1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263
|
\section{\module{sets} ---
Unordered collections of unique elements}
\declaremodule{standard}{sets}
\modulesynopsis{Implementation of sets of unique elements.}
\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}
The \module{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 \code{\var{x} in \var{set}},
\code{len(\var{set})}, and \code{for \var{x} in \var{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 \method{__hash__()}. For advanced applications requiring
a hash method, the \class{ImmutableSet} class adds a \method{__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:
\code{isinstance(\var{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 \method{__eq__} and \method{__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, \code{Set([Set(['dog'])])} is transformed to
\code{Set([ImmutableSet(['dog'])])}.
\begin{classdesc}{Set}{\optional{iterable}}
Constructs a new empty \class{Set} object. If the optional \var{iterable}
parameter is supplied, updates the set with elements obtained from iteration.
All of the elements in \var{iterable} should be immutable or be transformable
to an immutable using the protocol described in
section~\ref{immutable-transforms}.
\end{classdesc}
\begin{classdesc}{ImmutableSet}{\optional{iterable}}
Constructs a new empty \class{ImmutableSet} object. If the optional
\var{iterable} parameter is supplied, updates the set with elements obtained
from iteration. All of the elements in \var{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 \method{__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.
\end{classdesc}
\subsection{Set Objects \label{set-objects}}
Instances of \class{Set} and \class{ImmutableSet} both provide
the following operations:
\begin{tableiii}{c|c|l}{code}{Operation}{Equivalent}{Result}
\lineiii{len(\var{s})}{}{cardinality of set \var{s}}
\hline
\lineiii{\var{x} in \var{s}}{}
{test \var{x} for membership in \var{s}}
\lineiii{\var{x} not in \var{s}}{}
{test \var{x} for non-membership in \var{s}}
\lineiii{\var{s}.issubset(\var{t})}{\code{\var{s} <= \var{t}}}
{test whether every element in \var{s} is in \var{t}}
\lineiii{\var{s}.issuperset(\var{t})}{\code{\var{s} >= \var{t}}}
{test whether every element in \var{t} is in \var{s}}
\hline
\lineiii{\var{s}.union(\var{t})}{\var{s} \textbar{} \var{t}}
{new set with elements from both \var{s} and \var{t}}
\lineiii{\var{s}.intersection(\var{t})}{\var{s} \&\ \var{t}}
{new set with elements common to \var{s} and \var{t}}
\lineiii{\var{s}.difference(\var{t})}{\var{s} - \var{t}}
{new set with elements in \var{s} but not in \var{t}}
\lineiii{\var{s}.symmetric_difference(\var{t})}{\var{s} \^\ \var{t}}
{new set with elements in either \var{s} or \var{t} but not both}
\lineiii{\var{s}.copy()}{}
{new set with a shallow copy of \var{s}}
\end{tableiii}
Note, the non-operator versions of \method{union()},
\method{intersection()}, \method{difference()}, and
\method{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
\code{Set('abc') \&\ 'cbs'} in favor of the more readable
\code{Set('abc').intersection('cbs')}.
\versionchanged[Formerly all arguments were required to be sets]{2.3.1}
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 \emph{all} of the following return
\code{False}: \code{\var{a}<\var{b}}, \code{\var{a}==\var{b}}, or
\code{\var{a}>\var{b}}.
Accordingly, sets do not implement the \method{__cmp__} method.
Since sets only define partial ordering (subset relationships), the output
of the \method{list.sort()} method is undefined for lists of sets.
The following table lists operations available in \class{ImmutableSet}
but not found in \class{Set}:
\begin{tableii}{c|l}{code}{Operation}{Result}
\lineii{hash(\var{s})}{returns a hash value for \var{s}}
\end{tableii}
The following table lists operations available in \class{Set}
but not found in \class{ImmutableSet}:
\begin{tableiii}{c|c|l}{code}{Operation}{Equivalent}{Result}
\lineiii{\var{s}.update(\var{t})}
{\var{s} \textbar= \var{t}}
{return set \var{s} with elements added from \var{t}}
\lineiii{\var{s}.intersection_update(\var{t})}
{\var{s} \&= \var{t}}
{return set \var{s} keeping only elements also found in \var{t}}
\lineiii{\var{s}.difference_update(\var{t})}
{\var{s} -= \var{t}}
{return set \var{s} after removing elements found in \var{t}}
\lineiii{\var{s}.symmetric_difference_update(\var{t})}
{\var{s} \textasciicircum= \var{t}}
{return set \var{s} with elements from \var{s} or \var{t}
but not both}
\hline
\lineiii{\var{s}.add(\var{x})}{}
{add element \var{x} to set \var{s}}
\lineiii{\var{s}.remove(\var{x})}{}
{remove \var{x} from set \var{s}; raises KeyError if not present}
\lineiii{\var{s}.discard(\var{x})}{}
{removes \var{x} from set \var{s} if present}
\lineiii{\var{s}.pop()}{}
{remove and return an arbitrary element from \var{s}; raises
KeyError if empty}
\lineiii{\var{s}.clear()}{}
{remove all elements from set \var{s}}
\end{tableiii}
Note, the non-operator versions of \method{update()},
\method{intersection_update()}, \method{difference_update()}, and
\method{symmetric_difference_update()} will accept any iterable as
an argument.
\versionchanged[Formerly all arguments were required to be sets]{2.3.1}
Also note, the module also includes a \method{union_update()} method
which is an alias for \method{update()}. The method is included for
backwards compatibility. Programmers should prefer the
\method{update()} method because it is supported by the builtin
\class{set()} and \class{frozenset()} types.
\subsection{Example \label{set-example}}
\begin{verbatim}
>>> 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.union_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'])
\end{verbatim}
\subsection{Protocol for automatic conversion to immutable
\label{immutable-transforms}}
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 hashable element, or if it is not
hashable, the element is checked to see if it has an
\method{__as_immutable__()} method which returns an immutable equivalent.
Since \class{Set} objects have a \method{__as_immutable__()} method
returning an instance of \class{ImmutableSet}, it is possible to
construct sets of sets.
A similar mechanism is needed by the \method{__contains__()} and
\method{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 \method{__as_temporarily_immutable__()} method
which returns the element wrapped by a class that provides temporary
methods for \method{__hash__()}, \method{__eq__()}, and \method{__ne__()}.
The alternate mechanism spares the need to build a separate copy of
the original mutable object.
\class{Set} objects implement the \method{__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.
\subsection{Comparison to the built-in \class{set} types
\label{comparison-to-builtin-set}}
The built-in \class{set} and \class{frozenset} types were designed based
on lessons learned from the \module{sets} module. The key differences are:
\begin{itemize}
\item \class{Set} and \class{ImmutableSet} were renamed to \class{set} and
\class{frozenset}.
\item There is no equivalent to \class{BaseSet}. Instead, use
\code{isinstance(x, (set, frozenset))}.
\item The hash algorithm for the built-ins performs significantly better
(fewer collisions) for most datasets.
\item The built-in versions have more space efficient pickles.
\item The built-in versions do not have a \method{union_update()} method.
Instead, use the \method{update()} method which is equivalent.
\item The built-in versions do not have a \method{_repr(sorted=True)} method.
Instead, use the built-in \function{repr()} and \function{sorted()}
functions: \code{repr(sorted(s))}.
\item 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.
\end{itemize}
|