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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
Raymond Hettingerccae4792014-11-09 17:10:17 -080025 Transform an old-style comparison function to a :term:`key function`. Used
26 with tools that accept key functions (such as :func:`sorted`, :func:`min`,
Benjamin Petersond74ca122010-08-09 02:17:24 +000027 :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
Raymond Hettingerccae4792014-11-09 17:10:17 -080035 argument and returns another value to be used as the sort key.
Raymond Hettingera551f312010-04-04 18:34:45 +000036
Benjamin Petersond74ca122010-08-09 02:17:24 +000037 Example::
Raymond Hettingera551f312010-04-04 18:34:45 +000038
Benjamin Petersond74ca122010-08-09 02:17:24 +000039 sorted(iterable, key=cmp_to_key(locale.strcoll)) # locale-aware sort order
Raymond Hettingera551f312010-04-04 18:34:45 +000040
Raymond Hettinger34549412014-11-09 17:25:42 -080041 For sorting examples and a brief sorting tutorial, see :ref:`sortinghowto`.
Raymond Hettingerccae4792014-11-09 17:10:17 -080042
43
Raymond Hettingera551f312010-04-04 18:34:45 +000044 .. versionadded:: 2.7
45
Raymond Hettinger20ae90d2010-04-04 01:24:59 +000046.. function:: total_ordering(cls)
47
48 Given a class defining one or more rich comparison ordering methods, this
Andrew M. Kuchling884d0a32010-04-11 12:48:08 +000049 class decorator supplies the rest. This simplifies the effort involved
Raymond Hettinger20ae90d2010-04-04 01:24:59 +000050 in specifying all of the possible rich comparison operations:
51
52 The class must define one of :meth:`__lt__`, :meth:`__le__`,
53 :meth:`__gt__`, or :meth:`__ge__`.
54 In addition, the class should supply an :meth:`__eq__` method.
55
56 For example::
57
58 @total_ordering
59 class Student:
60 def __eq__(self, other):
61 return ((self.lastname.lower(), self.firstname.lower()) ==
62 (other.lastname.lower(), other.firstname.lower()))
63 def __lt__(self, other):
64 return ((self.lastname.lower(), self.firstname.lower()) <
65 (other.lastname.lower(), other.firstname.lower()))
Georg Brandlae0ee8a2007-08-28 08:29:08 +000066
Raymond Hettinger0d57caa2010-04-04 07:33:46 +000067 .. versionadded:: 2.7
68
Georg Brandlae0ee8a2007-08-28 08:29:08 +000069.. function:: reduce(function, iterable[, initializer])
70
71 This is the same function as :func:`reduce`. It is made available in this module
72 to allow writing code more forward-compatible with Python 3.
73
74 .. versionadded:: 2.6
Georg Brandl8ec7f652007-08-15 14:28:01 +000075
76
77.. function:: partial(func[,*args][, **keywords])
78
79 Return a new :class:`partial` object which when called will behave like *func*
80 called with the positional arguments *args* and keyword arguments *keywords*. If
81 more arguments are supplied to the call, they are appended to *args*. If
82 additional keyword arguments are supplied, they extend and override *keywords*.
83 Roughly equivalent to::
84
85 def partial(func, *args, **keywords):
86 def newfunc(*fargs, **fkeywords):
87 newkeywords = keywords.copy()
88 newkeywords.update(fkeywords)
89 return func(*(args + fargs), **newkeywords)
90 newfunc.func = func
91 newfunc.args = args
92 newfunc.keywords = keywords
93 return newfunc
94
95 The :func:`partial` is used for partial function application which "freezes"
96 some portion of a function's arguments and/or keywords resulting in a new object
97 with a simplified signature. For example, :func:`partial` can be used to create
98 a callable that behaves like the :func:`int` function where the *base* argument
Georg Brandle8f1b002008-03-22 22:04:10 +000099 defaults to two:
Georg Brandl8ec7f652007-08-15 14:28:01 +0000100
Georg Brandle8f1b002008-03-22 22:04:10 +0000101 >>> from functools import partial
Georg Brandl8ec7f652007-08-15 14:28:01 +0000102 >>> basetwo = partial(int, base=2)
103 >>> basetwo.__doc__ = 'Convert base 2 string to an int.'
104 >>> basetwo('10010')
105 18
106
107
108.. function:: update_wrapper(wrapper, wrapped[, assigned][, updated])
109
110 Update a *wrapper* function to look like the *wrapped* function. The optional
111 arguments are tuples to specify which attributes of the original function are
112 assigned directly to the matching attributes on the wrapper function and which
113 attributes of the wrapper function are updated with the corresponding attributes
114 from the original function. The default values for these arguments are the
115 module level constants *WRAPPER_ASSIGNMENTS* (which assigns to the wrapper
116 function's *__name__*, *__module__* and *__doc__*, the documentation string) and
117 *WRAPPER_UPDATES* (which updates the wrapper function's *__dict__*, i.e. the
118 instance dictionary).
119
Georg Brandl584265b2007-12-02 14:58:50 +0000120 The main intended use for this function is in :term:`decorator` functions which
121 wrap the decorated function and return the wrapper. If the wrapper function is
122 not updated, the metadata of the returned function will reflect the wrapper
Georg Brandl8ec7f652007-08-15 14:28:01 +0000123 definition rather than the original function definition, which is typically less
124 than helpful.
125
126
127.. function:: wraps(wrapped[, assigned][, updated])
128
Ezio Melotti249fcf62014-08-05 08:14:28 +0300129 This is a convenience function for invoking :func:`update_wrapper` as a
130 function decorator when defining a wrapper function. It is equivalent to
131 ``partial(update_wrapper, wrapped=wrapped, assigned=assigned, updated=updated)``.
132 For example::
Georg Brandl8ec7f652007-08-15 14:28:01 +0000133
Georg Brandle8f1b002008-03-22 22:04:10 +0000134 >>> from functools import wraps
Georg Brandl8ec7f652007-08-15 14:28:01 +0000135 >>> def my_decorator(f):
136 ... @wraps(f)
137 ... def wrapper(*args, **kwds):
138 ... print 'Calling decorated function'
139 ... return f(*args, **kwds)
140 ... return wrapper
141 ...
142 >>> @my_decorator
143 ... def example():
144 ... """Docstring"""
145 ... print 'Called example function'
146 ...
147 >>> example()
148 Calling decorated function
149 Called example function
150 >>> example.__name__
151 'example'
152 >>> example.__doc__
153 'Docstring'
154
155 Without the use of this decorator factory, the name of the example function
156 would have been ``'wrapper'``, and the docstring of the original :func:`example`
157 would have been lost.
158
159
160.. _partial-objects:
161
162:class:`partial` Objects
163------------------------
164
165:class:`partial` objects are callable objects created by :func:`partial`. They
166have three read-only attributes:
167
168
169.. attribute:: partial.func
170
171 A callable object or function. Calls to the :class:`partial` object will be
172 forwarded to :attr:`func` with new arguments and keywords.
173
174
175.. attribute:: partial.args
176
177 The leftmost positional arguments that will be prepended to the positional
178 arguments provided to a :class:`partial` object call.
179
180
181.. attribute:: partial.keywords
182
183 The keyword arguments that will be supplied when the :class:`partial` object is
184 called.
185
186:class:`partial` objects are like :class:`function` objects in that they are
187callable, weak referencable, and can have attributes. There are some important
188differences. For instance, the :attr:`__name__` and :attr:`__doc__` attributes
189are not created automatically. Also, :class:`partial` objects defined in
190classes behave like static methods and do not transform into bound methods
191during instance attribute look-up.
192