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55<H1><A NAME="SECTION0071300000000000000000">
565.13 <tt class="module">heapq</tt> --
57 Heap queue algorithm</A>
58</H1>
59
60<P>
61<A NAME="module-heapq"></A>
62
63<span class="versionnote">New in version 2.3.</span>
64
65<P>
66This module provides an implementation of the heap queue algorithm,
67also known as the priority queue algorithm.
68
69<P>
70Heaps are arrays for which
71<code><var>heap</var>[<var>k</var>] &lt;= <var>heap</var>[2*<var>k</var>+1]</code> and
72<code><var>heap</var>[<var>k</var>] &lt;= <var>heap</var>[2*<var>k</var>+2]</code>
73for all <var>k</var>, counting elements from zero. For the sake of
74comparison, non-existing elements are considered to be infinite. The
75interesting property of a heap is that <code><var>heap</var>[0]</code> is always
76its smallest element.
77
78<P>
79The API below differs from textbook heap algorithms in two aspects:
80(a) We use zero-based indexing. This makes the relationship between the
81index for a node and the indexes for its children slightly less
82obvious, but is more suitable since Python uses zero-based indexing.
83(b) Our pop method returns the smallest item, not the largest (called a
84"min heap" in textbooks; a "max heap" is more common in texts because
85of its suitability for in-place sorting).
86
87<P>
88These two make it possible to view the heap as a regular Python list
89without surprises: <code><var>heap</var>[0]</code> is the smallest item, and
90<code><var>heap</var>.sort()</code> maintains the heap invariant!
91
92<P>
93To create a heap, use a list initialized to <code>[]</code>, or you can
94transform a populated list into a heap via function <tt class="function">heapify()</tt>.
95
96<P>
97The following functions are provided:
98
99<P>
100<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
101 <td><nobr><b><tt id='l2h-1347' xml:id='l2h-1347' class="function">heappush</tt></b>(</nobr></td>
102 <td><var>heap, item</var>)</td></tr></table></dt>
103<dd>
104Push the value <var>item</var> onto the <var>heap</var>, maintaining the
105heap invariant.
106</dl>
107
108<P>
109<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
110 <td><nobr><b><tt id='l2h-1348' xml:id='l2h-1348' class="function">heappop</tt></b>(</nobr></td>
111 <td><var>heap</var>)</td></tr></table></dt>
112<dd>
113Pop and return the smallest item from the <var>heap</var>, maintaining the
114heap invariant. If the heap is empty, <tt class="exception">IndexError</tt> is raised.
115</dl>
116
117<P>
118<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
119 <td><nobr><b><tt id='l2h-1349' xml:id='l2h-1349' class="function">heapify</tt></b>(</nobr></td>
120 <td><var>x</var>)</td></tr></table></dt>
121<dd>
122Transform list <var>x</var> into a heap, in-place, in linear time.
123</dl>
124
125<P>
126<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
127 <td><nobr><b><tt id='l2h-1350' xml:id='l2h-1350' class="function">heapreplace</tt></b>(</nobr></td>
128 <td><var>heap, item</var>)</td></tr></table></dt>
129<dd>
130Pop and return the smallest item from the <var>heap</var>, and also push
131the new <var>item</var>. The heap size doesn't change.
132If the heap is empty, <tt class="exception">IndexError</tt> is raised.
133This is more efficient than <tt class="function">heappop()</tt> followed
134by <tt class="function">heappush()</tt>, and can be more appropriate when using
135a fixed-size heap. Note that the value returned may be larger
136than <var>item</var>! That constrains reasonable uses of this routine
137unless written as part of a conditional replacement:
138<div class="verbatim"><pre>
139 if item &gt; heap[0]:
140 item = heapreplace(heap, item)
141</pre></div>
142</dl>
143
144<P>
145Example of use:
146
147<P>
148<div class="verbatim"><pre>
149&gt;&gt;&gt; from heapq import heappush, heappop
150&gt;&gt;&gt; heap = []
151&gt;&gt;&gt; data = [1, 3, 5, 7, 9, 2, 4, 6, 8, 0]
152&gt;&gt;&gt; for item in data:
153... heappush(heap, item)
154...
155&gt;&gt;&gt; sorted = []
156&gt;&gt;&gt; while heap:
157... sorted.append(heappop(heap))
158...
159&gt;&gt;&gt; print sorted
160[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
161&gt;&gt;&gt; data.sort()
162&gt;&gt;&gt; print data == sorted
163True
164&gt;&gt;&gt;
165</pre></div>
166
167<P>
168The module also offers two general purpose functions based on heaps.
169
170<P>
171<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
172 <td><nobr><b><tt id='l2h-1351' xml:id='l2h-1351' class="function">nlargest</tt></b>(</nobr></td>
173 <td><var>n, iterable</var>)</td></tr></table></dt>
174<dd>
175Return a list with the <var>n</var> largest elements from the dataset defined
176by <var>iterable</var>. Equivalent to: <code>sorted(iterable, reverse=True)[:n]</code>
177
178<span class="versionnote">New in version 2.4.</span>
179
180</dl>
181
182<P>
183<dl><dt><table cellpadding="0" cellspacing="0"><tr valign="baseline">
184 <td><nobr><b><tt id='l2h-1352' xml:id='l2h-1352' class="function">nsmallest</tt></b>(</nobr></td>
185 <td><var>n, iterable</var>)</td></tr></table></dt>
186<dd>
187Return a list with the <var>n</var> smallest elements from the dataset defined
188by <var>iterable</var>. Equivalent to: <code>sorted(iterable)[:n]</code>
189
190<span class="versionnote">New in version 2.4.</span>
191
192</dl>
193
194<P>
195Both functions perform best for smaller values of <var>n</var>. For larger
196values, it is more efficient to use the <tt class="function">sorted()</tt> function. Also,
197when <code>n==1</code>, it is more efficient to use the builtin <tt class="function">min()</tt>
198and <tt class="function">max()</tt> functions.
199
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