| |
| :mod:`sets` --- Unordered collections of unique elements |
| ======================================================== |
| |
| .. module:: sets |
| :synopsis: Implementation of sets of unique elements. |
| :deprecated: |
| .. moduleauthor:: Greg V. Wilson <gvwilson@nevex.com> |
| .. moduleauthor:: Alex Martelli <aleax@aleax.it> |
| .. moduleauthor:: Guido van Rossum <guido@python.org> |
| .. sectionauthor:: Raymond D. Hettinger <python@rcn.com> |
| |
| |
| .. versionadded:: 2.3 |
| |
| .. deprecated:: 2.6 |
| The built-in ``set``/``frozenset`` types replace this module. |
| |
| The :mod:`sets` module provides classes for constructing and manipulating |
| unordered collections of unique elements. Common uses include membership |
| testing, removing duplicates from a sequence, and computing standard math |
| operations on sets such as intersection, union, difference, and symmetric |
| difference. |
| |
| Like other collections, sets support ``x in set``, ``len(set)``, and ``for x in |
| set``. Being an unordered collection, sets do not record element position or |
| order of insertion. Accordingly, sets do not support indexing, slicing, or |
| other sequence-like behavior. |
| |
| Most set applications use the :class:`Set` class which provides every set method |
| except for :meth:`__hash__`. For advanced applications requiring a hash method, |
| the :class:`ImmutableSet` class adds a :meth:`__hash__` method but omits methods |
| which alter the contents of the set. Both :class:`Set` and :class:`ImmutableSet` |
| derive from :class:`BaseSet`, an abstract class useful for determining whether |
| something is a set: ``isinstance(obj, BaseSet)``. |
| |
| The set classes are implemented using dictionaries. Accordingly, the |
| requirements for set elements are the same as those for dictionary keys; namely, |
| that the element defines both :meth:`__eq__` and :meth:`__hash__`. As a result, |
| sets cannot contain mutable elements such as lists or dictionaries. However, |
| they can contain immutable collections such as tuples or instances of |
| :class:`ImmutableSet`. For convenience in implementing sets of sets, inner sets |
| are automatically converted to immutable form, for example, |
| ``Set([Set(['dog'])])`` is transformed to ``Set([ImmutableSet(['dog'])])``. |
| |
| |
| .. class:: Set([iterable]) |
| |
| Constructs a new empty :class:`Set` object. If the optional *iterable* |
| parameter is supplied, updates the set with elements obtained from iteration. |
| All of the elements in *iterable* should be immutable or be transformable to an |
| immutable using the protocol described in section :ref:`immutable-transforms`. |
| |
| |
| .. class:: ImmutableSet([iterable]) |
| |
| Constructs a new empty :class:`ImmutableSet` object. If the optional *iterable* |
| parameter is supplied, updates the set with elements obtained from iteration. |
| All of the elements in *iterable* should be immutable or be transformable to an |
| immutable using the protocol described in section :ref:`immutable-transforms`. |
| |
| Because :class:`ImmutableSet` objects provide a :meth:`__hash__` method, they |
| can be used as set elements or as dictionary keys. :class:`ImmutableSet` |
| objects do not have methods for adding or removing elements, so all of the |
| elements must be known when the constructor is called. |
| |
| |
| .. _set-objects: |
| |
| Set Objects |
| ----------- |
| |
| Instances of :class:`Set` and :class:`ImmutableSet` both provide the following |
| operations: |
| |
| +-------------------------------+------------+---------------------------------+ |
| | Operation | Equivalent | Result | |
| +===============================+============+=================================+ |
| | ``len(s)`` | | cardinality of set *s* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``x in s`` | | test *x* for membership in *s* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``x not in s`` | | test *x* for non-membership in | |
| | | | *s* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.issubset(t)`` | ``s <= t`` | test whether every element in | |
| | | | *s* is in *t* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.issuperset(t)`` | ``s >= t`` | test whether every element in | |
| | | | *t* is in *s* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.union(t)`` | ``s | t`` | new set with elements from both | |
| | | | *s* and *t* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.intersection(t)`` | ``s & t`` | new set with elements common to | |
| | | | *s* and *t* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.difference(t)`` | ``s - t`` | new set with elements in *s* | |
| | | | but not in *t* | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.symmetric_difference(t)`` | ``s ^ t`` | new set with elements in either | |
| | | | *s* or *t* but not both | |
| +-------------------------------+------------+---------------------------------+ |
| | ``s.copy()`` | | new set with a shallow copy of | |
| | | | *s* | |
| +-------------------------------+------------+---------------------------------+ |
| |
| Note, the non-operator versions of :meth:`union`, :meth:`intersection`, |
| :meth:`difference`, and :meth:`symmetric_difference` will accept any iterable as |
| an argument. In contrast, their operator based counterparts require their |
| arguments to be sets. This precludes error-prone constructions like |
| ``Set('abc') & 'cbs'`` in favor of the more readable |
| ``Set('abc').intersection('cbs')``. |
| |
| .. versionchanged:: 2.3.1 |
| Formerly all arguments were required to be sets. |
| |
| In addition, both :class:`Set` and :class:`ImmutableSet` support set to set |
| comparisons. Two sets are equal if and only if every element of each set is |
| contained in the other (each is a subset of the other). A set is less than |
| another set if and only if the first set is a proper subset of the second set |
| (is a subset, but is not equal). A set is greater than another set if and only |
| if the first set is a proper superset of the second set (is a superset, but is |
| not equal). |
| |
| The subset and equality comparisons do not generalize to a complete ordering |
| function. For example, any two disjoint sets are not equal and are not subsets |
| of each other, so *all* of the following return ``False``: ``a<b``, ``a==b``, |
| or ``a>b``. Accordingly, sets do not implement the :meth:`__cmp__` method. |
| |
| Since sets only define partial ordering (subset relationships), the output of |
| the :meth:`list.sort` method is undefined for lists of sets. |
| |
| The following table lists operations available in :class:`ImmutableSet` but not |
| found in :class:`Set`: |
| |
| +-------------+------------------------------+ |
| | Operation | Result | |
| +=============+==============================+ |
| | ``hash(s)`` | returns a hash value for *s* | |
| +-------------+------------------------------+ |
| |
| The following table lists operations available in :class:`Set` but not found in |
| :class:`ImmutableSet`: |
| |
| +--------------------------------------+-------------+---------------------------------+ |
| | Operation | Equivalent | Result | |
| +======================================+=============+=================================+ |
| | ``s.update(t)`` | *s* \|= *t* | return set *s* with elements | |
| | | | added from *t* | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.intersection_update(t)`` | *s* &= *t* | return set *s* keeping only | |
| | | | elements also found in *t* | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.difference_update(t)`` | *s* -= *t* | return set *s* after removing | |
| | | | elements found in *t* | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.symmetric_difference_update(t)`` | *s* ^= *t* | return set *s* with elements | |
| | | | from *s* or *t* but not both | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.add(x)`` | | add element *x* to set *s* | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.remove(x)`` | | remove *x* from set *s*; raises | |
| | | | :exc:`KeyError` if not present | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.discard(x)`` | | removes *x* from set *s* if | |
| | | | present | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.pop()`` | | remove and return an arbitrary | |
| | | | element from *s*; raises | |
| | | | :exc:`KeyError` if empty | |
| +--------------------------------------+-------------+---------------------------------+ |
| | ``s.clear()`` | | remove all elements from set | |
| | | | *s* | |
| +--------------------------------------+-------------+---------------------------------+ |
| |
| Note, the non-operator versions of :meth:`update`, :meth:`intersection_update`, |
| :meth:`difference_update`, and :meth:`symmetric_difference_update` will accept |
| any iterable as an argument. |
| |
| .. versionchanged:: 2.3.1 |
| Formerly all arguments were required to be sets. |
| |
| Also note, the module also includes a :meth:`union_update` method which is an |
| alias for :meth:`update`. The method is included for backwards compatibility. |
| Programmers should prefer the :meth:`update` method because it is supported by |
| the builtin :class:`set()` and :class:`frozenset()` types. |
| |
| |
| .. _set-example: |
| |
| Example |
| ------- |
| |
| :: |
| |
| >>> from sets import Set |
| >>> engineers = Set(['John', 'Jane', 'Jack', 'Janice']) |
| >>> programmers = Set(['Jack', 'Sam', 'Susan', 'Janice']) |
| >>> managers = Set(['Jane', 'Jack', 'Susan', 'Zack']) |
| >>> employees = engineers | programmers | managers # union |
| >>> engineering_management = engineers & managers # intersection |
| >>> fulltime_management = managers - engineers - programmers # difference |
| >>> engineers.add('Marvin') # add element |
| >>> print engineers |
| Set(['Jane', 'Marvin', 'Janice', 'John', 'Jack']) |
| >>> employees.issuperset(engineers) # superset test |
| False |
| >>> employees.update(engineers) # update from another set |
| >>> employees.issuperset(engineers) |
| True |
| >>> for group in [engineers, programmers, managers, employees]: |
| ... group.discard('Susan') # unconditionally remove element |
| ... print group |
| ... |
| Set(['Jane', 'Marvin', 'Janice', 'John', 'Jack']) |
| Set(['Janice', 'Jack', 'Sam']) |
| Set(['Jane', 'Zack', 'Jack']) |
| Set(['Jack', 'Sam', 'Jane', 'Marvin', 'Janice', 'John', 'Zack']) |
| |
| |
| .. _immutable-transforms: |
| |
| Protocol for automatic conversion to immutable |
| ---------------------------------------------- |
| |
| Sets can only contain immutable elements. For convenience, mutable :class:`Set` |
| objects are automatically copied to an :class:`ImmutableSet` before being added |
| as a set element. |
| |
| The mechanism is to always add a :term:`hashable` element, or if it is not |
| hashable, the element is checked to see if it has an :meth:`__as_immutable__` |
| method which returns an immutable equivalent. |
| |
| Since :class:`Set` objects have a :meth:`__as_immutable__` method returning an |
| instance of :class:`ImmutableSet`, it is possible to construct sets of sets. |
| |
| A similar mechanism is needed by the :meth:`__contains__` and :meth:`remove` |
| methods which need to hash an element to check for membership in a set. Those |
| methods check an element for hashability and, if not, check for a |
| :meth:`__as_temporarily_immutable__` method which returns the element wrapped by |
| a class that provides temporary methods for :meth:`__hash__`, :meth:`__eq__`, |
| and :meth:`__ne__`. |
| |
| The alternate mechanism spares the need to build a separate copy of the original |
| mutable object. |
| |
| :class:`Set` objects implement the :meth:`__as_temporarily_immutable__` method |
| which returns the :class:`Set` object wrapped by a new class |
| :class:`_TemporarilyImmutableSet`. |
| |
| The two mechanisms for adding hashability are normally invisible to the user; |
| however, a conflict can arise in a multi-threaded environment where one thread |
| is updating a set while another has temporarily wrapped it in |
| :class:`_TemporarilyImmutableSet`. In other words, sets of mutable sets are not |
| thread-safe. |
| |
| |
| .. _comparison-to-builtin-set: |
| |
| Comparison to the built-in :class:`set` types |
| --------------------------------------------- |
| |
| The built-in :class:`set` and :class:`frozenset` types were designed based on |
| lessons learned from the :mod:`sets` module. The key differences are: |
| |
| * :class:`Set` and :class:`ImmutableSet` were renamed to :class:`set` and |
| :class:`frozenset`. |
| |
| * There is no equivalent to :class:`BaseSet`. Instead, use ``isinstance(x, |
| (set, frozenset))``. |
| |
| * The hash algorithm for the built-ins performs significantly better (fewer |
| collisions) for most datasets. |
| |
| * The built-in versions have more space efficient pickles. |
| |
| * The built-in versions do not have a :meth:`union_update` method. Instead, use |
| the :meth:`update` method which is equivalent. |
| |
| * The built-in versions do not have a ``_repr(sorted=True)`` method. |
| Instead, use the built-in :func:`repr` and :func:`sorted` functions: |
| ``repr(sorted(s))``. |
| |
| * The built-in version does not have a protocol for automatic conversion to |
| immutable. Many found this feature to be confusing and no one in the community |
| reported having found real uses for it. |
| |