions et autres callables pour les adapter ou les étendre à d'autres fins sans les réécrire complètement.

Décorateurs

, functools partial, «» . , , . , , . 

partial

partial myfunc(). , show_details() func, args partial .

import functools

def myfunc(a, b=2):
    """Docstring for myfunc()."""
    print '\tcalled myfunc with:', (a, b)
    return

def show_details(name, f, is_partial=False):
    """Show details of a callable object."""
    print '%s:' % name
    print '\tobject:', f
    if not is_partial:
        print '\t__name__:', f.__name__
    print '\t__doc__', repr(f.__doc__)
    if is_partial:
        print '\tfunc:', f.func
        print '\targs:', f.args
        print '\tkeywords:', f.keywords
    return

show_details('myfunc', myfunc)
myfunc('a', 3)
print

p1 = functools.partial(myfunc, b=4)
show_details('partial with named default', p1, True)
p1('default a')
p1('override b', b=5)
print

p2 = functools.partial(myfunc, 'default a', b=99)
show_details('partial with defaults', p2, True)
p2()
p2(b='override b')
print

print 'Insufficient arguments:'
p1()

partial a, . 

$ python functools_partial.py

myfunc:
        object: <function myfunc at 0x100468c08>
        __name__: myfunc
        __doc__ 'Docstring for myfunc().'
        called myfunc with: ('a', 3)

partial with named default:
        object: <functools.partial object at 0x10046b050>
        __doc__ 'partial(func, *args, **keywords) - new function with partial
 application\n    of the given arguments and keywords.\n'
        func: <function myfunc at 0x100468c08>
        args: ()
        keywords: {'b': 4}
        called myfunc with: ('default a', 4)
        called myfunc with: ('override b', 5)

partial with defaults:
        object: <functools.partial object at 0x10046b0a8>
        __doc__ 'partial(func, *args, **keywords) - new function with partial
 application\n    of the given arguments and keywords.\n'
        func: <function myfunc at 0x100468c08>
        args: ('default a',)
        keywords: {'b': 99}
        called myfunc with: ('default a', 99)
        called myfunc with: ('default a', 'override b')

Insufficient arguments:
Traceback (most recent call last):
  File "functools_partial.py", line 49, in <module>
    p1()
TypeError: myfunc() takes at least 1 argument (1 given)

update_wrapper

partial _name_ _doc_ , . update_wrapper() partial .

import functools

def myfunc(a, b=2):
    """Docstring for myfunc()."""
    print '\tcalled myfunc with:', (a, b)
    return

def show_details(name, f):
    """Show details of a callable object."""
    print '%s:' % name
    print '\tobject:', f
    print '\t__name__:', 
    try:
        print f.__name__
    except AttributeError:
        print '(no __name__)'
    print '\t__doc__', repr(f.__doc__)
    print
    return

show_details('myfunc', myfunc)

p1 = functools.partial(myfunc, b=4)
show_details('raw wrapper', p1)

print 'Updating wrapper:'
print '\tassign:', functools.WRAPPER_ASSIGNMENTS
print '\tupdate:', functools.WRAPPER_UPDATES
print

functools.update_wrapper(p1, myfunc)
show_details('updated wrapper', p1)

, wrapper functools.WRAPPER_ASSIGNMENTS, functools.WRAPPER_UPDATES , .

$ python functools_update_wrapper.py

myfunc:
        object: <function myfunc at 0x100468c80>
        __name__: myfunc
        __doc__ 'Docstring for myfunc().'

raw wrapper:
        object: <functools.partial object at 0x10046c0a8>
        __name__: (no __name__)
        __doc__ 'partial(func, *args, **keywords) - new function with partial
 application\n    of the given arguments and keywords.\n'

Updating wrapper:
        assign: ('__module__', '__name__', '__doc__')
        update: ('__dict__',)

updated wrapper:
        object: <functools.partial object at 0x10046c0a8>
        __name__: myfunc
        __doc__ 'Docstring for myfunc().'

Partial , , .

import functools

class MyClass(object):
    """Demonstration class for functools"""
    
    def meth1(self, a, b=2):
        """Docstring for meth1()."""
        print '\tcalled meth1 with:', (self, a, b)
        return
    
    def meth2(self, c, d=5):
        """Docstring for meth2"""
        print '\tcalled meth2 with:', (self, c, d)
        return
    wrapped_meth2 = functools.partial(meth2, 'wrapped c')
    functools.update_wrapper(wrapped_meth2, meth2)
    
    def __call__(self, e, f=6):
        """Docstring for MyClass.__call__"""
        print '\tcalled object with:', (self, e, f)
        return

def show_details(name, f):
    """Show details of a callable object."""
    print '%s:' % name
    print '\tobject:', f
    print '\t__name__:', 
    try:
        print f.__name__
    except AttributeError:
        print '(no __name__)'
    print '\t__doc__', repr(f.__doc__)
    return
    
o = MyClass()

show_details('meth1 straight', o.meth1)
o.meth1('no default for a', b=3)
print

p1 = functools.partial(o.meth1, b=4)
functools.update_wrapper(p1, o.meth1)
show_details('meth1 wrapper', p1)
p1('a goes here')
print

show_details('meth2', o.meth2)
o.meth2('no default for c', d=6)
print

show_details('wrapped meth2', o.wrapped_meth2)
o.wrapped_meth2('no default for c', d=6)
print

show_details('instance', o)
o('no default for e')
print

p2 = functools.partial(o, f=7)
show_details('instance wrapper', p2)
p2('e goes here')

partial .

$ python functools_method.py

meth1 straight:
        object: <bound method MyClass.meth1 of <__main__.MyClass object at
0x10046a3d0>>
        __name__: meth1
        __doc__ 'Docstring for meth1().'
        called meth1 with: (<__main__.MyClass object at 0x10046a3d0>, 'no d
efault for a', 3)

meth1 wrapper:
        object: <functools.partial object at 0x10046c158>
        __name__: meth1
        __doc__ 'Docstring for meth1().'
        called meth1 with: (<__main__.MyClass object at 0x10046a3d0>, 'a go
es here', 4)

meth2:
        object: <bound method MyClass.meth2 of <__main__.MyClass object at
0x10046a3d0>>
        __name__: meth2
        __doc__ 'Docstring for meth2'
        called meth2 with: (<__main__.MyClass object at 0x10046a3d0>, 'no d
efault for c', 6)

wrapped meth2:
        object: <functools.partial object at 0x10046c0a8>
        __name__: meth2
        __doc__ 'Docstring for meth2'
        called meth2 with: ('wrapped c', 'no default for c', 6)

instance:
        object: <__main__.MyClass object at 0x10046a3d0>
        __name__: (no __name__)
        __doc__ 'Demonstration class for functools'
        called object with: (<__main__.MyClass object at 0x10046a3d0>, 'no
default for e', 6)

instance wrapper:
        object: <functools.partial object at 0x10046c1b0>
        __name__: (no __name__)
        __doc__ 'partial(func, *args, **keywords) - new function with parti
al application\n    of the given arguments and keywords.\n'
        called object with: (<__main__.MyClass object at 0x10046a3d0>, 'e g
oes here', 7)

wraps

, «» . 

import functools

def show_details(name, f):
    """Show details of a callable object."""
    print '%s:' % name
    print '\tobject:', f
    print '\t__name__:', 
    try:
        print f.__name__
    except AttributeError:
        print '(no __name__)'
    print '\t__doc__', repr(f.__doc__)
    print
    return

def simple_decorator(f):
    @functools.wraps(f)
    def decorated(a='decorated defaults', b=1):
        print '\tdecorated:', (a, b)
        print '\t',
        f(a, b=b)
        return
    return decorated

def myfunc(a, b=2):
    print '\tmyfunc:', (a,b)
    return

show_details('myfunc', myfunc)
myfunc('unwrapped, default b')
myfunc('unwrapped, passing b', 3)
print

wrapped_myfunc = simple_decorator(myfunc)
show_details('wrapped_myfunc', wrapped_myfunc)
wrapped_myfunc()
wrapped_myfunc('args to decorated', 4)

Functools wraps(), update_wrapper() .

Python 2 _cmp_(), -1, 0 1 , , , . Python 2.1 , _lt_(), _le_(), _eq_(), _ne_(), _gt_() _ge_(), . Python 3 cmp() , functools , Python 2, Python 3.

, . , , . total_ordering() , , .

import functools
import inspect
from pprint import pprint

@functools.total_ordering
class MyObject(object):
    def __init__(self, val):
        self.val = val
    def __eq__(self, other):
        print '  testing __eq__(%s, %s)' % (self.val, other.val)
        return self.val == other.val
    def __gt__(self, other):
        print '  testing __gt__(%s, %s)' % (self.val, other.val)
        return self.val > other.val

print 'Methods:\n'
pprint(inspect.getmembers(MyObject, inspect.ismethod))

a = MyObject(1)
b = MyObject(2)

print '\nComparisons:'
for expr in [ 'a < b', 'a <= b', 'a == b', 'a >= b', 'a > b' ]:
    print '\n%-6s:' % expr
    result = eval(expr)
    print '  result of %s: %s' % (expr, result)

_eq_() . , .

$ python functools_total_ordering.py

Methods:

[('__eq__', <unbound method MyObject.__eq__>),
 ('__ge__', <unbound method MyObject.__ge__>),
 ('__gt__', <unbound method MyObject.__gt__>),
 ('__init__', <unbound method MyObject.__init__>),
 ('__le__', <unbound method MyObject.__le__>),
 ('__lt__', <unbound method MyObject.__lt__>)]

Comparisons:

a < b :
  testing __gt__(1, 2)
  testing __eq__(1, 2)
  result of a < b: True

a <= b:
  testing __gt__(1, 2)
  result of a <= b: True

a == b:
  testing __eq__(1, 2)
  result of a == b: False

a >= b:
  testing __gt__(1, 2)
  testing __eq__(1, 2)
  result of a >= b: False

a > b :
  testing __gt__(1, 2)
  result of a > b: False

Python 3, cmp sort(). Python 2, , cmp_to_key() , , .

import functools

class MyObject(object):
    def __init__(self, val):
        self.val = val
    def __str__(self):
        return 'MyObject(%s)' % self.val

def compare_obj(a, b):
    """Old-style comparison function.
    """
    print 'comparing %s and %s' % (a, b)
    return cmp(a.val, b.val)

# Make a key function using cmp_to_key()
get_key = functools.cmp_to_key(compare_obj)

def get_key_wrapper(o):
    """Wrapper function for get_key to allow for print statements.
    """
    new_key = get_key(o)
    print 'key_wrapper(%s) -> %s' % (o, new_key)
    return new_key

objs = [ MyObject(x) for x in xrange(5, 0, -1) ]

for o in sorted(objs, key=get_key_wrapper):
    print o

: , cmp_to_key() , , , .

, sorted() get_key_wrapper() . , cmp_to_key(), , functools, . , – .

$ python functools_cmp_to_key.py

key_wrapper(MyObject(5)) -> <functools.K object at 0x100466558>
key_wrapper(MyObject(4)) -> <functools.K object at 0x100466590>
key_wrapper(MyObject(3)) -> <functools.K object at 0x1004665c8>
key_wrapper(MyObject(2)) -> <functools.K object at 0x100466600>
key_wrapper(MyObject(1)) -> <functools.K object at 0x100466638>
comparing MyObject(4) and MyObject(5)
comparing MyObject(3) and MyObject(4)
comparing MyObject(2) and MyObject(3)
comparing MyObject(1) and MyObject(2)
MyObject(1)
MyObject(2)
MyObject(3)
MyObject(4)
MyObject(5)

"Python Developer. Basic". "Pytest: " .




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