Georg Brandl | 8ec7f65 | 2007-08-15 14:28:01 +0000 | [diff] [blame] | 1 | |
| 2 | :mod:`sets` --- Unordered collections of unique elements |
| 3 | ======================================================== |
| 4 | |
| 5 | .. module:: sets |
| 6 | :synopsis: Implementation of sets of unique elements. |
Georg Brandl | 7f758c4 | 2007-08-15 18:41:25 +0000 | [diff] [blame] | 7 | :deprecated: |
Georg Brandl | 8ec7f65 | 2007-08-15 14:28:01 +0000 | [diff] [blame] | 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> |
| 12 | |
| 13 | |
| 14 | .. versionadded:: 2.3 |
| 15 | |
| 16 | .. deprecated:: 2.6 |
| 17 | The built-in ``set``/``frozenset`` types replace this module. |
| 18 | |
| 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 |
| 23 | difference. |
| 24 | |
| 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. |
| 29 | |
| 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)``. |
| 36 | |
| 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'])])``. |
| 45 | |
| 46 | |
| 47 | .. class:: Set([iterable]) |
| 48 | |
| 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`. |
| 53 | |
| 54 | |
| 55 | .. class:: ImmutableSet([iterable]) |
| 56 | |
| 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`. |
| 61 | |
| 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. |
| 66 | |
| 67 | |
| 68 | .. _set-objects: |
| 69 | |
| 70 | Set Objects |
| 71 | ----------- |
| 72 | |
| 73 | Instances of :class:`Set` and :class:`ImmutableSet` both provide the following |
| 74 | operations: |
| 75 | |
| 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 | |
| 84 | | | | *s* | |
| 85 | +-------------------------------+------------+---------------------------------+ |
| 86 | | ``s.issubset(t)`` | ``s <= t`` | test whether every element in | |
| 87 | | | | *s* is in *t* | |
| 88 | +-------------------------------+------------+---------------------------------+ |
| 89 | | ``s.issuperset(t)`` | ``s >= t`` | test whether every element in | |
| 90 | | | | *t* is in *s* | |
| 91 | +-------------------------------+------------+---------------------------------+ |
| 92 | | ``s.union(t)`` | ``s | t`` | new set with elements from both | |
| 93 | | | | *s* and *t* | |
| 94 | +-------------------------------+------------+---------------------------------+ |
| 95 | | ``s.intersection(t)`` | ``s & t`` | new set with elements common to | |
| 96 | | | | *s* and *t* | |
| 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 | |
| 105 | | | | *s* | |
| 106 | +-------------------------------+------------+---------------------------------+ |
| 107 | |
| 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')``. |
| 114 | |
| 115 | .. versionchanged:: 2.3.1 |
| 116 | Formerly all arguments were required to be sets. |
| 117 | |
| 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 |
| 124 | not equal). |
| 125 | |
| 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. |
| 130 | |
| 131 | Since sets only define partial ordering (subset relationships), the output of |
| 132 | the :meth:`list.sort` method is undefined for lists of sets. |
| 133 | |
| 134 | The following table lists operations available in :class:`ImmutableSet` but not |
| 135 | found in :class:`Set`: |
| 136 | |
| 137 | +-------------+------------------------------+ |
| 138 | | Operation | Result | |
| 139 | +=============+==============================+ |
| 140 | | ``hash(s)`` | returns a hash value for *s* | |
| 141 | +-------------+------------------------------+ |
| 142 | |
| 143 | The following table lists operations available in :class:`Set` but not found in |
| 144 | :class:`ImmutableSet`: |
| 145 | |
| 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 | |
| 167 | | | | present | |
| 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 | |
| 174 | | | | *s* | |
| 175 | +--------------------------------------+-------------+---------------------------------+ |
| 176 | |
| 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. |
| 180 | |
| 181 | .. versionchanged:: 2.3.1 |
| 182 | Formerly all arguments were required to be sets. |
| 183 | |
| 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. |
| 188 | |
| 189 | |
| 190 | .. _set-example: |
| 191 | |
| 192 | Example |
| 193 | ------- |
| 194 | |
Georg Brandl | 8ec7f65 | 2007-08-15 14:28:01 +0000 | [diff] [blame] | 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 |
Georg Brandl | e8f1b00 | 2008-03-22 22:04:10 +0000 | [diff] [blame] | 203 | >>> print engineers # doctest: +SKIP |
Georg Brandl | 8ec7f65 | 2007-08-15 14:28:01 +0000 | [diff] [blame] | 204 | Set(['Jane', 'Marvin', 'Janice', 'John', 'Jack']) |
| 205 | >>> employees.issuperset(engineers) # superset test |
| 206 | False |
| 207 | >>> employees.update(engineers) # update from another set |
| 208 | >>> employees.issuperset(engineers) |
| 209 | True |
Georg Brandl | e8f1b00 | 2008-03-22 22:04:10 +0000 | [diff] [blame] | 210 | >>> for group in [engineers, programmers, managers, employees]: # doctest: +SKIP |
Georg Brandl | 8ec7f65 | 2007-08-15 14:28:01 +0000 | [diff] [blame] | 211 | ... group.discard('Susan') # unconditionally remove element |
| 212 | ... print group |
| 213 | ... |
| 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']) |
| 218 | |
| 219 | |
| 220 | .. _immutable-transforms: |
| 221 | |
| 222 | Protocol for automatic conversion to immutable |
| 223 | ---------------------------------------------- |
| 224 | |
| 225 | Sets can only contain immutable elements. For convenience, mutable :class:`Set` |
| 226 | objects are automatically copied to an :class:`ImmutableSet` before being added |
| 227 | as a set element. |
| 228 | |
Georg Brandl | 584265b | 2007-12-02 14:58:50 +0000 | [diff] [blame] | 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. |
Georg Brandl | 8ec7f65 | 2007-08-15 14:28:01 +0000 | [diff] [blame] | 232 | |
| 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. |
| 235 | |
| 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__`, |
| 241 | and :meth:`__ne__`. |
| 242 | |
| 243 | The alternate mechanism spares the need to build a separate copy of the original |
| 244 | mutable object. |
| 245 | |
| 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`. |
| 249 | |
| 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 |
| 254 | thread-safe. |
| 255 | |
| 256 | |
| 257 | .. _comparison-to-builtin-set: |
| 258 | |
| 259 | Comparison to the built-in :class:`set` types |
| 260 | --------------------------------------------- |
| 261 | |
| 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: |
| 264 | |
| 265 | * :class:`Set` and :class:`ImmutableSet` were renamed to :class:`set` and |
| 266 | :class:`frozenset`. |
| 267 | |
| 268 | * There is no equivalent to :class:`BaseSet`. Instead, use ``isinstance(x, |
| 269 | (set, frozenset))``. |
| 270 | |
| 271 | * The hash algorithm for the built-ins performs significantly better (fewer |
| 272 | collisions) for most datasets. |
| 273 | |
| 274 | * The built-in versions have more space efficient pickles. |
| 275 | |
| 276 | * The built-in versions do not have a :meth:`union_update` method. Instead, use |
| 277 | the :meth:`update` method which is equivalent. |
| 278 | |
| 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: |
| 281 | ``repr(sorted(s))``. |
| 282 | |
| 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. |
| 286 | |