1 // -*- C++ -*-
2 //===-- unseq_backend_simd.h ----------------------------------------------===//
3 //
4 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
5 // See https://llvm.org/LICENSE.txt for license information.
6 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
7 //
8 //===----------------------------------------------------------------------===//
9 
10 #ifndef _PSTL_UNSEQ_BACKEND_SIMD_H
11 #define _PSTL_UNSEQ_BACKEND_SIMD_H
12 
13 #include <type_traits>
14 
15 #include "utils.h"
16 
17 // This header defines the minimum set of vector routines required
18 // to support parallel STL.
19 namespace __pstl
20 {
21 namespace __unseq_backend
22 {
23 
24 // Expect vector width up to 64 (or 512 bit)
25 const std::size_t __lane_size = 64;
26 
27 template <class _Iterator, class _DifferenceType, class _Function>
28 _Iterator
__simd_walk_1(_Iterator __first,_DifferenceType __n,_Function __f)29 __simd_walk_1(_Iterator __first, _DifferenceType __n, _Function __f) noexcept
30 {
31     _PSTL_PRAGMA_SIMD
32     for (_DifferenceType __i = 0; __i < __n; ++__i)
33         __f(__first[__i]);
34 
35     return __first + __n;
36 }
37 
38 template <class _Iterator1, class _DifferenceType, class _Iterator2, class _Function>
39 _Iterator2
__simd_walk_2(_Iterator1 __first1,_DifferenceType __n,_Iterator2 __first2,_Function __f)40 __simd_walk_2(_Iterator1 __first1, _DifferenceType __n, _Iterator2 __first2, _Function __f) noexcept
41 {
42     _PSTL_PRAGMA_SIMD
43     for (_DifferenceType __i = 0; __i < __n; ++__i)
44         __f(__first1[__i], __first2[__i]);
45     return __first2 + __n;
46 }
47 
48 template <class _Iterator1, class _DifferenceType, class _Iterator2, class _Iterator3, class _Function>
49 _Iterator3
__simd_walk_3(_Iterator1 __first1,_DifferenceType __n,_Iterator2 __first2,_Iterator3 __first3,_Function __f)50 __simd_walk_3(_Iterator1 __first1, _DifferenceType __n, _Iterator2 __first2, _Iterator3 __first3,
51               _Function __f) noexcept
52 {
53     _PSTL_PRAGMA_SIMD
54     for (_DifferenceType __i = 0; __i < __n; ++__i)
55         __f(__first1[__i], __first2[__i], __first3[__i]);
56     return __first3 + __n;
57 }
58 
59 // TODO: check whether __simd_first() can be used here
60 template <class _Index, class _DifferenceType, class _Pred>
61 bool
__simd_or(_Index __first,_DifferenceType __n,_Pred __pred)62 __simd_or(_Index __first, _DifferenceType __n, _Pred __pred) noexcept
63 {
64 #if _PSTL_EARLYEXIT_PRESENT
65     _DifferenceType __i;
66     _PSTL_PRAGMA_VECTOR_UNALIGNED
67     _PSTL_PRAGMA_SIMD_EARLYEXIT
68     for (__i = 0; __i < __n; ++__i)
69         if (__pred(__first[__i]))
70             break;
71     return __i < __n;
72 #else
73     _DifferenceType __block_size = 4 < __n ? 4 : __n;
74     const _Index __last = __first + __n;
75     while (__last != __first)
76     {
77         int32_t __flag = 1;
78         _PSTL_PRAGMA_SIMD_REDUCTION(& : __flag)
79         for (_DifferenceType __i = 0; __i < __block_size; ++__i)
80             if (__pred(*(__first + __i)))
81                 __flag = 0;
82         if (!__flag)
83             return true;
84 
85         __first += __block_size;
86         if (__last - __first >= __block_size << 1)
87         {
88             // Double the block _Size.  Any unnecessary iterations can be amortized against work done so far.
89             __block_size <<= 1;
90         }
91         else
92         {
93             __block_size = __last - __first;
94         }
95     }
96     return false;
97 #endif
98 }
99 
100 template <class _Index, class _DifferenceType, class _Compare>
101 _Index
__simd_first(_Index __first,_DifferenceType __begin,_DifferenceType __end,_Compare __comp)102 __simd_first(_Index __first, _DifferenceType __begin, _DifferenceType __end, _Compare __comp) noexcept
103 {
104 #if _PSTL_EARLYEXIT_PRESENT
105     _DifferenceType __i = __begin;
106     _PSTL_PRAGMA_VECTOR_UNALIGNED // Do not generate peel loop part
107         _PSTL_PRAGMA_SIMD_EARLYEXIT for (; __i < __end; ++__i)
108     {
109         if (__comp(__first, __i))
110         {
111             break;
112         }
113     }
114     return __first + __i;
115 #else
116     // Experiments show good block sizes like this
117     const _DifferenceType __block_size = 8;
118     alignas(__lane_size) _DifferenceType __lane[__block_size] = {0};
119     while (__end - __begin >= __block_size)
120     {
121         _DifferenceType __found = 0;
122         _PSTL_PRAGMA_VECTOR_UNALIGNED // Do not generate peel loop part
123             _PSTL_PRAGMA_SIMD_REDUCTION(|
124                                         : __found) for (_DifferenceType __i = __begin; __i < __begin + __block_size;
125                                                         ++__i)
126         {
127             const _DifferenceType __t = __comp(__first, __i);
128             __lane[__i - __begin] = __t;
129             __found |= __t;
130         }
131         if (__found)
132         {
133             _DifferenceType __i;
134             // This will vectorize
135             for (__i = 0; __i < __block_size; ++__i)
136             {
137                 if (__lane[__i])
138                 {
139                     break;
140                 }
141             }
142             return __first + __begin + __i;
143         }
144         __begin += __block_size;
145     }
146 
147     //Keep remainder scalar
148     while (__begin != __end)
149     {
150         if (__comp(__first, __begin))
151         {
152             return __first + __begin;
153         }
154         ++__begin;
155     }
156     return __first + __end;
157 #endif //_PSTL_EARLYEXIT_PRESENT
158 }
159 
160 template <class _Index1, class _DifferenceType, class _Index2, class _Pred>
161 std::pair<_Index1, _Index2>
__simd_first(_Index1 __first1,_DifferenceType __n,_Index2 __first2,_Pred __pred)162 __simd_first(_Index1 __first1, _DifferenceType __n, _Index2 __first2, _Pred __pred) noexcept
163 {
164 #if _PSTL_EARLYEXIT_PRESENT
165     _DifferenceType __i = 0;
166     _PSTL_PRAGMA_VECTOR_UNALIGNED
167     _PSTL_PRAGMA_SIMD_EARLYEXIT
168     for (; __i < __n; ++__i)
169         if (__pred(__first1[__i], __first2[__i]))
170             break;
171     return std::make_pair(__first1 + __i, __first2 + __i);
172 #else
173     const _Index1 __last1 = __first1 + __n;
174     const _Index2 __last2 = __first2 + __n;
175     // Experiments show good block sizes like this
176     const _DifferenceType __block_size = 8;
177     alignas(__lane_size) _DifferenceType __lane[__block_size] = {0};
178     while (__last1 - __first1 >= __block_size)
179     {
180         _DifferenceType __found = 0;
181         _DifferenceType __i;
182         _PSTL_PRAGMA_VECTOR_UNALIGNED // Do not generate peel loop part
183             _PSTL_PRAGMA_SIMD_REDUCTION(|
184                                          : __found) for (__i = 0; __i < __block_size; ++__i)
185         {
186             const _DifferenceType __t = __pred(__first1[__i], __first2[__i]);
187             __lane[__i] = __t;
188             __found |= __t;
189         }
190         if (__found)
191         {
192             _DifferenceType __i;
193             // This will vectorize
194             for (__i = 0; __i < __block_size; ++__i)
195             {
196                 if (__lane[__i])
197                     break;
198             }
199             return std::make_pair(__first1 + __i, __first2 + __i);
200         }
201         __first1 += __block_size;
202         __first2 += __block_size;
203     }
204 
205     //Keep remainder scalar
206     for (; __last1 != __first1; ++__first1, ++__first2)
207         if (__pred(*(__first1), *(__first2)))
208             return std::make_pair(__first1, __first2);
209 
210     return std::make_pair(__last1, __last2);
211 #endif //_PSTL_EARLYEXIT_PRESENT
212 }
213 
214 template <class _Index, class _DifferenceType, class _Pred>
215 _DifferenceType
__simd_count(_Index __index,_DifferenceType __n,_Pred __pred)216 __simd_count(_Index __index, _DifferenceType __n, _Pred __pred) noexcept
217 {
218     _DifferenceType __count = 0;
219     _PSTL_PRAGMA_SIMD_REDUCTION(+ : __count)
220     for (_DifferenceType __i = 0; __i < __n; ++__i)
221         if (__pred(*(__index + __i)))
222             ++__count;
223 
224     return __count;
225 }
226 
227 template <class _InputIterator, class _DifferenceType, class _OutputIterator, class _BinaryPredicate>
228 _OutputIterator
__simd_unique_copy(_InputIterator __first,_DifferenceType __n,_OutputIterator __result,_BinaryPredicate __pred)229 __simd_unique_copy(_InputIterator __first, _DifferenceType __n, _OutputIterator __result,
230                    _BinaryPredicate __pred) noexcept
231 {
232     if (__n == 0)
233         return __result;
234 
235     _DifferenceType __cnt = 1;
236     __result[0] = __first[0];
237 
238     _PSTL_PRAGMA_SIMD
239     for (_DifferenceType __i = 1; __i < __n; ++__i)
240     {
241         _PSTL_PRAGMA_SIMD_ORDERED_MONOTONIC(__cnt : 1)
242         if (!__pred(__first[__i], __first[__i - 1]))
243         {
244             __result[__cnt] = __first[__i];
245             ++__cnt;
246         }
247     }
248     return __result + __cnt;
249 }
250 
251 template <class _InputIterator, class _DifferenceType, class _OutputIterator, class _Assigner>
252 _OutputIterator
__simd_assign(_InputIterator __first,_DifferenceType __n,_OutputIterator __result,_Assigner __assigner)253 __simd_assign(_InputIterator __first, _DifferenceType __n, _OutputIterator __result, _Assigner __assigner) noexcept
254 {
255     _PSTL_USE_NONTEMPORAL_STORES_IF_ALLOWED
256     _PSTL_PRAGMA_SIMD
257     for (_DifferenceType __i = 0; __i < __n; ++__i)
258         __assigner(__first + __i, __result + __i);
259     return __result + __n;
260 }
261 
262 template <class _InputIterator, class _DifferenceType, class _OutputIterator, class _UnaryPredicate>
263 _OutputIterator
__simd_copy_if(_InputIterator __first,_DifferenceType __n,_OutputIterator __result,_UnaryPredicate __pred)264 __simd_copy_if(_InputIterator __first, _DifferenceType __n, _OutputIterator __result, _UnaryPredicate __pred) noexcept
265 {
266     _DifferenceType __cnt = 0;
267 
268     _PSTL_PRAGMA_SIMD
269     for (_DifferenceType __i = 0; __i < __n; ++__i)
270     {
271         _PSTL_PRAGMA_SIMD_ORDERED_MONOTONIC(__cnt : 1)
272         if (__pred(__first[__i]))
273         {
274             __result[__cnt] = __first[__i];
275             ++__cnt;
276         }
277     }
278     return __result + __cnt;
279 }
280 
281 template <class _InputIterator, class _DifferenceType, class _BinaryPredicate>
282 _DifferenceType
__simd_calc_mask_2(_InputIterator __first,_DifferenceType __n,bool * __mask,_BinaryPredicate __pred)283 __simd_calc_mask_2(_InputIterator __first, _DifferenceType __n, bool* __mask, _BinaryPredicate __pred) noexcept
284 {
285     _DifferenceType __count = 0;
286 
287     _PSTL_PRAGMA_SIMD_REDUCTION(+ : __count)
288     for (_DifferenceType __i = 0; __i < __n; ++__i)
289     {
290         __mask[__i] = !__pred(__first[__i], __first[__i - 1]);
291         __count += __mask[__i];
292     }
293     return __count;
294 }
295 
296 template <class _InputIterator, class _DifferenceType, class _UnaryPredicate>
297 _DifferenceType
__simd_calc_mask_1(_InputIterator __first,_DifferenceType __n,bool * __mask,_UnaryPredicate __pred)298 __simd_calc_mask_1(_InputIterator __first, _DifferenceType __n, bool* __mask, _UnaryPredicate __pred) noexcept
299 {
300     _DifferenceType __count = 0;
301 
302     _PSTL_PRAGMA_SIMD_REDUCTION(+ : __count)
303     for (_DifferenceType __i = 0; __i < __n; ++__i)
304     {
305         __mask[__i] = __pred(__first[__i]);
306         __count += __mask[__i];
307     }
308     return __count;
309 }
310 
311 template <class _InputIterator, class _DifferenceType, class _OutputIterator, class _Assigner>
312 void
__simd_copy_by_mask(_InputIterator __first,_DifferenceType __n,_OutputIterator __result,bool * __mask,_Assigner __assigner)313 __simd_copy_by_mask(_InputIterator __first, _DifferenceType __n, _OutputIterator __result, bool* __mask,
314                     _Assigner __assigner) noexcept
315 {
316     _DifferenceType __cnt = 0;
317     _PSTL_PRAGMA_SIMD
318     for (_DifferenceType __i = 0; __i < __n; ++__i)
319     {
320         if (__mask[__i])
321         {
322             _PSTL_PRAGMA_SIMD_ORDERED_MONOTONIC(__cnt : 1)
323             {
324                 __assigner(__first + __i, __result + __cnt);
325                 ++__cnt;
326             }
327         }
328     }
329 }
330 
331 template <class _InputIterator, class _DifferenceType, class _OutputIterator1, class _OutputIterator2>
332 void
__simd_partition_by_mask(_InputIterator __first,_DifferenceType __n,_OutputIterator1 __out_true,_OutputIterator2 __out_false,bool * __mask)333 __simd_partition_by_mask(_InputIterator __first, _DifferenceType __n, _OutputIterator1 __out_true,
334                          _OutputIterator2 __out_false, bool* __mask) noexcept
335 {
336     _DifferenceType __cnt_true = 0, __cnt_false = 0;
337     _PSTL_PRAGMA_SIMD
338     for (_DifferenceType __i = 0; __i < __n; ++__i)
339     {
340         _PSTL_PRAGMA_SIMD_ORDERED_MONOTONIC_2ARGS(__cnt_true : 1, __cnt_false : 1)
341         if (__mask[__i])
342         {
343             __out_true[__cnt_true] = __first[__i];
344             ++__cnt_true;
345         }
346         else
347         {
348             __out_false[__cnt_false] = __first[__i];
349             ++__cnt_false;
350         }
351     }
352 }
353 
354 template <class _Index, class _DifferenceType, class _Tp>
355 _Index
__simd_fill_n(_Index __first,_DifferenceType __n,const _Tp & __value)356 __simd_fill_n(_Index __first, _DifferenceType __n, const _Tp& __value) noexcept
357 {
358     _PSTL_USE_NONTEMPORAL_STORES_IF_ALLOWED
359     _PSTL_PRAGMA_SIMD
360     for (_DifferenceType __i = 0; __i < __n; ++__i)
361         __first[__i] = __value;
362     return __first + __n;
363 }
364 
365 template <class _Index, class _DifferenceType, class _Generator>
366 _Index
__simd_generate_n(_Index __first,_DifferenceType __size,_Generator __g)367 __simd_generate_n(_Index __first, _DifferenceType __size, _Generator __g) noexcept
368 {
369     _PSTL_USE_NONTEMPORAL_STORES_IF_ALLOWED
370     _PSTL_PRAGMA_SIMD
371     for (_DifferenceType __i = 0; __i < __size; ++__i)
372         __first[__i] = __g();
373     return __first + __size;
374 }
375 
376 template <class _Index, class _BinaryPredicate>
377 _Index
__simd_adjacent_find(_Index __first,_Index __last,_BinaryPredicate __pred,bool __or_semantic)378 __simd_adjacent_find(_Index __first, _Index __last, _BinaryPredicate __pred, bool __or_semantic) noexcept
379 {
380     if (__last - __first < 2)
381         return __last;
382 
383     typedef typename std::iterator_traits<_Index>::difference_type _DifferenceType;
384     _DifferenceType __i = 0;
385 
386 #if _PSTL_EARLYEXIT_PRESENT
387     //Some compiler versions fail to compile the following loop when iterators are used. Indices are used instead
388     const _DifferenceType __n = __last - __first - 1;
389     _PSTL_PRAGMA_VECTOR_UNALIGNED
390     _PSTL_PRAGMA_SIMD_EARLYEXIT
391     for (; __i < __n; ++__i)
392         if (__pred(__first[__i], __first[__i + 1]))
393             break;
394 
395     return __i < __n ? __first + __i : __last;
396 #else
397     // Experiments show good block sizes like this
398     //TODO: to consider tuning block_size for various data types
399     const _DifferenceType __block_size = 8;
400     alignas(__lane_size) _DifferenceType __lane[__block_size] = {0};
401     while (__last - __first >= __block_size)
402     {
403         _DifferenceType __found = 0;
404         _PSTL_PRAGMA_VECTOR_UNALIGNED // Do not generate peel loop part
405             _PSTL_PRAGMA_SIMD_REDUCTION(|
406                                          : __found) for (__i = 0; __i < __block_size - 1; ++__i)
407         {
408             //TODO: to improve SIMD vectorization
409             const _DifferenceType __t = __pred(*(__first + __i), *(__first + __i + 1));
410             __lane[__i] = __t;
411             __found |= __t;
412         }
413 
414         //Process a pair of elements on a boundary of a data block
415         if (__first + __block_size < __last && __pred(*(__first + __i), *(__first + __i + 1)))
416             __lane[__i] = __found = 1;
417 
418         if (__found)
419         {
420             if (__or_semantic)
421                 return __first;
422 
423             // This will vectorize
424             for (__i = 0; __i < __block_size; ++__i)
425                 if (__lane[__i])
426                     break;
427             return __first + __i; //As far as found is true a __result (__lane[__i] is true) is guaranteed
428         }
429         __first += __block_size;
430     }
431     //Process the rest elements
432     for (; __last - __first > 1; ++__first)
433         if (__pred(*__first, *(__first + 1)))
434             return __first;
435 
436     return __last;
437 #endif
438 }
439 
440 // It was created to reduce the code inside std::enable_if
441 template <typename _Tp, typename _BinaryOperation>
442 using is_arithmetic_plus = std::integral_constant<bool, std::is_arithmetic<_Tp>::value &&
443                                                             std::is_same<_BinaryOperation, std::plus<_Tp>>::value>;
444 
445 template <typename _DifferenceType, typename _Tp, typename _BinaryOperation, typename _UnaryOperation>
446 typename std::enable_if<is_arithmetic_plus<_Tp, _BinaryOperation>::value, _Tp>::type
__simd_transform_reduce(_DifferenceType __n,_Tp __init,_BinaryOperation,_UnaryOperation __f)447 __simd_transform_reduce(_DifferenceType __n, _Tp __init, _BinaryOperation, _UnaryOperation __f) noexcept
448 {
449     _PSTL_PRAGMA_SIMD_REDUCTION(+ : __init)
450     for (_DifferenceType __i = 0; __i < __n; ++__i)
451         __init += __f(__i);
452     return __init;
453 }
454 
455 template <typename _Size, typename _Tp, typename _BinaryOperation, typename _UnaryOperation>
456 typename std::enable_if<!is_arithmetic_plus<_Tp, _BinaryOperation>::value, _Tp>::type
457 __simd_transform_reduce(_Size __n, _Tp __init, _BinaryOperation __binary_op, _UnaryOperation __f) noexcept
458 {
459     const _Size __block_size = __lane_size / sizeof(_Tp);
460     if (__n > 2 * __block_size && __block_size > 1)
461     {
462         alignas(__lane_size) char __lane_[__lane_size];
463         _Tp* __lane = reinterpret_cast<_Tp*>(__lane_);
464 
465         // initializer
466         _PSTL_PRAGMA_SIMD
467         for (_Size __i = 0; __i < __block_size; ++__i)
468         {
469             ::new (__lane + __i) _Tp(__binary_op(__f(__i), __f(__block_size + __i)));
470         }
471         // main loop
472         _Size __i = 2 * __block_size;
473         const _Size last_iteration = __block_size * (__n / __block_size);
474         for (; __i < last_iteration; __i += __block_size)
475         {
476             _PSTL_PRAGMA_SIMD
477             for (_Size __j = 0; __j < __block_size; ++__j)
478             {
479                 __lane[__j] = __binary_op(__lane[__j], __f(__i + __j));
480             }
481         }
482         // remainder
483         _PSTL_PRAGMA_SIMD
484         for (_Size __j = 0; __j < __n - last_iteration; ++__j)
485         {
486             __lane[__j] = __binary_op(__lane[__j], __f(last_iteration + __j));
487         }
488         // combiner
489         for (_Size __i = 0; __i < __block_size; ++__i)
490         {
491             __init = __binary_op(__init, __lane[__i]);
492         }
493         // destroyer
494         _PSTL_PRAGMA_SIMD
495         for (_Size __i = 0; __i < __block_size; ++__i)
496         {
497             __lane[__i].~_Tp();
498         }
499     }
500     else
501     {
502         for (_Size __i = 0; __i < __n; ++__i)
503         {
504             __init = __binary_op(__init, __f(__i));
505         }
506     }
507     return __init;
508 }
509 
510 // Exclusive scan for "+" and arithmetic types
511 template <class _InputIterator, class _Size, class _OutputIterator, class _UnaryOperation, class _Tp,
512           class _BinaryOperation>
513 typename std::enable_if<is_arithmetic_plus<_Tp, _BinaryOperation>::value, std::pair<_OutputIterator, _Tp>>::type
__simd_scan(_InputIterator __first,_Size __n,_OutputIterator __result,_UnaryOperation __unary_op,_Tp __init,_BinaryOperation,std::false_type)514 __simd_scan(_InputIterator __first, _Size __n, _OutputIterator __result, _UnaryOperation __unary_op, _Tp __init,
515             _BinaryOperation, /*Inclusive*/ std::false_type)
516 {
517     _PSTL_PRAGMA_SIMD_SCAN(+ : __init)
518     for (_Size __i = 0; __i < __n; ++__i)
519     {
520         __result[__i] = __init;
521         _PSTL_PRAGMA_SIMD_EXCLUSIVE_SCAN(__init)
522         __init += __unary_op(__first[__i]);
523     }
524     return std::make_pair(__result + __n, __init);
525 }
526 
527 // As soon as we cannot call __binary_op in "combiner" we create a wrapper over _Tp to encapsulate __binary_op
528 template <typename _Tp, typename _BinaryOp>
529 struct _Combiner
530 {
531     _Tp __value;
532     _BinaryOp* __bin_op; // Here is a pointer to function because of default ctor
533 
_Combiner_Combiner534     _Combiner() : __value{}, __bin_op(nullptr) {}
_Combiner_Combiner535     _Combiner(const _Tp& value, const _BinaryOp* bin_op) : __value(value), __bin_op(const_cast<_BinaryOp*>(bin_op)) {}
_Combiner_Combiner536     _Combiner(const _Combiner& __obj) : __value{}, __bin_op(__obj.__bin_op) {}
537 
538     void
operator_Combiner539     operator()(const _Combiner& __obj)
540     {
541         __value = (*__bin_op)(__value, __obj.__value);
542     }
543 };
544 
545 // Exclusive scan for other binary operations and types
546 template <class _InputIterator, class _Size, class _OutputIterator, class _UnaryOperation, class _Tp,
547           class _BinaryOperation>
548 typename std::enable_if<!is_arithmetic_plus<_Tp, _BinaryOperation>::value, std::pair<_OutputIterator, _Tp>>::type
549 __simd_scan(_InputIterator __first, _Size __n, _OutputIterator __result, _UnaryOperation __unary_op, _Tp __init,
550             _BinaryOperation __binary_op, /*Inclusive*/ std::false_type)
551 {
552     typedef _Combiner<_Tp, _BinaryOperation> _CombinerType;
553     _CombinerType __init_{__init, &__binary_op};
554 
555     _PSTL_PRAGMA_DECLARE_REDUCTION(__bin_op, _CombinerType)
556 
557     _PSTL_PRAGMA_SIMD_SCAN(__bin_op : __init_)
558     for (_Size __i = 0; __i < __n; ++__i)
559     {
560         __result[__i] = __init_.__value;
561         _PSTL_PRAGMA_SIMD_EXCLUSIVE_SCAN(__init_)
562         _PSTL_PRAGMA_FORCEINLINE
563         __init_.__value = __binary_op(__init_.__value, __unary_op(__first[__i]));
564     }
565     return std::make_pair(__result + __n, __init_.__value);
566 }
567 
568 // Inclusive scan for "+" and arithmetic types
569 template <class _InputIterator, class _Size, class _OutputIterator, class _UnaryOperation, class _Tp,
570           class _BinaryOperation>
571 typename std::enable_if<is_arithmetic_plus<_Tp, _BinaryOperation>::value, std::pair<_OutputIterator, _Tp>>::type
__simd_scan(_InputIterator __first,_Size __n,_OutputIterator __result,_UnaryOperation __unary_op,_Tp __init,_BinaryOperation,std::true_type)572 __simd_scan(_InputIterator __first, _Size __n, _OutputIterator __result, _UnaryOperation __unary_op, _Tp __init,
573             _BinaryOperation, /*Inclusive*/ std::true_type)
574 {
575     _PSTL_PRAGMA_SIMD_SCAN(+ : __init)
576     for (_Size __i = 0; __i < __n; ++__i)
577     {
578         __init += __unary_op(__first[__i]);
579         _PSTL_PRAGMA_SIMD_INCLUSIVE_SCAN(__init)
580         __result[__i] = __init;
581     }
582     return std::make_pair(__result + __n, __init);
583 }
584 
585 // Inclusive scan for other binary operations and types
586 template <class _InputIterator, class _Size, class _OutputIterator, class _UnaryOperation, class _Tp,
587           class _BinaryOperation>
588 typename std::enable_if<!is_arithmetic_plus<_Tp, _BinaryOperation>::value, std::pair<_OutputIterator, _Tp>>::type
589 __simd_scan(_InputIterator __first, _Size __n, _OutputIterator __result, _UnaryOperation __unary_op, _Tp __init,
590             _BinaryOperation __binary_op, std::true_type)
591 {
592     typedef _Combiner<_Tp, _BinaryOperation> _CombinerType;
593     _CombinerType __init_{__init, &__binary_op};
594 
595     _PSTL_PRAGMA_DECLARE_REDUCTION(__bin_op, _CombinerType)
596 
597     _PSTL_PRAGMA_SIMD_SCAN(__bin_op : __init_)
598     for (_Size __i = 0; __i < __n; ++__i)
599     {
600         _PSTL_PRAGMA_FORCEINLINE
601         __init_.__value = __binary_op(__init_.__value, __unary_op(__first[__i]));
602         _PSTL_PRAGMA_SIMD_INCLUSIVE_SCAN(__init_)
603         __result[__i] = __init_.__value;
604     }
605     return std::make_pair(__result + __n, __init_.__value);
606 }
607 
608 // [restriction] - std::iterator_traits<_ForwardIterator>::value_type should be DefaultConstructible.
609 // complexity [violation] - We will have at most (__n-1 + number_of_lanes) comparisons instead of at most __n-1.
610 template <typename _ForwardIterator, typename _Size, typename _Compare>
611 _ForwardIterator
__simd_min_element(_ForwardIterator __first,_Size __n,_Compare __comp)612 __simd_min_element(_ForwardIterator __first, _Size __n, _Compare __comp) noexcept
613 {
614     if (__n == 0)
615     {
616         return __first;
617     }
618 
619     typedef typename std::iterator_traits<_ForwardIterator>::value_type _ValueType;
620     struct _ComplexType
621     {
622         _ValueType __min_val;
623         _Size __min_ind;
624         _Compare* __min_comp;
625 
626         _ComplexType() : __min_val{}, __min_ind{}, __min_comp(nullptr) {}
627         _ComplexType(const _ValueType& val, const _Compare* comp)
628             : __min_val(val), __min_ind(0), __min_comp(const_cast<_Compare*>(comp))
629         {
630         }
631         _ComplexType(const _ComplexType& __obj)
632             : __min_val(__obj.__min_val), __min_ind(__obj.__min_ind), __min_comp(__obj.__min_comp)
633         {
634         }
635 
636         _PSTL_PRAGMA_DECLARE_SIMD
637         void
638         operator()(const _ComplexType& __obj)
639         {
640             if (!(*__min_comp)(__min_val, __obj.__min_val) &&
641                 ((*__min_comp)(__obj.__min_val, __min_val) || __obj.__min_ind - __min_ind < 0))
642             {
643                 __min_val = __obj.__min_val;
644                 __min_ind = __obj.__min_ind;
645             }
646         }
647     };
648 
649     _ComplexType __init{*__first, &__comp};
650 
651     _PSTL_PRAGMA_DECLARE_REDUCTION(__min_func, _ComplexType)
652 
653     _PSTL_PRAGMA_SIMD_REDUCTION(__min_func : __init)
654     for (_Size __i = 1; __i < __n; ++__i)
655     {
656         const _ValueType __min_val = __init.__min_val;
657         const _ValueType __current = __first[__i];
658         if (__comp(__current, __min_val))
659         {
660             __init.__min_val = __current;
661             __init.__min_ind = __i;
662         }
663     }
664     return __first + __init.__min_ind;
665 }
666 
667 // [restriction] - std::iterator_traits<_ForwardIterator>::value_type should be DefaultConstructible.
668 // complexity [violation] - We will have at most (2*(__n-1) + 4*number_of_lanes) comparisons instead of at most [1.5*(__n-1)].
669 template <typename _ForwardIterator, typename _Size, typename _Compare>
670 std::pair<_ForwardIterator, _ForwardIterator>
__simd_minmax_element(_ForwardIterator __first,_Size __n,_Compare __comp)671 __simd_minmax_element(_ForwardIterator __first, _Size __n, _Compare __comp) noexcept
672 {
673     if (__n == 0)
674     {
675         return std::make_pair(__first, __first);
676     }
677     typedef typename std::iterator_traits<_ForwardIterator>::value_type _ValueType;
678 
679     struct _ComplexType
680     {
681         _ValueType __min_val;
682         _ValueType __max_val;
683         _Size __min_ind;
684         _Size __max_ind;
685         _Compare* __minmax_comp;
686 
687         _ComplexType() : __min_val{}, __max_val{}, __min_ind{}, __max_ind{}, __minmax_comp(nullptr) {}
688         _ComplexType(const _ValueType& min_val, const _ValueType& max_val, const _Compare* comp)
689             : __min_val(min_val), __max_val(max_val), __min_ind(0), __max_ind(0),
690               __minmax_comp(const_cast<_Compare*>(comp))
691         {
692         }
693         _ComplexType(const _ComplexType& __obj)
694             : __min_val(__obj.__min_val), __max_val(__obj.__max_val), __min_ind(__obj.__min_ind),
695               __max_ind(__obj.__max_ind), __minmax_comp(__obj.__minmax_comp)
696         {
697         }
698 
699         void
700         operator()(const _ComplexType& __obj)
701         {
702             // min
703             if ((*__minmax_comp)(__obj.__min_val, __min_val))
704             {
705                 __min_val = __obj.__min_val;
706                 __min_ind = __obj.__min_ind;
707             }
708             else if (!(*__minmax_comp)(__min_val, __obj.__min_val))
709             {
710                 __min_val = __obj.__min_val;
711                 __min_ind = (__min_ind - __obj.__min_ind < 0) ? __min_ind : __obj.__min_ind;
712             }
713 
714             // max
715             if ((*__minmax_comp)(__max_val, __obj.__max_val))
716             {
717                 __max_val = __obj.__max_val;
718                 __max_ind = __obj.__max_ind;
719             }
720             else if (!(*__minmax_comp)(__obj.__max_val, __max_val))
721             {
722                 __max_val = __obj.__max_val;
723                 __max_ind = (__max_ind - __obj.__max_ind < 0) ? __obj.__max_ind : __max_ind;
724             }
725         }
726     };
727 
728     _ComplexType __init{*__first, *__first, &__comp};
729 
730     _PSTL_PRAGMA_DECLARE_REDUCTION(__min_func, _ComplexType);
731 
732     _PSTL_PRAGMA_SIMD_REDUCTION(__min_func : __init)
733     for (_Size __i = 1; __i < __n; ++__i)
734     {
735         auto __min_val = __init.__min_val;
736         auto __max_val = __init.__max_val;
737         auto __current = __first + __i;
738         if (__comp(*__current, __min_val))
739         {
740             __init.__min_val = *__current;
741             __init.__min_ind = __i;
742         }
743         else if (!__comp(*__current, __max_val))
744         {
745             __init.__max_val = *__current;
746             __init.__max_ind = __i;
747         }
748     }
749     return std::make_pair(__first + __init.__min_ind, __first + __init.__max_ind);
750 }
751 
752 template <class _InputIterator, class _DifferenceType, class _OutputIterator1, class _OutputIterator2,
753           class _UnaryPredicate>
754 std::pair<_OutputIterator1, _OutputIterator2>
__simd_partition_copy(_InputIterator __first,_DifferenceType __n,_OutputIterator1 __out_true,_OutputIterator2 __out_false,_UnaryPredicate __pred)755 __simd_partition_copy(_InputIterator __first, _DifferenceType __n, _OutputIterator1 __out_true,
756                       _OutputIterator2 __out_false, _UnaryPredicate __pred) noexcept
757 {
758     _DifferenceType __cnt_true = 0, __cnt_false = 0;
759 
760     _PSTL_PRAGMA_SIMD
761     for (_DifferenceType __i = 0; __i < __n; ++__i)
762     {
763         _PSTL_PRAGMA_SIMD_ORDERED_MONOTONIC_2ARGS(__cnt_true : 1, __cnt_false : 1)
764         if (__pred(__first[__i]))
765         {
766             __out_true[__cnt_true] = __first[__i];
767             ++__cnt_true;
768         }
769         else
770         {
771             __out_false[__cnt_false] = __first[__i];
772             ++__cnt_false;
773         }
774     }
775     return std::make_pair(__out_true + __cnt_true, __out_false + __cnt_false);
776 }
777 
778 template <class _ForwardIterator1, class _ForwardIterator2, class _BinaryPredicate>
779 _ForwardIterator1
__simd_find_first_of(_ForwardIterator1 __first,_ForwardIterator1 __last,_ForwardIterator2 __s_first,_ForwardIterator2 __s_last,_BinaryPredicate __pred)780 __simd_find_first_of(_ForwardIterator1 __first, _ForwardIterator1 __last, _ForwardIterator2 __s_first,
781                      _ForwardIterator2 __s_last, _BinaryPredicate __pred) noexcept
782 {
783     typedef typename std::iterator_traits<_ForwardIterator1>::difference_type _DifferencType;
784 
785     const _DifferencType __n1 = __last - __first;
786     const _DifferencType __n2 = __s_last - __s_first;
787     if (__n1 == 0 || __n2 == 0)
788     {
789         return __last; // according to the standard
790     }
791 
792     // Common case
793     // If first sequence larger than second then we'll run simd_first with parameters of first sequence.
794     // Otherwise, vice versa.
795     if (__n1 < __n2)
796     {
797         for (; __first != __last; ++__first)
798         {
799   	    if (__unseq_backend::__simd_or(__s_first, __n2,
800                           __internal::__equal_value_by_pred<decltype(*__first), _BinaryPredicate>(*__first, __pred)))
801             {
802                 return __first;
803             }
804         }
805     }
806     else
807     {
808         for (; __s_first != __s_last; ++__s_first)
809         {
810   	    const auto __result = __unseq_backend::__simd_first(__first, _DifferencType(0), __n1,
811                                                [__s_first, &__pred](_ForwardIterator1 __it, _DifferencType __i) {
812                                                    return __pred(__it[__i], *__s_first);
813                                                });
814             if (__result != __last)
815             {
816                 return __result;
817             }
818         }
819     }
820     return __last;
821 }
822 
823 template <class _RandomAccessIterator, class _DifferenceType, class _UnaryPredicate>
824 _RandomAccessIterator
__simd_remove_if(_RandomAccessIterator __first,_DifferenceType __n,_UnaryPredicate __pred)825 __simd_remove_if(_RandomAccessIterator __first, _DifferenceType __n, _UnaryPredicate __pred) noexcept
826 {
827     // find first element we need to remove
828     auto __current =
829         __unseq_backend::__simd_first(__first, _DifferenceType(0), __n,
830                      [&__pred](_RandomAccessIterator __it, _DifferenceType __i) { return __pred(__it[__i]); });
831     __n -= __current - __first;
832 
833     // if we have in sequence only one element that pred(__current[1]) != false we can exit the function
834     if (__n < 2)
835     {
836         return __current;
837     }
838 
839     _DifferenceType __cnt = 0;
840     _PSTL_PRAGMA_SIMD
841     for (_DifferenceType __i = 1; __i < __n; ++__i)
842     {
843         _PSTL_PRAGMA_SIMD_ORDERED_MONOTONIC(__cnt : 1)
844         if (!__pred(__current[__i]))
845         {
846             __current[__cnt] = std::move(__current[__i]);
847             ++__cnt;
848         }
849     }
850     return __current + __cnt;
851 }
852 } // namespace __unseq_backend
853 } // namespace __pstl
854 
855 #endif /* _PSTL_UNSEQ_BACKEND_SIMD_H */
856