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Georg Brandl8ec7f652007-08-15 14:28:01 +00001:mod:`functools` --- Higher order functions and operations on callable objects
2==============================================================================
3
4.. module:: functools
5 :synopsis: Higher order functions and operations on callable objects.
6.. 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
11
12.. versionadded:: 2.5
13
14The :mod:`functools` module is for higher-order functions: functions that act on
15or return other functions. In general, any callable object can be treated as a
16function for the purposes of this module.
17
Raymond Hettingere0e08222010-11-06 07:10:31 +000018.. seealso::
19
20 Latest version of the `functools Python source code
21 <http://svn.python.org/view/python/branches/release27-maint/Lib/functools.py?view=markup>`_
22
Georg Brandlae0ee8a2007-08-28 08:29:08 +000023The :mod:`functools` module defines the following functions:
24
Raymond Hettingerbb006cf2010-04-04 21:45:01 +000025.. function:: cmp_to_key(func)
Raymond Hettingera551f312010-04-04 18:34:45 +000026
Benjamin Petersond74ca122010-08-09 02:17:24 +000027 Transform an old-style comparison function to a key-function. Used with
28 tools that accept key functions (such as :func:`sorted`, :func:`min`,
29 :func:`max`, :func:`heapq.nlargest`, :func:`heapq.nsmallest`,
30 :func:`itertools.groupby`). This function is primarily used as a transition
31 tool for programs being converted to Py3.x where comparison functions are no
32 longer supported.
Raymond Hettingera551f312010-04-04 18:34:45 +000033
Benjamin Petersond74ca122010-08-09 02:17:24 +000034 A compare function is any callable that accept two arguments, compares them,
35 and returns a negative number for less-than, zero for equality, or a positive
36 number for greater-than. A key function is a callable that accepts one
37 argument and returns another value that indicates the position in the desired
38 collation sequence.
Raymond Hettingera551f312010-04-04 18:34:45 +000039
Benjamin Petersond74ca122010-08-09 02:17:24 +000040 Example::
Raymond Hettingera551f312010-04-04 18:34:45 +000041
Benjamin Petersond74ca122010-08-09 02:17:24 +000042 sorted(iterable, key=cmp_to_key(locale.strcoll)) # locale-aware sort order
Raymond Hettingera551f312010-04-04 18:34:45 +000043
44 .. 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
129 This is a convenience function for invoking ``partial(update_wrapper,
130 wrapped=wrapped, assigned=assigned, updated=updated)`` as a function decorator
Georg Brandle8f1b002008-03-22 22:04:10 +0000131 when defining a wrapper function. For example:
Georg Brandl8ec7f652007-08-15 14:28:01 +0000132
Georg Brandle8f1b002008-03-22 22:04:10 +0000133 >>> from functools import wraps
Georg Brandl8ec7f652007-08-15 14:28:01 +0000134 >>> def my_decorator(f):
135 ... @wraps(f)
136 ... def wrapper(*args, **kwds):
137 ... print 'Calling decorated function'
138 ... return f(*args, **kwds)
139 ... return wrapper
140 ...
141 >>> @my_decorator
142 ... def example():
143 ... """Docstring"""
144 ... print 'Called example function'
145 ...
146 >>> example()
147 Calling decorated function
148 Called example function
149 >>> example.__name__
150 'example'
151 >>> example.__doc__
152 'Docstring'
153
154 Without the use of this decorator factory, the name of the example function
155 would have been ``'wrapper'``, and the docstring of the original :func:`example`
156 would have been lost.
157
158
159.. _partial-objects:
160
161:class:`partial` Objects
162------------------------
163
164:class:`partial` objects are callable objects created by :func:`partial`. They
165have three read-only attributes:
166
167
168.. attribute:: partial.func
169
170 A callable object or function. Calls to the :class:`partial` object will be
171 forwarded to :attr:`func` with new arguments and keywords.
172
173
174.. attribute:: partial.args
175
176 The leftmost positional arguments that will be prepended to the positional
177 arguments provided to a :class:`partial` object call.
178
179
180.. attribute:: partial.keywords
181
182 The keyword arguments that will be supplied when the :class:`partial` object is
183 called.
184
185:class:`partial` objects are like :class:`function` objects in that they are
186callable, weak referencable, and can have attributes. There are some important
187differences. For instance, the :attr:`__name__` and :attr:`__doc__` attributes
188are not created automatically. Also, :class:`partial` objects defined in
189classes behave like static methods and do not transform into bound methods
190during instance attribute look-up.
191