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31 /** @file parallel/settings.h
32 * @brief Settings and tuning parameters, heuristics to decide
33 * whether to use parallelized algorithms.
34 * This file is a GNU parallel extension to the Standard C++ Library.
36 * @section parallelization_decision The decision whether to run an algorithm in parallel.
38 * There are several ways the user can switch on and off the
39 * parallel execution of an algorithm, both at compile- and
42 * Only sequential execution can be forced at compile-time.
43 * This reduces code size and protects code parts that have
44 * non-thread-safe side effects.
46 * Ultimately forcing parallel execution at compile-time does
48 * Often, the sequential algorithm implementation is used as
49 * a subroutine, so no reduction in code size can be achieved.
50 * Also, the machine the program is run on might have only one
51 * processor core, so to avoid overhead, the algorithm is
52 * executed sequentially.
54 * To force sequential execution of an algorithm ultimately
55 * at compile-time, the user must add the tag
56 * __gnu_parallel::sequential_tag() to the end of the
57 * parameter list, e. g.
60 * std::sort(v.begin(), v.end(), __gnu_parallel::sequential_tag());
63 * This is compatible with all overloaded algorithm variants.
64 * No additional code will be instantiated, at all.
65 * The same holds for most algorithm calls with iterators
66 * not providing random access.
68 * If the algorithm call is not forced to be executed sequentially
69 * at compile-time, the decision is made at run-time, for each call.
70 * First, the two (conceptually) global variables
71 * __gnu_parallel::Settings::force_sequential and
72 * __gnu_parallel::Settings::force_parallel are executed.
73 * If the former one is true, the sequential algorithm is executed.
74 * If the latter one is true and the former one is false,
75 * the algorithm is executed in parallel.
77 * If none of these conditions has fired so far, a heuristic is used.
78 * The parallel algorithm implementation is called only if the
79 * input size is sufficiently large.
80 * For most algorithms, the input size is the (combined) length of
81 * the input sequence(s).
82 * The threshold can be set by the user, individually for each
84 * The according variables are called
85 * __gnu_parallel::Settings::[algorithm]_minimal_n .
87 * For some of the algorithms, there are even more tuning options,
88 * e. g. the ability to choose from multiple algorithm variants.
89 * See the __gnu_parallel::Settings class for details.
92 // Written by Johannes Singler and Felix Putze.
94 #ifndef _GLIBCXX_PARALLEL_SETTINGS_H
95 #define _GLIBCXX_PARALLEL_SETTINGS_H 1
98 #include <parallel/types.h>
101 * @brief The extensible condition on whether the parallel variant of
102 * an algorithm sould be called.
103 * @param c A condition that is overruled by
104 * __gnu_parallel::Settings::force_parallel, i. e. usually a decision based on
107 #define _GLIBCXX_PARALLEL_CONDITION(c) (!(__gnu_parallel::Settings::force_sequential) && ((__gnu_parallel::get_max_threads() > 1 && (c)) || __gnu_parallel::Settings::force_parallel))
109 namespace __gnu_parallel
111 // NB: Including this file cannot produce (unresolved) symbols from
112 // the OpenMP runtime unless the parallel mode is actually invoked
113 // and active, which imples that the OpenMP runtime is actually
114 // going to be linked in.
117 { return omp_get_max_threads() > 1 ? omp_get_max_threads() : 1; }
121 // XXX look at _Tune in mt_allocator.h
122 /** @brief Run-time settings for the parallel mode. */
125 /** @brief Different parallel sorting algorithms to choose
126 from: multi-way mergesort, quicksort, load-balanced
129 { MWMS
, QS
, QS_BALANCED
};
131 /** @brief Different merging algorithms: bubblesort-alike,
132 loser-tree variants, enum sentinel */
133 enum MultiwayMergeAlgorithm
134 { BUBBLE
, LOSER_TREE_EXPLICIT
, LOSER_TREE
, LOSER_TREE_COMBINED
, LOSER_TREE_SENTINEL
, MWM_ALGORITHM_LAST
};
136 /** @brief Different splitting strategies for sorting/merging:
137 by sampling, exact */
141 /** @brief Different partial sum algorithms: recursive, linear */
142 enum PartialSumAlgorithm
143 { RECURSIVE
, LINEAR
};
145 /** @brief Different find distribution strategies: growing
146 blocks, equal-sized blocks, equal splitting. */
147 enum FindDistribution
148 { GROWING_BLOCKS
, CONSTANT_SIZE_BLOCKS
, EQUAL_SPLIT
};
150 /** @brief Force all algorithms to be executed sequentially.
151 * This setting cannot be overwritten. */
152 static volatile bool force_sequential
;
154 /** @brief Force all algorithms to be executed in parallel.
155 * This setting can be overridden by __gnu_parallel::sequential_tag
156 * (compile-time), and force_sequential (run-time). */
157 static volatile bool force_parallel
;
159 /** @brief Algorithm to use for sorting. */
160 static volatile SortAlgorithm sort_algorithm
;
162 /** @brief Strategy to use for splitting the input when
164 static volatile Splitting sort_splitting
;
166 /** @brief Minimal input size for parallel sorting. */
167 static volatile sequence_index_t sort_minimal_n
;
168 /** @brief Oversampling factor for parallel std::sort (MWMS). */
169 static volatile unsigned int sort_mwms_oversampling
;
170 /** @brief Such many samples to take to find a good pivot
172 static volatile unsigned int sort_qs_num_samples_preset
;
174 /** @brief Maximal subsequence length to switch to unbalanced
175 * base case. Applies to std::sort with dynamically
176 * load-balanced quicksort. */
177 static volatile sequence_index_t sort_qsb_base_case_maximal_n
;
179 /** @brief Minimal input size for parallel std::partition. */
180 static volatile sequence_index_t partition_minimal_n
;
182 /** @brief Chunk size for parallel std::partition. */
183 static volatile sequence_index_t partition_chunk_size
;
185 /** @brief Chunk size for parallel std::partition, relative to
186 * input size. If >0.0, this value overrides
187 * partition_chunk_size. */
188 static volatile double partition_chunk_share
;
190 /** @brief Minimal input size for parallel std::nth_element. */
191 static volatile sequence_index_t nth_element_minimal_n
;
193 /** @brief Minimal input size for parallel std::partial_sort. */
194 static volatile sequence_index_t partial_sort_minimal_n
;
196 /** @brief Minimal input size for parallel std::adjacent_difference. */
197 static volatile unsigned int adjacent_difference_minimal_n
;
199 /** @brief Minimal input size for parallel std::partial_sum. */
200 static volatile unsigned int partial_sum_minimal_n
;
202 /** @brief Algorithm to use for std::partial_sum. */
203 static volatile PartialSumAlgorithm partial_sum_algorithm
;
205 /** @brief Assume "sum and write result" to be that factor
206 * slower than just "sum". This value is used for
207 * std::partial_sum. */
208 static volatile float partial_sum_dilatation
;
210 /** @brief Minimal input size for parallel std::random_shuffle. */
211 static volatile unsigned int random_shuffle_minimal_n
;
213 /** @brief Minimal input size for parallel std::merge. */
214 static volatile sequence_index_t merge_minimal_n
;
216 /** @brief Splitting strategy for parallel std::merge. */
217 static volatile Splitting merge_splitting
;
219 /** @brief Oversampling factor for parallel std::merge.
220 * Such many samples per thread are collected. */
221 static volatile unsigned int merge_oversampling
;
223 /** @brief Algorithm to use for parallel
224 __gnu_parallel::multiway_merge. */
225 static volatile MultiwayMergeAlgorithm multiway_merge_algorithm
;
227 /** @brief Splitting strategy to use for parallel
228 __gnu_parallel::multiway_merge. */
229 static volatile Splitting multiway_merge_splitting
;
231 //// Oversampling factor for parallel __gnu_parallel::multiway_merge.
232 static volatile unsigned int multiway_merge_oversampling
;
234 /// Minimal input size for parallel __gnu_parallel::multiway_merge.
235 static volatile sequence_index_t multiway_merge_minimal_n
;
237 /// Oversampling factor for parallel __gnu_parallel::multiway_merge.
238 static volatile int multiway_merge_minimal_k
;
240 /** @brief Minimal input size for parallel std::unique_copy. */
241 static volatile sequence_index_t unique_copy_minimal_n
;
243 static volatile sequence_index_t workstealing_chunk_size
;
245 /** @brief Minimal input size for parallel std::for_each. */
246 static volatile sequence_index_t for_each_minimal_n
;
248 /** @brief Minimal input size for parallel std::count and
250 static volatile sequence_index_t count_minimal_n
;
252 /** @brief Minimal input size for parallel std::transform. */
253 static volatile sequence_index_t transform_minimal_n
;
255 /** @brief Minimal input size for parallel std::replace and
257 static volatile sequence_index_t replace_minimal_n
;
259 /** @brief Minimal input size for parallel std::generate. */
260 static volatile sequence_index_t generate_minimal_n
;
262 /** @brief Minimal input size for parallel std::fill. */
263 static volatile sequence_index_t fill_minimal_n
;
265 /** @brief Minimal input size for parallel std::min_element. */
266 static volatile sequence_index_t min_element_minimal_n
;
268 /** @brief Minimal input size for parallel std::max_element. */
269 static volatile sequence_index_t max_element_minimal_n
;
271 /** @brief Minimal input size for parallel std::accumulate. */
272 static volatile sequence_index_t accumulate_minimal_n
;
274 /** @brief Distribution strategy for parallel std::find. */
275 static volatile FindDistribution find_distribution
;
277 /** @brief Start with looking for that many elements
278 sequentially, for std::find. */
279 static volatile sequence_index_t find_sequential_search_size
;
281 /** @brief Initial block size for parallel std::find. */
282 static volatile sequence_index_t find_initial_block_size
;
284 /** @brief Maximal block size for parallel std::find. */
285 static volatile sequence_index_t find_maximum_block_size
;
287 /** @brief Block size increase factor for parallel std::find. */
288 static volatile double find_increasing_factor
;
291 /** @brief Minimal input size for parallel std::set_union. */
292 static volatile sequence_index_t set_union_minimal_n
;
294 /** @brief Minimal input size for parallel
295 std::set_symmetric_difference. */
296 static volatile sequence_index_t set_symmetric_difference_minimal_n
;
298 /** @brief Minimal input size for parallel std::set_difference. */
299 static volatile sequence_index_t set_difference_minimal_n
;
301 /** @brief Minimal input size for parallel std::set_intersection. */
302 static volatile sequence_index_t set_intersection_minimal_n
;
304 //hardware dependent tuning parameters
305 /** @brief Size of the L1 cache in bytes (underestimation). */
306 static volatile unsigned long long L1_cache_size
;
308 /** @brief Size of the L2 cache in bytes (underestimation). */
309 static volatile unsigned long long L2_cache_size
;
311 /** @brief Size of the Translation Lookaside Buffer
312 (underestimation). */
313 static volatile unsigned int TLB_size
;
315 /** @brief Overestimation of cache line size. Used to avoid
316 * false sharing, i. e. elements of different threads are at
317 * least this amount apart. */
318 static unsigned int cache_line_size
;
321 /** @brief Statistic on the number of stolen ranges in
322 load-balanced quicksort.*/
323 static volatile sequence_index_t qsb_steals
;
326 volatile bool Settings::force_parallel
= false;
327 volatile bool Settings::force_sequential
= false;
328 volatile Settings::SortAlgorithm
Settings::sort_algorithm
= Settings::MWMS
;
329 volatile Settings::Splitting
Settings::sort_splitting
= Settings::EXACT
;
330 volatile sequence_index_t
Settings::sort_minimal_n
= 1000;
332 volatile unsigned int Settings::sort_mwms_oversampling
= 10;
333 volatile unsigned int Settings::sort_qs_num_samples_preset
= 100;
334 volatile sequence_index_t
Settings::sort_qsb_base_case_maximal_n
= 100;
335 volatile sequence_index_t
Settings::partition_minimal_n
= 1000;
336 volatile sequence_index_t
Settings::nth_element_minimal_n
= 1000;
337 volatile sequence_index_t
Settings::partial_sort_minimal_n
= 1000;
338 volatile sequence_index_t
Settings::partition_chunk_size
= 1000;
339 volatile double Settings::partition_chunk_share
= 0.0;
340 volatile unsigned int Settings::adjacent_difference_minimal_n
= 1000;
341 volatile Settings::PartialSumAlgorithm
Settings::partial_sum_algorithm
= Settings::LINEAR
;
342 volatile unsigned int Settings::partial_sum_minimal_n
= 1000;
343 volatile float Settings::partial_sum_dilatation
= 1.0f
;
344 volatile unsigned int Settings::random_shuffle_minimal_n
= 1000;
345 volatile Settings::Splitting
Settings::merge_splitting
= Settings::EXACT
;
346 volatile sequence_index_t
Settings::merge_minimal_n
= 1000;
347 volatile unsigned int Settings::merge_oversampling
= 10;
348 volatile sequence_index_t
Settings::multiway_merge_minimal_n
= 1000;
349 volatile int Settings::multiway_merge_minimal_k
= 2;
352 volatile sequence_index_t
Settings::unique_copy_minimal_n
= 10000;
353 volatile Settings::MultiwayMergeAlgorithm
Settings::multiway_merge_algorithm
= Settings::LOSER_TREE
;
354 volatile Settings::Splitting
Settings::multiway_merge_splitting
= Settings::EXACT
;
355 volatile unsigned int Settings::multiway_merge_oversampling
= 10;
356 volatile Settings::FindDistribution
Settings::find_distribution
= Settings::CONSTANT_SIZE_BLOCKS
;
357 volatile sequence_index_t
Settings::find_sequential_search_size
= 256;
358 volatile sequence_index_t
Settings::find_initial_block_size
= 256;
359 volatile sequence_index_t
Settings::find_maximum_block_size
= 8192;
360 volatile double Settings::find_increasing_factor
= 2.0;
361 volatile sequence_index_t
Settings::workstealing_chunk_size
= 100;
362 volatile sequence_index_t
Settings::for_each_minimal_n
= 1000;
363 volatile sequence_index_t
Settings::count_minimal_n
= 1000;
364 volatile sequence_index_t
Settings::transform_minimal_n
= 1000;
365 volatile sequence_index_t
Settings::replace_minimal_n
= 1000;
366 volatile sequence_index_t
Settings::generate_minimal_n
= 1000;
367 volatile sequence_index_t
Settings::fill_minimal_n
= 1000;
368 volatile sequence_index_t
Settings::min_element_minimal_n
= 1000;
369 volatile sequence_index_t
Settings::max_element_minimal_n
= 1000;
370 volatile sequence_index_t
Settings::accumulate_minimal_n
= 1000;
373 volatile sequence_index_t
Settings::set_union_minimal_n
= 1000;
374 volatile sequence_index_t
Settings::set_intersection_minimal_n
= 1000;
375 volatile sequence_index_t
Settings::set_difference_minimal_n
= 1000;
376 volatile sequence_index_t
Settings::set_symmetric_difference_minimal_n
= 1000;
377 volatile unsigned long long Settings::L1_cache_size
= 16 << 10;
378 volatile unsigned long long Settings::L2_cache_size
= 256 << 10;
379 volatile unsigned int Settings::TLB_size
= 128;
380 unsigned int Settings::cache_line_size
= 64;
383 volatile sequence_index_t
Settings::qsb_steals
= 0;
384 } // end anonymous namespace
388 #endif /* _GLIBCXX_SETTINGS_H */