1 // <numeric> -*- C++ -*-
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16 // Under Section 7 of GPL version 3, you are granted additional
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18 // 3.1, as published by the Free Software Foundation.
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22 // see the files COPYING3 and COPYING.RUNTIME respectively. If not, see
23 // <http://www.gnu.org/licenses/>.
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39 * Copyright (c) 1996,1997
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51 /** @file include/numeric
52 * This is a Standard C++ Library header.
55 #ifndef _GLIBCXX_NUMERIC
56 #define _GLIBCXX_NUMERIC 1
58 #pragma GCC system_header
60 #include <bits/c++config.h>
61 #include <bits/stl_iterator_base_types.h>
62 #include <bits/stl_numeric.h>
63 #include <ext/numeric_traits.h>
65 #ifdef _GLIBCXX_PARALLEL
66 # include <parallel/numeric>
70 * @defgroup numerics Numerics
72 * Components for performing numeric operations. Includes support for
73 * complex number types, random number generation, numeric (n-at-a-time)
74 * arrays, generalized numeric algorithms, and mathematical special functions.
77 #if __cplusplus >= 201402L
78 #include <type_traits>
80 namespace std _GLIBCXX_VISIBILITY(default)
82 _GLIBCXX_BEGIN_NAMESPACE_VERSION
86 // std::abs is not constexpr, doesn't support unsigned integers,
87 // and std::abs(std::numeric_limits<T>::min()) is undefined.
88 template<typename _Up, typename _Tp>
92 static_assert(is_unsigned<_Up>::value, "result type must be unsigned");
93 static_assert(sizeof(_Up) >= sizeof(_Tp),
94 "result type must be at least as wide as the input type");
95 return __val < 0 ? -(_Up)__val : (_Up)__val;
98 template<typename _Up> void __absu(bool) = delete;
100 // GCD implementation
101 template<typename _Tp>
103 __gcd(_Tp __m, _Tp __n)
105 static_assert(is_unsigned<_Tp>::value, "type must be unsigned");
106 return __m == 0 ? __n
108 : __detail::__gcd(__n, _Tp(__m % __n));
111 // LCM implementation
112 template<typename _Tp>
114 __lcm(_Tp __m, _Tp __n)
116 return (__m != 0 && __n != 0)
117 ? (__m / __detail::__gcd(__m, __n)) * __n
120 } // namespace __detail
122 #if __cplusplus >= 201703L
124 #define __cpp_lib_gcd_lcm 201606
125 // These were used in drafts of SD-6:
126 #define __cpp_lib_gcd 201606
127 #define __cpp_lib_lcm 201606
129 /// Greatest common divisor
130 template<typename _Mn, typename _Nn>
131 constexpr common_type_t<_Mn, _Nn>
132 gcd(_Mn __m, _Nn __n) noexcept
134 static_assert(is_integral_v<_Mn>, "std::gcd arguments must be integers");
135 static_assert(is_integral_v<_Nn>, "std::gcd arguments must be integers");
136 static_assert(_Mn(2) != _Mn(1), "std::gcd arguments must not be bool");
137 static_assert(_Nn(2) != _Nn(1), "std::gcd arguments must not be bool");
138 using _Up = make_unsigned_t<common_type_t<_Mn, _Nn>>;
139 return __detail::__gcd(__detail::__absu<_Up>(__m),
140 __detail::__absu<_Up>(__n));
143 /// Least common multiple
144 template<typename _Mn, typename _Nn>
145 constexpr common_type_t<_Mn, _Nn>
146 lcm(_Mn __m, _Nn __n) noexcept
148 static_assert(is_integral_v<_Mn>, "std::lcm arguments must be integers");
149 static_assert(is_integral_v<_Nn>, "std::lcm arguments must be integers");
150 static_assert(_Mn(2) == 2, "std::lcm arguments must not be bool");
151 static_assert(_Nn(2) == 2, "std::lcm arguments must not be bool");
152 using _Up = make_unsigned_t<common_type_t<_Mn, _Nn>>;
153 return __detail::__lcm(__detail::__absu<_Up>(__m),
154 __detail::__absu<_Up>(__n));
159 _GLIBCXX_END_NAMESPACE_VERSION
164 #if __cplusplus > 201703L
167 namespace std _GLIBCXX_VISIBILITY(default)
169 _GLIBCXX_BEGIN_NAMESPACE_VERSION
171 # define __cpp_lib_interpolate 201902L
173 template<typename _Tp>
175 enable_if_t<__and_v<is_arithmetic<_Tp>, is_same<remove_cv_t<_Tp>, _Tp>,
176 __not_<is_same<_Tp, bool>>>,
178 midpoint(_Tp __a, _Tp __b) noexcept
180 if constexpr (is_integral_v<_Tp>)
182 using _Up = make_unsigned_t<_Tp>;
193 return __a + __k * _Tp(_Up(__M - __m) / 2);
197 constexpr _Tp __lo = numeric_limits<_Tp>::min() * 2;
198 constexpr _Tp __hi = numeric_limits<_Tp>::max() / 2;
199 const _Tp __abs_a = __a < 0 ? -__a : __a;
200 const _Tp __abs_b = __b < 0 ? -__b : __b;
201 if (__abs_a <= __hi && __abs_b <= __hi) [[likely]]
202 return (__a + __b) / 2; // always correctly rounded
203 if (__abs_a < __lo) // not safe to halve __a
205 if (__abs_b < __lo) // not safe to halve __b
207 return __a/2 + __b/2; // otherwise correctly rounded
211 template<typename _Tp>
212 constexpr enable_if_t<is_object_v<_Tp>, _Tp*>
213 midpoint(_Tp* __a, _Tp* __b) noexcept
215 static_assert( sizeof(_Tp) != 0, "type must be complete" );
216 return __a + (__b - __a) / 2;
218 _GLIBCXX_END_NAMESPACE_VERSION
223 #if __cplusplus > 201402L
224 #include <bits/stl_function.h>
226 namespace std _GLIBCXX_VISIBILITY(default)
228 _GLIBCXX_BEGIN_NAMESPACE_VERSION
230 #if __cplusplus > 201703L
231 #define __cpp_lib_constexpr_numeric 201911L
234 /// @addtogroup numeric_ops
238 * @brief Calculate reduction of values in a range.
240 * @param __first Start of range.
241 * @param __last End of range.
242 * @param __init Starting value to add other values to.
243 * @param __binary_op A binary function object.
244 * @return The final sum.
246 * Reduce the values in the range `[first,last)` using a binary operation.
247 * The initial value is `init`. The values are not necessarily processed
250 * This algorithm is similar to `std::accumulate` but is not required to
251 * perform the operations in order from first to last. For operations
252 * that are commutative and associative the result will be the same as
253 * for `std::accumulate`, but for other operations (such as floating point
254 * arithmetic) the result can be different.
256 template<typename _InputIterator, typename _Tp, typename _BinaryOperation>
259 reduce(_InputIterator __first, _InputIterator __last, _Tp __init,
260 _BinaryOperation __binary_op)
262 using __ref = typename iterator_traits<_InputIterator>::reference;
263 static_assert(is_invocable_r_v<_Tp, _BinaryOperation&, _Tp&, __ref>);
264 static_assert(is_invocable_r_v<_Tp, _BinaryOperation&, __ref, _Tp&>);
265 static_assert(is_invocable_r_v<_Tp, _BinaryOperation&, _Tp&, _Tp&>);
266 static_assert(is_invocable_r_v<_Tp, _BinaryOperation&, __ref, __ref>);
267 if constexpr (__is_random_access_iter<_InputIterator>::value)
269 while ((__last - __first) >= 4)
271 _Tp __v1 = __binary_op(__first[0], __first[1]);
272 _Tp __v2 = __binary_op(__first[2], __first[3]);
273 _Tp __v3 = __binary_op(__v1, __v2);
274 __init = __binary_op(__init, __v3);
278 for (; __first != __last; ++__first)
279 __init = __binary_op(__init, *__first);
284 * @brief Calculate reduction of values in a range.
286 * @param __first Start of range.
287 * @param __last End of range.
288 * @param __init Starting value to add other values to.
289 * @return The final sum.
291 * Reduce the values in the range `[first,last)` using addition.
292 * Equivalent to calling `std::reduce(first, last, init, std::plus<>())`.
294 template<typename _InputIterator, typename _Tp>
297 reduce(_InputIterator __first, _InputIterator __last, _Tp __init)
298 { return std::reduce(__first, __last, std::move(__init), plus<>()); }
301 * @brief Calculate reduction of values in a range.
303 * @param __first Start of range.
304 * @param __last End of range.
305 * @return The final sum.
307 * Reduce the values in the range `[first,last)` using addition, with
308 * an initial value of `T{}`, where `T` is the iterator's value type.
309 * Equivalent to calling `std::reduce(first, last, T{}, std::plus<>())`.
311 template<typename _InputIterator>
313 inline typename iterator_traits<_InputIterator>::value_type
314 reduce(_InputIterator __first, _InputIterator __last)
316 using value_type = typename iterator_traits<_InputIterator>::value_type;
317 return std::reduce(__first, __last, value_type{}, plus<>());
321 * @brief Combine elements from two ranges and reduce
323 * @param __first1 Start of first range.
324 * @param __last1 End of first range.
325 * @param __first2 Start of second range.
326 * @param __init Starting value to add other values to.
327 * @param __binary_op1 The function used to perform reduction.
328 * @param __binary_op2 The function used to combine values from the ranges.
329 * @return The final sum.
331 * Call `binary_op2(first1[n],first2[n])` for each `n` in `[0,last1-first1)`
332 * and then use `binary_op1` to reduce the values returned by `binary_op2`
333 * to a single value of type `T`.
335 * The range beginning at `first2` must contain at least `last1-first1`
338 template<typename _InputIterator1, typename _InputIterator2, typename _Tp,
339 typename _BinaryOperation1, typename _BinaryOperation2>
342 transform_reduce(_InputIterator1 __first1, _InputIterator1 __last1,
343 _InputIterator2 __first2, _Tp __init,
344 _BinaryOperation1 __binary_op1,
345 _BinaryOperation2 __binary_op2)
347 if constexpr (__and_v<__is_random_access_iter<_InputIterator1>,
348 __is_random_access_iter<_InputIterator2>>)
350 while ((__last1 - __first1) >= 4)
352 _Tp __v1 = __binary_op1(__binary_op2(__first1[0], __first2[0]),
353 __binary_op2(__first1[1], __first2[1]));
354 _Tp __v2 = __binary_op1(__binary_op2(__first1[2], __first2[2]),
355 __binary_op2(__first1[3], __first2[3]));
356 _Tp __v3 = __binary_op1(__v1, __v2);
357 __init = __binary_op1(__init, __v3);
362 for (; __first1 != __last1; ++__first1, (void) ++__first2)
363 __init = __binary_op1(__init, __binary_op2(*__first1, *__first2));
368 * @brief Combine elements from two ranges and reduce
370 * @param __first1 Start of first range.
371 * @param __last1 End of first range.
372 * @param __first2 Start of second range.
373 * @param __init Starting value to add other values to.
374 * @return The final sum.
376 * Call `first1[n]*first2[n]` for each `n` in `[0,last1-first1)` and then
377 * use addition to sum those products to a single value of type `T`.
379 * The range beginning at `first2` must contain at least `last1-first1`
382 template<typename _InputIterator1, typename _InputIterator2, typename _Tp>
385 transform_reduce(_InputIterator1 __first1, _InputIterator1 __last1,
386 _InputIterator2 __first2, _Tp __init)
388 return std::transform_reduce(__first1, __last1, __first2,
390 plus<>(), multiplies<>());
394 * @brief Transform the elements of a range and reduce
396 * @param __first Start of range.
397 * @param __last End of range.
398 * @param __init Starting value to add other values to.
399 * @param __binary_op The function used to perform reduction.
400 * @param __unary_op The function used to transform values from the range.
401 * @return The final sum.
403 * Call `unary_op(first[n])` for each `n` in `[0,last-first)` and then
404 * use `binary_op` to reduce the values returned by `unary_op`
405 * to a single value of type `T`.
407 template<typename _InputIterator, typename _Tp,
408 typename _BinaryOperation, typename _UnaryOperation>
411 transform_reduce(_InputIterator __first, _InputIterator __last, _Tp __init,
412 _BinaryOperation __binary_op, _UnaryOperation __unary_op)
414 if constexpr (__is_random_access_iter<_InputIterator>::value)
416 while ((__last - __first) >= 4)
418 _Tp __v1 = __binary_op(__unary_op(__first[0]),
419 __unary_op(__first[1]));
420 _Tp __v2 = __binary_op(__unary_op(__first[2]),
421 __unary_op(__first[3]));
422 _Tp __v3 = __binary_op(__v1, __v2);
423 __init = __binary_op(__init, __v3);
427 for (; __first != __last; ++__first)
428 __init = __binary_op(__init, __unary_op(*__first));
432 /** @brief Output the cumulative sum of one range to a second range
434 * @param __first Start of input range.
435 * @param __last End of input range.
436 * @param __result Start of output range.
437 * @param __init Initial value.
438 * @param __binary_op Function to perform summation.
439 * @return The end of the output range.
441 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
442 * to the output range. Each element of the output range contains the
443 * running total of all earlier elements (and the initial value),
444 * using `binary_op` for summation.
446 * This function generates an "exclusive" scan, meaning the Nth element
447 * of the output range is the sum of the first N-1 input elements,
448 * so the Nth input element is not included.
450 template<typename _InputIterator, typename _OutputIterator, typename _Tp,
451 typename _BinaryOperation>
454 exclusive_scan(_InputIterator __first, _InputIterator __last,
455 _OutputIterator __result, _Tp __init,
456 _BinaryOperation __binary_op)
458 while (__first != __last)
461 __init = __binary_op(__init, *__first);
463 *__result++ = std::move(__v);
468 /** @brief Output the cumulative sum of one range to a second range
470 * @param __first Start of input range.
471 * @param __last End of input range.
472 * @param __result Start of output range.
473 * @param __init Initial value.
474 * @return The end of the output range.
476 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
477 * to the output range. Each element of the output range contains the
478 * running total of all earlier elements (and the initial value),
479 * using `std::plus<>` for summation.
481 * This function generates an "exclusive" scan, meaning the Nth element
482 * of the output range is the sum of the first N-1 input elements,
483 * so the Nth input element is not included.
485 template<typename _InputIterator, typename _OutputIterator, typename _Tp>
487 inline _OutputIterator
488 exclusive_scan(_InputIterator __first, _InputIterator __last,
489 _OutputIterator __result, _Tp __init)
491 return std::exclusive_scan(__first, __last, __result, std::move(__init),
495 /** @brief Output the cumulative sum of one range to a second range
497 * @param __first Start of input range.
498 * @param __last End of input range.
499 * @param __result Start of output range.
500 * @param __binary_op Function to perform summation.
501 * @param __init Initial value.
502 * @return The end of the output range.
504 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
505 * to the output range. Each element of the output range contains the
506 * running total of all earlier elements (and the initial value),
507 * using `binary_op` for summation.
509 * This function generates an "inclusive" scan, meaning the Nth element
510 * of the output range is the sum of the first N input elements,
511 * so the Nth input element is included.
513 template<typename _InputIterator, typename _OutputIterator,
514 typename _BinaryOperation, typename _Tp>
517 inclusive_scan(_InputIterator __first, _InputIterator __last,
518 _OutputIterator __result, _BinaryOperation __binary_op,
521 for (; __first != __last; ++__first)
522 *__result++ = __init = __binary_op(__init, *__first);
526 /** @brief Output the cumulative sum of one range to a second range
528 * @param __first Start of input range.
529 * @param __last End of input range.
530 * @param __result Start of output range.
531 * @param __binary_op Function to perform summation.
532 * @return The end of the output range.
534 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
535 * to the output range. Each element of the output range contains the
536 * running total of all earlier elements, using `binary_op` for summation.
538 * This function generates an "inclusive" scan, meaning the Nth element
539 * of the output range is the sum of the first N input elements,
540 * so the Nth input element is included.
542 template<typename _InputIterator, typename _OutputIterator,
543 typename _BinaryOperation>
546 inclusive_scan(_InputIterator __first, _InputIterator __last,
547 _OutputIterator __result, _BinaryOperation __binary_op)
549 if (__first != __last)
551 auto __init = *__first;
552 *__result++ = __init;
554 if (__first != __last)
555 __result = std::inclusive_scan(__first, __last, __result,
556 __binary_op, std::move(__init));
561 /** @brief Output the cumulative sum of one range to a second range
563 * @param __first Start of input range.
564 * @param __last End of input range.
565 * @param __result Start of output range.
566 * @return The end of the output range.
568 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
569 * to the output range. Each element of the output range contains the
570 * running total of all earlier elements, using `std::plus<>` for summation.
572 * This function generates an "inclusive" scan, meaning the Nth element
573 * of the output range is the sum of the first N input elements,
574 * so the Nth input element is included.
576 template<typename _InputIterator, typename _OutputIterator>
578 inline _OutputIterator
579 inclusive_scan(_InputIterator __first, _InputIterator __last,
580 _OutputIterator __result)
581 { return std::inclusive_scan(__first, __last, __result, plus<>()); }
583 /** @brief Output the cumulative sum of one range to a second range
585 * @param __first Start of input range.
586 * @param __last End of input range.
587 * @param __result Start of output range.
588 * @param __init Initial value.
589 * @param __binary_op Function to perform summation.
590 * @param __unary_op Function to transform elements of the input range.
591 * @return The end of the output range.
593 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
594 * to the output range. Each element of the output range contains the
595 * running total of all earlier elements (and the initial value),
596 * using `__unary_op` to transform the input elements
597 * and using `__binary_op` for summation.
599 * This function generates an "exclusive" scan, meaning the Nth element
600 * of the output range is the sum of the first N-1 input elements,
601 * so the Nth input element is not included.
603 template<typename _InputIterator, typename _OutputIterator, typename _Tp,
604 typename _BinaryOperation, typename _UnaryOperation>
607 transform_exclusive_scan(_InputIterator __first, _InputIterator __last,
608 _OutputIterator __result, _Tp __init,
609 _BinaryOperation __binary_op,
610 _UnaryOperation __unary_op)
612 while (__first != __last)
615 __init = __binary_op(__init, __unary_op(*__first));
617 *__result++ = std::move(__v);
622 /** @brief Output the cumulative sum of one range to a second range
624 * @param __first Start of input range.
625 * @param __last End of input range.
626 * @param __result Start of output range.
627 * @param __binary_op Function to perform summation.
628 * @param __unary_op Function to transform elements of the input range.
629 * @param __init Initial value.
630 * @return The end of the output range.
632 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
633 * to the output range. Each element of the output range contains the
634 * running total of all earlier elements (and the initial value),
635 * using `__unary_op` to transform the input elements
636 * and using `__binary_op` for summation.
638 * This function generates an "inclusive" scan, meaning the Nth element
639 * of the output range is the sum of the first N input elements,
640 * so the Nth input element is included.
642 template<typename _InputIterator, typename _OutputIterator,
643 typename _BinaryOperation, typename _UnaryOperation, typename _Tp>
646 transform_inclusive_scan(_InputIterator __first, _InputIterator __last,
647 _OutputIterator __result,
648 _BinaryOperation __binary_op,
649 _UnaryOperation __unary_op,
652 for (; __first != __last; ++__first)
653 *__result++ = __init = __binary_op(__init, __unary_op(*__first));
657 /** @brief Output the cumulative sum of one range to a second range
659 * @param __first Start of input range.
660 * @param __last End of input range.
661 * @param __result Start of output range.
662 * @param __binary_op Function to perform summation.
663 * @param __unary_op Function to transform elements of the input range.
664 * @return The end of the output range.
666 * Write the cumulative sum (aka prefix sum, aka scan) of the input range
667 * to the output range. Each element of the output range contains the
668 * running total of all earlier elements,
669 * using `__unary_op` to transform the input elements
670 * and using `__binary_op` for summation.
672 * This function generates an "inclusive" scan, meaning the Nth element
673 * of the output range is the sum of the first N input elements,
674 * so the Nth input element is included.
676 template<typename _InputIterator, typename _OutputIterator,
677 typename _BinaryOperation, typename _UnaryOperation>
680 transform_inclusive_scan(_InputIterator __first, _InputIterator __last,
681 _OutputIterator __result,
682 _BinaryOperation __binary_op,
683 _UnaryOperation __unary_op)
685 if (__first != __last)
687 auto __init = __unary_op(*__first);
688 *__result++ = __init;
690 if (__first != __last)
691 __result = std::transform_inclusive_scan(__first, __last, __result,
692 __binary_op, __unary_op,
698 /// @} group numeric_ops
700 _GLIBCXX_END_NAMESPACE_VERSION
703 // Parallel STL algorithms
704 # if _PSTL_EXECUTION_POLICIES_DEFINED
705 // If <execution> has already been included, pull in implementations
706 # include <pstl/glue_numeric_impl.h>
708 // Otherwise just pull in forward declarations
709 # include <pstl/glue_numeric_defs.h>
710 # define _PSTL_NUMERIC_FORWARD_DECLARED 1
713 // Feature test macro for parallel algorithms
714 # define __cpp_lib_parallel_algorithm 201603L
717 #endif /* _GLIBCXX_NUMERIC */