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Merged revisions 63542-63544,63546,63553,63563-63564,63567,63569,63576 via svnmerge from
svn+ssh://pythondev@svn.python.org/python/trunk ........ r63542 | mark.dickinson | 2008-05-22 20:35:30 -0500 (Thu, 22 May 2008) | 5 lines Issue #2819: Add math.sum, a function that sums a sequence of floats efficiently but with no intermediate loss of precision. Based on Raymond Hettinger's ASPN recipe. Thanks Jean Brouwers for the patch. ........ r63543 | mark.dickinson | 2008-05-22 21:36:48 -0500 (Thu, 22 May 2008) | 2 lines Add tests for math.sum (Issue #2819) ........ r63544 | mark.dickinson | 2008-05-22 22:30:01 -0500 (Thu, 22 May 2008) | 2 lines Better error reporting in test_math.py ........ r63546 | raymond.hettinger | 2008-05-22 23:32:43 -0500 (Thu, 22 May 2008) | 1 line Tweak the comments and formatting. ........ r63553 | mark.dickinson | 2008-05-23 07:07:36 -0500 (Fri, 23 May 2008) | 3 lines Skip math.sum tests on non IEEE 754 platforms, and on IEEE 754 platforms that exhibit the problem described in issue #2937. ........ r63563 | martin.v.loewis | 2008-05-23 10:18:28 -0500 (Fri, 23 May 2008) | 3 lines Issue #1390: Raise ValueError in toxml when an invalid comment would otherwise be produced. ........ r63564 | raymond.hettinger | 2008-05-23 12:21:44 -0500 (Fri, 23 May 2008) | 1 line Issue 2909: show how to name unpacked fields. ........ r63567 | raymond.hettinger | 2008-05-23 12:34:34 -0500 (Fri, 23 May 2008) | 1 line Fix typo ........ r63569 | martin.v.loewis | 2008-05-23 14:33:13 -0500 (Fri, 23 May 2008) | 3 lines Mention that the leaking of variables from list comprehensions is fixed in 3.0. ........ r63576 | martin.v.loewis | 2008-05-24 04:36:45 -0500 (Sat, 24 May 2008) | 3 lines Don't try to get the window size if it was never set before. Fixes the test failure on Solaris. ........
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7 changed files with 368 additions and 4 deletions
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@ -362,6 +362,199 @@ FUNC1(tan, tan, 0,
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FUNC1(tanh, tanh, 0,
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"tanh(x)\n\nReturn the hyperbolic tangent of x.")
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/* Precision summation function as msum() by Raymond Hettinger in
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<http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/393090>,
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enhanced with the exact partials sum and roundoff from Mark
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Dickinson's post at <http://bugs.python.org/file10357/msum4.py>.
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See those links for more details, proofs and other references.
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Note 1: IEEE 754R floating point semantics are assumed,
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but the current implementation does not re-establish special
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value semantics across iterations (i.e. handling -Inf + Inf).
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Note 2: No provision is made for intermediate overflow handling;
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therefore, sum([1e+308, 1e-308, 1e+308]) returns result 1e+308 while
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sum([1e+308, 1e+308, 1e-308]) raises an OverflowError due to the
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overflow of the first partial sum.
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Note 3: Aggressively optimizing compilers can potentially eliminate the
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residual values needed for accurate summation. For instance, the statements
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"hi = x + y; lo = y - (hi - x);" could be mis-transformed to
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"hi = x + y; lo = 0.0;" which defeats the computation of residuals.
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Note 4: A similar implementation is in Modules/cmathmodule.c.
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Be sure to update both when making changes.
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Note 5: The signature of math.sum() differs from __builtin__.sum()
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because the start argument doesn't make sense in the context of
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accurate summation. Since the partials table is collapsed before
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returning a result, sum(seq2, start=sum(seq1)) may not equal the
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accurate result returned by sum(itertools.chain(seq1, seq2)).
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*/
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#define NUM_PARTIALS 32 /* initial partials array size, on stack */
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/* Extend the partials array p[] by doubling its size. */
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static int /* non-zero on error */
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_sum_realloc(double **p_ptr, Py_ssize_t n,
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double *ps, Py_ssize_t *m_ptr)
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{
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void *v = NULL;
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Py_ssize_t m = *m_ptr;
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m += m; /* double */
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if (n < m && m < (PY_SSIZE_T_MAX / sizeof(double))) {
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double *p = *p_ptr;
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if (p == ps) {
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v = PyMem_Malloc(sizeof(double) * m);
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if (v != NULL)
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memcpy(v, ps, sizeof(double) * n);
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}
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else
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v = PyMem_Realloc(p, sizeof(double) * m);
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}
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if (v == NULL) { /* size overflow or no memory */
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PyErr_SetString(PyExc_MemoryError, "math sum partials");
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return 1;
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}
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*p_ptr = (double*) v;
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*m_ptr = m;
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return 0;
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}
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/* Full precision summation of a sequence of floats.
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def msum(iterable):
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partials = [] # sorted, non-overlapping partial sums
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for x in iterable:
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i = 0
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for y in partials:
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if abs(x) < abs(y):
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x, y = y, x
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hi = x + y
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lo = y - (hi - x)
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if lo:
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partials[i] = lo
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i += 1
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x = hi
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partials[i:] = [x]
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return sum_exact(partials)
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Rounded x+y stored in hi with the roundoff stored in lo. Together hi+lo
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are exactly equal to x+y. The inner loop applies hi/lo summation to each
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partial so that the list of partial sums remains exact.
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Sum_exact() adds the partial sums exactly and correctly rounds the final
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result (using the round-half-to-even rule). The items in partials remain
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non-zero, non-special, non-overlapping and strictly increasing in
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magnitude, but possibly not all having the same sign.
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Depends on IEEE 754 arithmetic guarantees and half-even rounding.
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*/
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static PyObject*
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math_sum(PyObject *self, PyObject *seq)
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{
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PyObject *item, *iter, *sum = NULL;
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Py_ssize_t i, j, n = 0, m = NUM_PARTIALS;
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double x, y, hi, lo=0.0, ps[NUM_PARTIALS], *p = ps;
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iter = PyObject_GetIter(seq);
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if (iter == NULL)
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return NULL;
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PyFPE_START_PROTECT("sum", Py_DECREF(iter); return NULL)
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for(;;) { /* for x in iterable */
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assert(0 <= n && n <= m);
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assert((m == NUM_PARTIALS && p == ps) ||
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(m > NUM_PARTIALS && p != NULL));
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item = PyIter_Next(iter);
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if (item == NULL) {
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if (PyErr_Occurred())
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goto _sum_error;
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break;
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}
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x = PyFloat_AsDouble(item);
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Py_DECREF(item);
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if (PyErr_Occurred())
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goto _sum_error;
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for (i = j = 0; j < n; j++) { /* for y in partials */
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y = p[j];
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hi = x + y;
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lo = fabs(x) < fabs(y)
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? x - (hi - y)
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: y - (hi - x);
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if (lo != 0.0)
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p[i++] = lo;
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x = hi;
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}
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n = i; /* ps[i:] = [x] */
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if (x != 0.0) {
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/* If non-finite, reset partials, effectively
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adding subsequent items without roundoff
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and yielding correct non-finite results,
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provided IEEE 754 rules are observed */
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if (! Py_IS_FINITE(x))
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n = 0;
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else if (n >= m && _sum_realloc(&p, n, ps, &m))
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goto _sum_error;
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p[n++] = x;
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}
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}
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if (n > 0) {
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hi = p[--n];
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if (Py_IS_FINITE(hi)) {
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/* sum_exact(ps, hi) from the top, stop when the sum becomes inexact. */
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while (n > 0) {
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x = p[--n];
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y = hi;
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hi = x + y;
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assert(fabs(x) < fabs(y));
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lo = x - (hi - y);
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if (lo != 0.0)
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break;
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}
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/* Little dance to allow half-even rounding across multiple partials.
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Needed so that sum([1e-16, 1, 1e16]) will round-up to two instead
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of down to zero (the 1e16 makes the 1 slightly closer to two). */
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if (n > 0 && ((lo < 0.0 && p[n-1] < 0.0) ||
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(lo > 0.0 && p[n-1] > 0.0))) {
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y = lo * 2.0;
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x = hi + y;
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if (y == (x - hi))
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hi = x;
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}
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}
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else { /* raise corresponding error */
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errno = Py_IS_NAN(hi) ? EDOM : ERANGE;
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if (is_error(hi))
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goto _sum_error;
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}
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}
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else /* default */
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hi = 0.0;
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sum = PyFloat_FromDouble(hi);
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_sum_error:
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PyFPE_END_PROTECT(hi)
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Py_DECREF(iter);
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if (p != ps)
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PyMem_Free(p);
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return sum;
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}
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#undef NUM_PARTIALS
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PyDoc_STRVAR(math_sum_doc,
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"sum(iterable)\n\n\
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Return an accurate floating point sum of values in the iterable.\n\
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Assumes IEEE-754 floating point arithmetic.");
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static PyObject *
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math_trunc(PyObject *self, PyObject *number)
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{
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@ -833,6 +1026,7 @@ static PyMethodDef math_methods[] = {
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{"sin", math_sin, METH_O, math_sin_doc},
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{"sinh", math_sinh, METH_O, math_sinh_doc},
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{"sqrt", math_sqrt, METH_O, math_sqrt_doc},
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{"sum", math_sum, METH_O, math_sum_doc},
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{"tan", math_tan, METH_O, math_tan_doc},
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{"tanh", math_tanh, METH_O, math_tanh_doc},
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{"trunc", math_trunc, METH_O, math_trunc_doc},
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