Install C version of heapq.nsmallest().
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@ -97,11 +97,6 @@ by \var{iterable}. Equivalent to: \code{sorted(iterable)[:n]}
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\versionadded{2.4}
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\end{funcdesc}
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Though the above functions appear symmetrical, they each have different
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speed and space requirements. In particular, \function{nsmallest()}
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operates on a full copy of the dataset. In contrast, \function{nlargest()}
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only requires storage space for \var{n} elements.
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Both functions perform best for smaller values of \var{n}. For larger
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values, it is more efficient to use the \function{sorted()} function. Also,
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when \code{n==1}, it is more efficient to use the builtin \function{min()}
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@ -300,7 +300,7 @@ def _siftup(heap, pos):
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# If available, use C implementation
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try:
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from _heapq import heappush, heappop, heapify, heapreplace
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from _heapq import heappush, heappop, heapify, heapreplace, nlargest, nsmallest
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except ImportError:
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pass
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@ -4,6 +4,7 @@ from heapq import heappush, heappop, heapify, heapreplace, nlargest, nsmallest
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import random
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import unittest
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from test import test_support
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import sys
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def heapiter(heap):
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@ -91,16 +92,28 @@ class TestHeap(unittest.TestCase):
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def test_nsmallest(self):
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data = [random.randrange(2000) for i in range(1000)]
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self.assertEqual(nsmallest(data, 400), sorted(data)[:400])
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self.assertEqual(nsmallest(data, 50), sorted(data)[:50])
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for i in (0, 1, 2, 10, 100, 400, 999, 1000, 1100):
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self.assertEqual(nsmallest(data, i), sorted(data)[:i])
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def test_largest(self):
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data = [random.randrange(2000) for i in range(1000)]
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self.assertEqual(nlargest(data, 400), sorted(data, reverse=True)[:400])
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for i in (0, 1, 2, 10, 100, 400, 999, 1000, 1100):
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self.assertEqual(nlargest(data, i), sorted(data, reverse=True)[:i])
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def test_main():
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test_support.run_unittest(TestHeap)
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def test_main(verbose=None):
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test_classes = [TestHeap]
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test_support.run_unittest(*test_classes)
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# verify reference counting
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if verbose and hasattr(sys, "gettotalrefcount"):
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import gc
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counts = [None] * 5
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for i in xrange(len(counts)):
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test_support.run_unittest(*test_classes)
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gc.collect()
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counts[i] = sys.gettotalrefcount()
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print counts
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if __name__ == "__main__":
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test_main()
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test_main(verbose=True)
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@ -219,7 +219,7 @@ PyDoc_STRVAR(heapify_doc,
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static PyObject *
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nlargest(PyObject *self, PyObject *args)
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{
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PyObject *heap=NULL, *elem, *rv, *iterable, *sol, *it, *oldelem;
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PyObject *heap=NULL, *elem, *iterable, *sol, *it, *oldelem;
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int i, n;
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if (!PyArg_ParseTuple(args, "Oi:nlargest", &iterable, &n))
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@ -246,10 +246,9 @@ nlargest(PyObject *self, PyObject *args)
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if (PyList_GET_SIZE(heap) == 0)
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goto sortit;
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rv = heapify(self, heap);
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if (rv == NULL)
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goto fail;
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Py_DECREF(rv);
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for (i=n/2-1 ; i>=0 ; i--)
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if(_siftup((PyListObject *)heap, i) == -1)
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goto fail;
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sol = PyList_GET_ITEM(heap, 0);
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while (1) {
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@ -290,6 +289,162 @@ PyDoc_STRVAR(nlargest_doc,
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\n\
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Equivalent to: sorted(iterable, reverse=True)[:n]\n");
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static int
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_siftdownmax(PyListObject *heap, int startpos, int pos)
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{
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PyObject *newitem, *parent;
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int cmp, parentpos;
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assert(PyList_Check(heap));
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if (pos >= PyList_GET_SIZE(heap)) {
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PyErr_SetString(PyExc_IndexError, "index out of range");
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return -1;
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}
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newitem = PyList_GET_ITEM(heap, pos);
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Py_INCREF(newitem);
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/* Follow the path to the root, moving parents down until finding
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a place newitem fits. */
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while (pos > startpos){
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parentpos = (pos - 1) >> 1;
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parent = PyList_GET_ITEM(heap, parentpos);
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cmp = PyObject_RichCompareBool(newitem, parent, Py_LE);
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if (cmp == -1)
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return -1;
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if (cmp == 1)
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break;
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Py_INCREF(parent);
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Py_DECREF(PyList_GET_ITEM(heap, pos));
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PyList_SET_ITEM(heap, pos, parent);
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pos = parentpos;
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}
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Py_DECREF(PyList_GET_ITEM(heap, pos));
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PyList_SET_ITEM(heap, pos, newitem);
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return 0;
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}
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static int
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_siftupmax(PyListObject *heap, int pos)
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{
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int startpos, endpos, childpos, rightpos;
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int cmp;
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PyObject *newitem, *tmp;
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assert(PyList_Check(heap));
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endpos = PyList_GET_SIZE(heap);
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startpos = pos;
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if (pos >= endpos) {
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PyErr_SetString(PyExc_IndexError, "index out of range");
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return -1;
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}
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newitem = PyList_GET_ITEM(heap, pos);
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Py_INCREF(newitem);
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/* Bubble up the smaller child until hitting a leaf. */
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childpos = 2*pos + 1; /* leftmost child position */
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while (childpos < endpos) {
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/* Set childpos to index of smaller child. */
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rightpos = childpos + 1;
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if (rightpos < endpos) {
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cmp = PyObject_RichCompareBool(
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PyList_GET_ITEM(heap, childpos),
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PyList_GET_ITEM(heap, rightpos),
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Py_LE);
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if (cmp == -1)
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return -1;
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if (cmp == 1)
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childpos = rightpos;
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}
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/* Move the smaller child up. */
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tmp = PyList_GET_ITEM(heap, childpos);
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Py_INCREF(tmp);
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Py_DECREF(PyList_GET_ITEM(heap, pos));
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PyList_SET_ITEM(heap, pos, tmp);
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pos = childpos;
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childpos = 2*pos + 1;
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}
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/* The leaf at pos is empty now. Put newitem there, and and bubble
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it up to its final resting place (by sifting its parents down). */
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Py_DECREF(PyList_GET_ITEM(heap, pos));
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PyList_SET_ITEM(heap, pos, newitem);
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return _siftdownmax(heap, startpos, pos);
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}
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static PyObject *
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nsmallest(PyObject *self, PyObject *args)
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{
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PyObject *heap=NULL, *elem, *iterable, *los, *it, *oldelem;
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int i, n;
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if (!PyArg_ParseTuple(args, "Oi:nsmallest", &iterable, &n))
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return NULL;
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it = PyObject_GetIter(iterable);
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if (it == NULL)
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return NULL;
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heap = PyList_New(0);
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if (it == NULL)
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goto fail;
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for (i=0 ; i<n ; i++ ){
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elem = PyIter_Next(it);
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if (elem == NULL)
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goto sortit;
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if (PyList_Append(heap, elem) == -1) {
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Py_DECREF(elem);
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goto fail;
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}
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Py_DECREF(elem);
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}
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n = PyList_GET_SIZE(heap);
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if (n == 0)
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goto sortit;
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for (i=n/2-1 ; i>=0 ; i--)
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if(_siftupmax((PyListObject *)heap, i) == -1)
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goto fail;
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los = PyList_GET_ITEM(heap, 0);
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while (1) {
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elem = PyIter_Next(it);
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if (elem == NULL) {
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if (PyErr_Occurred())
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goto fail;
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else
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goto sortit;
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}
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if (PyObject_RichCompareBool(los, elem, Py_LE)) {
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Py_DECREF(elem);
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continue;
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}
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oldelem = PyList_GET_ITEM(heap, 0);
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PyList_SET_ITEM(heap, 0, elem);
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Py_DECREF(oldelem);
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if (_siftupmax((PyListObject *)heap, 0) == -1)
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goto fail;
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los = PyList_GET_ITEM(heap, 0);
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}
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sortit:
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Py_DECREF(it);
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if (PyList_Sort(heap) == -1)
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goto fail;
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return heap;
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fail:
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Py_DECREF(it);
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Py_XDECREF(heap);
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return NULL;
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}
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PyDoc_STRVAR(nsmallest_doc,
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"Find the n smallest elements in a dataset.\n\
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\n\
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Equivalent to: sorted(iterable)[:n]\n");
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static PyMethodDef heapq_methods[] = {
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{"heappush", (PyCFunction)heappush,
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METH_VARARGS, heappush_doc},
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@ -301,6 +456,8 @@ static PyMethodDef heapq_methods[] = {
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METH_O, heapify_doc},
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{"nlargest", (PyCFunction)nlargest,
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METH_VARARGS, nlargest_doc},
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{"nsmallest", (PyCFunction)nsmallest,
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METH_VARARGS, nsmallest_doc},
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{NULL, NULL} /* sentinel */
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};
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