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Georg Brandle9401a02012-01-25 22:36:25 +01001:mod:`functools` --- Higher-order functions and operations on callable objects
Georg Brandl8ec7f652007-08-15 14:28:01 +00002==============================================================================
3
4.. module:: functools
Georg Brandle9401a02012-01-25 22:36:25 +01005 :synopsis: Higher-order functions and operations on callable objects.
Georg Brandl8ec7f652007-08-15 14:28:01 +00006.. moduleauthor:: Peter Harris <scav@blueyonder.co.uk>
7.. moduleauthor:: Raymond Hettinger <python@rcn.com>
8.. moduleauthor:: Nick Coghlan <ncoghlan@gmail.com>
9.. sectionauthor:: Peter Harris <scav@blueyonder.co.uk>
10
Georg Brandl8ec7f652007-08-15 14:28:01 +000011.. versionadded:: 2.5
12
Éric Araujo29a0b572011-08-19 02:14:03 +020013**Source code:** :source:`Lib/functools.py`
14
15--------------
16
Georg Brandl8ec7f652007-08-15 14:28:01 +000017The :mod:`functools` module is for higher-order functions: functions that act on
18or return other functions. In general, any callable object can be treated as a
19function for the purposes of this module.
20
Georg Brandlae0ee8a2007-08-28 08:29:08 +000021The :mod:`functools` module defines the following functions:
22
Raymond Hettingerbb006cf2010-04-04 21:45:01 +000023.. function:: cmp_to_key(func)
Raymond Hettingera551f312010-04-04 18:34:45 +000024
Georg Brandldfdc46f2012-01-23 20:19:33 +010025 Transform an old-style comparison function to a key function. Used with
Benjamin Petersond74ca122010-08-09 02:17:24 +000026 tools that accept key functions (such as :func:`sorted`, :func:`min`,
27 :func:`max`, :func:`heapq.nlargest`, :func:`heapq.nsmallest`,
28 :func:`itertools.groupby`). This function is primarily used as a transition
Ezio Melotti055d70d2012-01-16 08:21:24 +020029 tool for programs being converted to Python 3 where comparison functions are
30 no longer supported.
Raymond Hettingera551f312010-04-04 18:34:45 +000031
Georg Brandle9401a02012-01-25 22:36:25 +010032 A comparison function is any callable that accept two arguments, compares them,
Benjamin Petersond74ca122010-08-09 02:17:24 +000033 and returns a negative number for less-than, zero for equality, or a positive
34 number for greater-than. A key function is a callable that accepts one
35 argument and returns another value that indicates the position in the desired
36 collation sequence.
Raymond Hettingera551f312010-04-04 18:34:45 +000037
Benjamin Petersond74ca122010-08-09 02:17:24 +000038 Example::
Raymond Hettingera551f312010-04-04 18:34:45 +000039
Benjamin Petersond74ca122010-08-09 02:17:24 +000040 sorted(iterable, key=cmp_to_key(locale.strcoll)) # locale-aware sort order
Raymond Hettingera551f312010-04-04 18:34:45 +000041
42 .. versionadded:: 2.7
43
Raymond Hettinger20ae90d2010-04-04 01:24:59 +000044.. function:: total_ordering(cls)
45
46 Given a class defining one or more rich comparison ordering methods, this
Andrew M. Kuchling884d0a32010-04-11 12:48:08 +000047 class decorator supplies the rest. This simplifies the effort involved
Raymond Hettinger20ae90d2010-04-04 01:24:59 +000048 in specifying all of the possible rich comparison operations:
49
50 The class must define one of :meth:`__lt__`, :meth:`__le__`,
51 :meth:`__gt__`, or :meth:`__ge__`.
52 In addition, the class should supply an :meth:`__eq__` method.
53
54 For example::
55
56 @total_ordering
57 class Student:
58 def __eq__(self, other):
59 return ((self.lastname.lower(), self.firstname.lower()) ==
60 (other.lastname.lower(), other.firstname.lower()))
61 def __lt__(self, other):
62 return ((self.lastname.lower(), self.firstname.lower()) <
63 (other.lastname.lower(), other.firstname.lower()))
Georg Brandlae0ee8a2007-08-28 08:29:08 +000064
Raymond Hettinger0d57caa2010-04-04 07:33:46 +000065 .. versionadded:: 2.7
66
Georg Brandlae0ee8a2007-08-28 08:29:08 +000067.. function:: reduce(function, iterable[, initializer])
68
69 This is the same function as :func:`reduce`. It is made available in this module
70 to allow writing code more forward-compatible with Python 3.
71
72 .. versionadded:: 2.6
Georg Brandl8ec7f652007-08-15 14:28:01 +000073
74
75.. function:: partial(func[,*args][, **keywords])
76
77 Return a new :class:`partial` object which when called will behave like *func*
78 called with the positional arguments *args* and keyword arguments *keywords*. If
79 more arguments are supplied to the call, they are appended to *args*. If
80 additional keyword arguments are supplied, they extend and override *keywords*.
81 Roughly equivalent to::
82
83 def partial(func, *args, **keywords):
84 def newfunc(*fargs, **fkeywords):
85 newkeywords = keywords.copy()
86 newkeywords.update(fkeywords)
87 return func(*(args + fargs), **newkeywords)
88 newfunc.func = func
89 newfunc.args = args
90 newfunc.keywords = keywords
91 return newfunc
92
93 The :func:`partial` is used for partial function application which "freezes"
94 some portion of a function's arguments and/or keywords resulting in a new object
95 with a simplified signature. For example, :func:`partial` can be used to create
96 a callable that behaves like the :func:`int` function where the *base* argument
Georg Brandle8f1b002008-03-22 22:04:10 +000097 defaults to two:
Georg Brandl8ec7f652007-08-15 14:28:01 +000098
Georg Brandle8f1b002008-03-22 22:04:10 +000099 >>> from functools import partial
Georg Brandl8ec7f652007-08-15 14:28:01 +0000100 >>> basetwo = partial(int, base=2)
101 >>> basetwo.__doc__ = 'Convert base 2 string to an int.'
102 >>> basetwo('10010')
103 18
104
105
106.. function:: update_wrapper(wrapper, wrapped[, assigned][, updated])
107
108 Update a *wrapper* function to look like the *wrapped* function. The optional
109 arguments are tuples to specify which attributes of the original function are
110 assigned directly to the matching attributes on the wrapper function and which
111 attributes of the wrapper function are updated with the corresponding attributes
112 from the original function. The default values for these arguments are the
113 module level constants *WRAPPER_ASSIGNMENTS* (which assigns to the wrapper
114 function's *__name__*, *__module__* and *__doc__*, the documentation string) and
115 *WRAPPER_UPDATES* (which updates the wrapper function's *__dict__*, i.e. the
116 instance dictionary).
117
Georg Brandl584265b2007-12-02 14:58:50 +0000118 The main intended use for this function is in :term:`decorator` functions which
119 wrap the decorated function and return the wrapper. If the wrapper function is
120 not updated, the metadata of the returned function will reflect the wrapper
Georg Brandl8ec7f652007-08-15 14:28:01 +0000121 definition rather than the original function definition, which is typically less
122 than helpful.
123
124
125.. function:: wraps(wrapped[, assigned][, updated])
126
Ezio Melotti249fcf62014-08-05 08:14:28 +0300127 This is a convenience function for invoking :func:`update_wrapper` as a
128 function decorator when defining a wrapper function. It is equivalent to
129 ``partial(update_wrapper, wrapped=wrapped, assigned=assigned, updated=updated)``.
130 For example::
Georg Brandl8ec7f652007-08-15 14:28:01 +0000131
Georg Brandle8f1b002008-03-22 22:04:10 +0000132 >>> from functools import wraps
Georg Brandl8ec7f652007-08-15 14:28:01 +0000133 >>> def my_decorator(f):
134 ... @wraps(f)
135 ... def wrapper(*args, **kwds):
136 ... print 'Calling decorated function'
137 ... return f(*args, **kwds)
138 ... return wrapper
139 ...
140 >>> @my_decorator
141 ... def example():
142 ... """Docstring"""
143 ... print 'Called example function'
144 ...
145 >>> example()
146 Calling decorated function
147 Called example function
148 >>> example.__name__
149 'example'
150 >>> example.__doc__
151 'Docstring'
152
153 Without the use of this decorator factory, the name of the example function
154 would have been ``'wrapper'``, and the docstring of the original :func:`example`
155 would have been lost.
156
157
158.. _partial-objects:
159
160:class:`partial` Objects
161------------------------
162
163:class:`partial` objects are callable objects created by :func:`partial`. They
164have three read-only attributes:
165
166
167.. attribute:: partial.func
168
169 A callable object or function. Calls to the :class:`partial` object will be
170 forwarded to :attr:`func` with new arguments and keywords.
171
172
173.. attribute:: partial.args
174
175 The leftmost positional arguments that will be prepended to the positional
176 arguments provided to a :class:`partial` object call.
177
178
179.. attribute:: partial.keywords
180
181 The keyword arguments that will be supplied when the :class:`partial` object is
182 called.
183
184:class:`partial` objects are like :class:`function` objects in that they are
185callable, weak referencable, and can have attributes. There are some important
186differences. For instance, the :attr:`__name__` and :attr:`__doc__` attributes
187are not created automatically. Also, :class:`partial` objects defined in
188classes behave like static methods and do not transform into bound methods
189during instance attribute look-up.
190