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Thomas Wouters73e5a5b2006-06-08 15:35:45 +00001"""functools.py - Tools for working with functions and callable objects
Thomas Wouters4d70c3d2006-06-08 14:42:34 +00002"""
3# Python module wrapper for _functools C module
4# to allow utilities written in Python to be added
5# to the functools module.
6# Written by Nick Coghlan <ncoghlan at gmail.com>
Georg Brandl2e7346a2010-07-31 18:09:23 +00007# and Raymond Hettinger <python at rcn.com>
8# Copyright (C) 2006-2010 Python Software Foundation.
Thomas Wouters73e5a5b2006-06-08 15:35:45 +00009# See C source code for _functools credits/copyright
Thomas Wouters4d70c3d2006-06-08 14:42:34 +000010
Georg Brandl2e7346a2010-07-31 18:09:23 +000011__all__ = ['update_wrapper', 'wraps', 'WRAPPER_ASSIGNMENTS', 'WRAPPER_UPDATES',
Benjamin Peterson1017ae52010-09-10 23:35:52 +000012 'total_ordering', 'cmp_to_key', 'lru_cache', 'reduce', 'partial']
Georg Brandl2e7346a2010-07-31 18:09:23 +000013
Guido van Rossum0919a1a2006-08-26 20:49:04 +000014from _functools import partial, reduce
Nick Coghlan234515a2010-11-30 06:19:46 +000015from collections import OrderedDict, namedtuple
Raymond Hettingercbe88132010-08-14 22:22:10 +000016try:
17 from _thread import allocate_lock as Lock
18except:
19 from _dummy_thread import allocate_lock as Lock
Thomas Wouters4d70c3d2006-06-08 14:42:34 +000020
Thomas Wouters73e5a5b2006-06-08 15:35:45 +000021# update_wrapper() and wraps() are tools to help write
22# wrapper functions that can handle naive introspection
23
Antoine Pitrou560f7642010-08-04 18:28:02 +000024WRAPPER_ASSIGNMENTS = ('__module__', '__name__', '__doc__', '__annotations__')
Thomas Wouters73e5a5b2006-06-08 15:35:45 +000025WRAPPER_UPDATES = ('__dict__',)
26def update_wrapper(wrapper,
27 wrapped,
28 assigned = WRAPPER_ASSIGNMENTS,
29 updated = WRAPPER_UPDATES):
30 """Update a wrapper function to look like the wrapped function
31
32 wrapper is the function to be updated
33 wrapped is the original function
34 assigned is a tuple naming the attributes assigned directly
35 from the wrapped function to the wrapper function (defaults to
36 functools.WRAPPER_ASSIGNMENTS)
Thomas Wouters89f507f2006-12-13 04:49:30 +000037 updated is a tuple naming the attributes of the wrapper that
Thomas Wouters73e5a5b2006-06-08 15:35:45 +000038 are updated with the corresponding attribute from the wrapped
39 function (defaults to functools.WRAPPER_UPDATES)
40 """
Nick Coghlan98876832010-08-17 06:17:18 +000041 wrapper.__wrapped__ = wrapped
Thomas Wouters73e5a5b2006-06-08 15:35:45 +000042 for attr in assigned:
Nick Coghlan98876832010-08-17 06:17:18 +000043 try:
44 value = getattr(wrapped, attr)
45 except AttributeError:
46 pass
47 else:
48 setattr(wrapper, attr, value)
Thomas Wouters73e5a5b2006-06-08 15:35:45 +000049 for attr in updated:
Thomas Wouters89f507f2006-12-13 04:49:30 +000050 getattr(wrapper, attr).update(getattr(wrapped, attr, {}))
Thomas Wouters73e5a5b2006-06-08 15:35:45 +000051 # Return the wrapper so this can be used as a decorator via partial()
52 return wrapper
53
54def wraps(wrapped,
55 assigned = WRAPPER_ASSIGNMENTS,
56 updated = WRAPPER_UPDATES):
57 """Decorator factory to apply update_wrapper() to a wrapper function
58
59 Returns a decorator that invokes update_wrapper() with the decorated
60 function as the wrapper argument and the arguments to wraps() as the
61 remaining arguments. Default arguments are as for update_wrapper().
62 This is a convenience function to simplify applying partial() to
63 update_wrapper().
64 """
65 return partial(update_wrapper, wrapped=wrapped,
66 assigned=assigned, updated=updated)
Raymond Hettingerc50846a2010-04-05 18:56:31 +000067
68def total_ordering(cls):
Georg Brandle5a26732010-05-19 21:06:36 +000069 """Class decorator that fills in missing ordering methods"""
Raymond Hettingerc50846a2010-04-05 18:56:31 +000070 convert = {
Raymond Hettinger23f9fc32011-01-08 07:01:56 +000071 '__lt__': [('__gt__', lambda self, other: not (self < other or self == other)),
72 ('__le__', lambda self, other: self < other or self == other),
Raymond Hettingerc50846a2010-04-05 18:56:31 +000073 ('__ge__', lambda self, other: not self < other)],
Raymond Hettinger23f9fc32011-01-08 07:01:56 +000074 '__le__': [('__ge__', lambda self, other: not self <= other or self == other),
75 ('__lt__', lambda self, other: self <= other and not self == other),
Raymond Hettingerc50846a2010-04-05 18:56:31 +000076 ('__gt__', lambda self, other: not self <= other)],
Raymond Hettinger23f9fc32011-01-08 07:01:56 +000077 '__gt__': [('__lt__', lambda self, other: not (self > other or self == other)),
78 ('__ge__', lambda self, other: self > other or self == other),
Raymond Hettingerc50846a2010-04-05 18:56:31 +000079 ('__le__', lambda self, other: not self > other)],
Raymond Hettinger23f9fc32011-01-08 07:01:56 +000080 '__ge__': [('__le__', lambda self, other: (not self >= other) or self == other),
81 ('__gt__', lambda self, other: self >= other and not self == other),
Raymond Hettingerc50846a2010-04-05 18:56:31 +000082 ('__lt__', lambda self, other: not self >= other)]
83 }
Raymond Hettinger3255c632010-09-16 00:31:21 +000084 # Find user-defined comparisons (not those inherited from object).
Raymond Hettinger1006bd42010-09-14 22:55:13 +000085 roots = [op for op in convert if getattr(cls, op, None) is not getattr(object, op, None)]
Raymond Hettinger56de7e22010-04-10 16:59:03 +000086 if not roots:
87 raise ValueError('must define at least one ordering operation: < > <= >=')
88 root = max(roots) # prefer __lt__ to __le__ to __gt__ to __ge__
Raymond Hettingerc50846a2010-04-05 18:56:31 +000089 for opname, opfunc in convert[root]:
90 if opname not in roots:
91 opfunc.__name__ = opname
92 opfunc.__doc__ = getattr(int, opname).__doc__
93 setattr(cls, opname, opfunc)
94 return cls
95
96def cmp_to_key(mycmp):
Georg Brandle5a26732010-05-19 21:06:36 +000097 """Convert a cmp= function into a key= function"""
Raymond Hettingerc50846a2010-04-05 18:56:31 +000098 class K(object):
Raymond Hettingera0d1d962011-03-21 17:50:28 -070099 __slots__ = ['obj']
Raymond Hettinger7ab9e222011-04-05 02:33:54 -0700100 def __init__(self, obj):
Raymond Hettingerc50846a2010-04-05 18:56:31 +0000101 self.obj = obj
102 def __lt__(self, other):
103 return mycmp(self.obj, other.obj) < 0
104 def __gt__(self, other):
105 return mycmp(self.obj, other.obj) > 0
106 def __eq__(self, other):
107 return mycmp(self.obj, other.obj) == 0
108 def __le__(self, other):
109 return mycmp(self.obj, other.obj) <= 0
110 def __ge__(self, other):
111 return mycmp(self.obj, other.obj) >= 0
112 def __ne__(self, other):
113 return mycmp(self.obj, other.obj) != 0
Raymond Hettinger003be522011-05-03 11:01:32 -0700114 __hash__ = None
Raymond Hettingerc50846a2010-04-05 18:56:31 +0000115 return K
Georg Brandl2e7346a2010-07-31 18:09:23 +0000116
Raymond Hettinger7ab9e222011-04-05 02:33:54 -0700117try:
118 from _functools import cmp_to_key
119except ImportError:
120 pass
121
Raymond Hettinger7496b412010-11-30 19:15:45 +0000122_CacheInfo = namedtuple("CacheInfo", "hits misses maxsize currsize")
Nick Coghlan234515a2010-11-30 06:19:46 +0000123
Raymond Hettingercd9fdfd2011-10-20 08:57:45 -0700124def lru_cache(maxsize=100, typed=False):
Benjamin Peterson1f594ad2010-08-08 13:17:07 +0000125 """Least-recently-used cache decorator.
Georg Brandl2e7346a2010-07-31 18:09:23 +0000126
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000127 If *maxsize* is set to None, the LRU features are disabled and the cache
128 can grow without bound.
129
Raymond Hettingercd9fdfd2011-10-20 08:57:45 -0700130 If *typed* is True, arguments of different types will be cached separately.
131 For example, f(3.0) and f(3) will be treated as distinct calls with
132 distinct results.
133
Georg Brandl2e7346a2010-07-31 18:09:23 +0000134 Arguments to the cached function must be hashable.
Raymond Hettinger5fa40c02010-11-25 08:11:57 +0000135
Raymond Hettinger00f2f972010-12-01 00:47:56 +0000136 View the cache statistics named tuple (hits, misses, maxsize, currsize) with
Raymond Hettinger5e20bab2010-11-30 07:13:04 +0000137 f.cache_info(). Clear the cache and statistics with f.cache_clear().
Raymond Hettinger00f2f972010-12-01 00:47:56 +0000138 Access the underlying function with f.__wrapped__.
Raymond Hettinger5fa40c02010-11-25 08:11:57 +0000139
140 See: http://en.wikipedia.org/wiki/Cache_algorithms#Least_Recently_Used
Georg Brandl2e7346a2010-07-31 18:09:23 +0000141
Benjamin Peterson1f594ad2010-08-08 13:17:07 +0000142 """
Raymond Hettinger5fa40c02010-11-25 08:11:57 +0000143 # Users should only access the lru_cache through its public API:
Raymond Hettinger5e20bab2010-11-30 07:13:04 +0000144 # cache_info, cache_clear, and f.__wrapped__
Raymond Hettinger5fa40c02010-11-25 08:11:57 +0000145 # The internals of the lru_cache are encapsulated for thread safety and
146 # to allow the implementation to change (including a possible C version).
147
148 def decorating_function(user_function,
Raymond Hettingercd9fdfd2011-10-20 08:57:45 -0700149 *, tuple=tuple, sorted=sorted, map=map, len=len, type=type, KeyError=KeyError):
Raymond Hettinger5fa40c02010-11-25 08:11:57 +0000150
Nick Coghlan234515a2010-11-30 06:19:46 +0000151 hits = misses = 0
Raymond Hettinger7e4c1682011-03-18 15:09:10 -0700152 kwd_mark = (object(),) # separates positional and keyword args
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700153 lock = Lock() # needed because OrderedDict isn't threadsafe
Georg Brandl2e7346a2010-07-31 18:09:23 +0000154
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000155 if maxsize is None:
156 cache = dict() # simple cache without ordering or size limit
157
158 @wraps(user_function)
159 def wrapper(*args, **kwds):
160 nonlocal hits, misses
161 key = args
162 if kwds:
Raymond Hettingercd9fdfd2011-10-20 08:57:45 -0700163 sorted_items = tuple(sorted(kwds.items()))
164 key += kwd_mark + sorted_items
165 if typed:
166 key += tuple(map(type, args))
167 if kwds:
168 key += tuple(type(v) for k, v in sorted_items)
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000169 try:
Raymond Hettingercbe88132010-08-14 22:22:10 +0000170 result = cache[key]
Nick Coghlan234515a2010-11-30 06:19:46 +0000171 hits += 1
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700172 return result
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000173 except KeyError:
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700174 pass
175 result = user_function(*args, **kwds)
176 cache[key] = result
177 misses += 1
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000178 return result
179 else:
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700180 cache = OrderedDict() # ordered least recent to most recent
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000181 cache_popitem = cache.popitem
182 cache_renew = cache.move_to_end
183
184 @wraps(user_function)
185 def wrapper(*args, **kwds):
186 nonlocal hits, misses
187 key = args
188 if kwds:
Raymond Hettingercd9fdfd2011-10-20 08:57:45 -0700189 sorted_items = tuple(sorted(kwds.items()))
190 key += kwd_mark + sorted_items
191 if typed:
192 key += tuple(map(type, args))
193 if kwds:
194 key += tuple(type(v) for k, v in sorted_items)
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700195 with lock:
196 try:
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000197 result = cache[key]
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700198 cache_renew(key) # record recent use of this key
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000199 hits += 1
Raymond Hettinger4b779b32011-10-15 23:50:42 -0700200 return result
201 except KeyError:
202 pass
203 result = user_function(*args, **kwds)
204 with lock:
205 cache[key] = result # record recent use of this key
206 misses += 1
207 if len(cache) > maxsize:
208 cache_popitem(0) # purge least recently used cache entry
Raymond Hettingerc79fb0e2010-12-01 03:45:41 +0000209 return result
Georg Brandl2e7346a2010-07-31 18:09:23 +0000210
Nick Coghlan234515a2010-11-30 06:19:46 +0000211 def cache_info():
Raymond Hettinger5e20bab2010-11-30 07:13:04 +0000212 """Report cache statistics"""
Nick Coghlan234515a2010-11-30 06:19:46 +0000213 with lock:
Raymond Hettinger7496b412010-11-30 19:15:45 +0000214 return _CacheInfo(hits, misses, maxsize, len(cache))
Nick Coghlan234515a2010-11-30 06:19:46 +0000215
Raymond Hettinger02566ec2010-09-04 22:46:06 +0000216 def cache_clear():
Benjamin Peterson1f594ad2010-08-08 13:17:07 +0000217 """Clear the cache and cache statistics"""
Nick Coghlan234515a2010-11-30 06:19:46 +0000218 nonlocal hits, misses
Raymond Hettingercbe88132010-08-14 22:22:10 +0000219 with lock:
220 cache.clear()
Nick Coghlan234515a2010-11-30 06:19:46 +0000221 hits = misses = 0
Georg Brandl2e7346a2010-07-31 18:09:23 +0000222
Nick Coghlan234515a2010-11-30 06:19:46 +0000223 wrapper.cache_info = cache_info
Raymond Hettinger02566ec2010-09-04 22:46:06 +0000224 wrapper.cache_clear = cache_clear
Georg Brandl2e7346a2010-07-31 18:09:23 +0000225 return wrapper
Raymond Hettinger5fa40c02010-11-25 08:11:57 +0000226
Georg Brandl2e7346a2010-07-31 18:09:23 +0000227 return decorating_function