2 :mod:`sets` --- Unordered collections of unique elements
3 ========================================================
6 :synopsis: Implementation of sets of unique elements.
8 .. moduleauthor:: Greg V. Wilson <gvwilson@nevex.com>
9 .. moduleauthor:: Alex Martelli <aleax@aleax.it>
10 .. moduleauthor:: Guido van Rossum <guido@python.org>
11 .. sectionauthor:: Raymond D. Hettinger <python@rcn.com>
17 The built-in ``set``/``frozenset`` types replace this module.
19 The :mod:`sets` module provides classes for constructing and manipulating
20 unordered collections of unique elements. Common uses include membership
21 testing, removing duplicates from a sequence, and computing standard math
22 operations on sets such as intersection, union, difference, and symmetric
25 Like other collections, sets support ``x in set``, ``len(set)``, and ``for x in
26 set``. Being an unordered collection, sets do not record element position or
27 order of insertion. Accordingly, sets do not support indexing, slicing, or
28 other sequence-like behavior.
30 Most set applications use the :class:`Set` class which provides every set method
31 except for :meth:`__hash__`. For advanced applications requiring a hash method,
32 the :class:`ImmutableSet` class adds a :meth:`__hash__` method but omits methods
33 which alter the contents of the set. Both :class:`Set` and :class:`ImmutableSet`
34 derive from :class:`BaseSet`, an abstract class useful for determining whether
35 something is a set: ``isinstance(obj, BaseSet)``.
37 The set classes are implemented using dictionaries. Accordingly, the
38 requirements for set elements are the same as those for dictionary keys; namely,
39 that the element defines both :meth:`__eq__` and :meth:`__hash__`. As a result,
40 sets cannot contain mutable elements such as lists or dictionaries. However,
41 they can contain immutable collections such as tuples or instances of
42 :class:`ImmutableSet`. For convenience in implementing sets of sets, inner sets
43 are automatically converted to immutable form, for example,
44 ``Set([Set(['dog'])])`` is transformed to ``Set([ImmutableSet(['dog'])])``.
47 .. class:: Set([iterable])
49 Constructs a new empty :class:`Set` object. If the optional *iterable*
50 parameter is supplied, updates the set with elements obtained from iteration.
51 All of the elements in *iterable* should be immutable or be transformable to an
52 immutable using the protocol described in section :ref:`immutable-transforms`.
55 .. class:: ImmutableSet([iterable])
57 Constructs a new empty :class:`ImmutableSet` object. If the optional *iterable*
58 parameter is supplied, updates the set with elements obtained from iteration.
59 All of the elements in *iterable* should be immutable or be transformable to an
60 immutable using the protocol described in section :ref:`immutable-transforms`.
62 Because :class:`ImmutableSet` objects provide a :meth:`__hash__` method, they
63 can be used as set elements or as dictionary keys. :class:`ImmutableSet`
64 objects do not have methods for adding or removing elements, so all of the
65 elements must be known when the constructor is called.
73 Instances of :class:`Set` and :class:`ImmutableSet` both provide the following
76 +-------------------------------+------------+---------------------------------+
77 | Operation | Equivalent | Result |
78 +===============================+============+=================================+
79 | ``len(s)`` | | cardinality of set *s* |
80 +-------------------------------+------------+---------------------------------+
81 | ``x in s`` | | test *x* for membership in *s* |
82 +-------------------------------+------------+---------------------------------+
83 | ``x not in s`` | | test *x* for non-membership in |
85 +-------------------------------+------------+---------------------------------+
86 | ``s.issubset(t)`` | ``s <= t`` | test whether every element in |
88 +-------------------------------+------------+---------------------------------+
89 | ``s.issuperset(t)`` | ``s >= t`` | test whether every element in |
91 +-------------------------------+------------+---------------------------------+
92 | ``s.union(t)`` | ``s | t`` | new set with elements from both |
94 +-------------------------------+------------+---------------------------------+
95 | ``s.intersection(t)`` | ``s & t`` | new set with elements common to |
97 +-------------------------------+------------+---------------------------------+
98 | ``s.difference(t)`` | ``s - t`` | new set with elements in *s* |
99 | | | but not in *t* |
100 +-------------------------------+------------+---------------------------------+
101 | ``s.symmetric_difference(t)`` | ``s ^ t`` | new set with elements in either |
102 | | | *s* or *t* but not both |
103 +-------------------------------+------------+---------------------------------+
104 | ``s.copy()`` | | new set with a shallow copy of |
106 +-------------------------------+------------+---------------------------------+
108 Note, the non-operator versions of :meth:`union`, :meth:`intersection`,
109 :meth:`difference`, and :meth:`symmetric_difference` will accept any iterable as
110 an argument. In contrast, their operator based counterparts require their
111 arguments to be sets. This precludes error-prone constructions like
112 ``Set('abc') & 'cbs'`` in favor of the more readable
113 ``Set('abc').intersection('cbs')``.
115 .. versionchanged:: 2.3.1
116 Formerly all arguments were required to be sets.
118 In addition, both :class:`Set` and :class:`ImmutableSet` support set to set
119 comparisons. Two sets are equal if and only if every element of each set is
120 contained in the other (each is a subset of the other). A set is less than
121 another set if and only if the first set is a proper subset of the second set
122 (is a subset, but is not equal). A set is greater than another set if and only
123 if the first set is a proper superset of the second set (is a superset, but is
126 The subset and equality comparisons do not generalize to a complete ordering
127 function. For example, any two disjoint sets are not equal and are not subsets
128 of each other, so *all* of the following return ``False``: ``a<b``, ``a==b``,
129 or ``a>b``. Accordingly, sets do not implement the :meth:`__cmp__` method.
131 Since sets only define partial ordering (subset relationships), the output of
132 the :meth:`list.sort` method is undefined for lists of sets.
134 The following table lists operations available in :class:`ImmutableSet` but not
135 found in :class:`Set`:
137 +-------------+------------------------------+
138 | Operation | Result |
139 +=============+==============================+
140 | ``hash(s)`` | returns a hash value for *s* |
141 +-------------+------------------------------+
143 The following table lists operations available in :class:`Set` but not found in
144 :class:`ImmutableSet`:
146 +--------------------------------------+-------------+---------------------------------+
147 | Operation | Equivalent | Result |
148 +======================================+=============+=================================+
149 | ``s.update(t)`` | *s* \|= *t* | return set *s* with elements |
150 | | | added from *t* |
151 +--------------------------------------+-------------+---------------------------------+
152 | ``s.intersection_update(t)`` | *s* &= *t* | return set *s* keeping only |
153 | | | elements also found in *t* |
154 +--------------------------------------+-------------+---------------------------------+
155 | ``s.difference_update(t)`` | *s* -= *t* | return set *s* after removing |
156 | | | elements found in *t* |
157 +--------------------------------------+-------------+---------------------------------+
158 | ``s.symmetric_difference_update(t)`` | *s* ^= *t* | return set *s* with elements |
159 | | | from *s* or *t* but not both |
160 +--------------------------------------+-------------+---------------------------------+
161 | ``s.add(x)`` | | add element *x* to set *s* |
162 +--------------------------------------+-------------+---------------------------------+
163 | ``s.remove(x)`` | | remove *x* from set *s*; raises |
164 | | | :exc:`KeyError` if not present |
165 +--------------------------------------+-------------+---------------------------------+
166 | ``s.discard(x)`` | | removes *x* from set *s* if |
168 +--------------------------------------+-------------+---------------------------------+
169 | ``s.pop()`` | | remove and return an arbitrary |
170 | | | element from *s*; raises |
171 | | | :exc:`KeyError` if empty |
172 +--------------------------------------+-------------+---------------------------------+
173 | ``s.clear()`` | | remove all elements from set |
175 +--------------------------------------+-------------+---------------------------------+
177 Note, the non-operator versions of :meth:`update`, :meth:`intersection_update`,
178 :meth:`difference_update`, and :meth:`symmetric_difference_update` will accept
179 any iterable as an argument.
181 .. versionchanged:: 2.3.1
182 Formerly all arguments were required to be sets.
184 Also note, the module also includes a :meth:`union_update` method which is an
185 alias for :meth:`update`. The method is included for backwards compatibility.
186 Programmers should prefer the :meth:`update` method because it is supported by
187 the builtin :class:`set()` and :class:`frozenset()` types.
195 >>> from sets import Set
196 >>> engineers = Set(['John', 'Jane', 'Jack', 'Janice'])
197 >>> programmers = Set(['Jack', 'Sam', 'Susan', 'Janice'])
198 >>> managers = Set(['Jane', 'Jack', 'Susan', 'Zack'])
199 >>> employees = engineers | programmers | managers # union
200 >>> engineering_management = engineers & managers # intersection
201 >>> fulltime_management = managers - engineers - programmers # difference
202 >>> engineers.add('Marvin') # add element
203 >>> print engineers # doctest: +SKIP
204 Set(['Jane', 'Marvin', 'Janice', 'John', 'Jack'])
205 >>> employees.issuperset(engineers) # superset test
207 >>> employees.update(engineers) # update from another set
208 >>> employees.issuperset(engineers)
210 >>> for group in [engineers, programmers, managers, employees]: # doctest: +SKIP
211 ... group.discard('Susan') # unconditionally remove element
214 Set(['Jane', 'Marvin', 'Janice', 'John', 'Jack'])
215 Set(['Janice', 'Jack', 'Sam'])
216 Set(['Jane', 'Zack', 'Jack'])
217 Set(['Jack', 'Sam', 'Jane', 'Marvin', 'Janice', 'John', 'Zack'])
220 .. _immutable-transforms:
222 Protocol for automatic conversion to immutable
223 ----------------------------------------------
225 Sets can only contain immutable elements. For convenience, mutable :class:`Set`
226 objects are automatically copied to an :class:`ImmutableSet` before being added
229 The mechanism is to always add a :term:`hashable` element, or if it is not
230 hashable, the element is checked to see if it has an :meth:`__as_immutable__`
231 method which returns an immutable equivalent.
233 Since :class:`Set` objects have a :meth:`__as_immutable__` method returning an
234 instance of :class:`ImmutableSet`, it is possible to construct sets of sets.
236 A similar mechanism is needed by the :meth:`__contains__` and :meth:`remove`
237 methods which need to hash an element to check for membership in a set. Those
238 methods check an element for hashability and, if not, check for a
239 :meth:`__as_temporarily_immutable__` method which returns the element wrapped by
240 a class that provides temporary methods for :meth:`__hash__`, :meth:`__eq__`,
243 The alternate mechanism spares the need to build a separate copy of the original
246 :class:`Set` objects implement the :meth:`__as_temporarily_immutable__` method
247 which returns the :class:`Set` object wrapped by a new class
248 :class:`_TemporarilyImmutableSet`.
250 The two mechanisms for adding hashability are normally invisible to the user;
251 however, a conflict can arise in a multi-threaded environment where one thread
252 is updating a set while another has temporarily wrapped it in
253 :class:`_TemporarilyImmutableSet`. In other words, sets of mutable sets are not
257 .. _comparison-to-builtin-set:
259 Comparison to the built-in :class:`set` types
260 ---------------------------------------------
262 The built-in :class:`set` and :class:`frozenset` types were designed based on
263 lessons learned from the :mod:`sets` module. The key differences are:
265 * :class:`Set` and :class:`ImmutableSet` were renamed to :class:`set` and
268 * There is no equivalent to :class:`BaseSet`. Instead, use ``isinstance(x,
271 * The hash algorithm for the built-ins performs significantly better (fewer
272 collisions) for most datasets.
274 * The built-in versions have more space efficient pickles.
276 * The built-in versions do not have a :meth:`union_update` method. Instead, use
277 the :meth:`update` method which is equivalent.
279 * The built-in versions do not have a ``_repr(sorted=True)`` method.
280 Instead, use the built-in :func:`repr` and :func:`sorted` functions:
283 * The built-in version does not have a protocol for automatic conversion to
284 immutable. Many found this feature to be confusing and no one in the community
285 reported having found real uses for it.