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39 
40 /*!
41     \page qtconcurrentfilter.html
42     \title Concurrent Filter and Filter-Reduce
43     \ingroup thread
44 
45     The QtConcurrent::filter(), QtConcurrent::filtered() and
46     QtConcurrent::filteredReduced() functions filter items in a sequence such
47     as a QList or a QVector in parallel. QtConcurrent::filter() modifies a
48     sequence in-place, QtConcurrent::filtered() returns a new sequence
49     containing the filtered content, and QtConcurrent::filteredReduced()
50     returns a single result.
51 
52     These functions are a part of the \l {Qt Concurrent} framework.
53 
54     Each of the above functions have a blocking variant that returns the final
55     result instead of a QFuture. You use them in the same way as the
56     asynchronous variants.
57 
58     \snippet code/src_concurrent_qtconcurrentfilter.cpp 6
59 
60     Note that the result types above are not QFuture objects, but real result
61     types (in this case, QStringList and QSet<QString>).
62 
63     \section1 Concurrent Filter
64 
65     QtConcurrent::filtered() takes an input sequence and a filter function.
66     This filter function is then called for each item in the sequence, and a
67     new sequence containing the filtered values is returned.
68 
69     The filter function must be of the form:
70 
71     \snippet code/src_concurrent_qtconcurrentfilter.cpp 0
72 
73     T must match the type stored in the sequence. The function returns \c true if
74     the item should be kept, false if it should be discarded.
75 
76     This example shows how to keep strings that are all lower-case from a
77     QStringList:
78 
79     \snippet code/src_concurrent_qtconcurrentfilter.cpp 1
80 
81     The results of the filter are made available through QFuture. See the
82     QFuture and QFutureWatcher documentation for more information on how to
83     use QFuture in your applications.
84 
85     If you want to modify a sequence in-place, use QtConcurrent::filter():
86 
87     \snippet code/src_concurrent_qtconcurrentfilter.cpp 2
88 
89     Since the sequence is modified in place, QtConcurrent::filter() does not
90     return any results via QFuture. However, you can still use QFuture and
91     QFutureWatcher to monitor the status of the filter.
92 
93     \section1 Concurrent Filter-Reduce
94 
95     QtConcurrent::filteredReduced() is similar to QtConcurrent::filtered(),
96     but instead of returing a sequence with the filtered results, the results
97     are combined into a single value using a reduce function.
98 
99     The reduce function must be of the form:
100 
101     \snippet code/src_concurrent_qtconcurrentfilter.cpp 3
102 
103     T is the type of the final result, U is the type of items being filtered.
104     Note that the return value and return type of the reduce function are not
105     used.
106 
107     Call QtConcurrent::filteredReduced() like this:
108 
109     \snippet code/src_concurrent_qtconcurrentfilter.cpp 4
110 
111     The reduce function will be called once for each result kept by the filter
112     function, and should merge the \e{intermediate} into the \e{result}
113     variable. QtConcurrent::filteredReduced() guarantees that only one thread
114     will call reduce at a time, so using a mutex to lock the result variable
115     is not necessary. The QtConcurrent::ReduceOptions enum provides a way to
116     control the order in which the reduction is done.
117 
118     \section1 Additional API Features
119 
120     \section2 Using Iterators instead of Sequence
121 
122     Each of the above functions has a variant that takes an iterator range
123     instead of a sequence. You use them in the same way as the sequence
124     variants:
125 
126     \snippet code/src_concurrent_qtconcurrentfilter.cpp 5
127 
128 
129     \section2 Using Member Functions
130 
131     QtConcurrent::filter(), QtConcurrent::filtered(), and
132     QtConcurrent::filteredReduced() accept pointers to member functions.
133     The member function class type must match the type stored in the sequence:
134 
135     \snippet code/src_concurrent_qtconcurrentfilter.cpp 7
136 
137     Note that when using QtConcurrent::filteredReduced(), you can mix the use of
138     normal and member functions freely:
139 
140     \snippet code/src_concurrent_qtconcurrentfilter.cpp 8
141 
142     \section2 Using Function Objects
143 
144     QtConcurrent::filter(), QtConcurrent::filtered(), and
145     QtConcurrent::filteredReduced() accept function objects
146     for the filter function. These function objects can be used to
147     add state to a function call. The result_type typedef must define the
148     result type of the function call operator:
149 
150     \snippet code/src_concurrent_qtconcurrentfilter.cpp 13
151 
152     For the reduce function, function objects are not directly
153     supported. Function objects can, however, be used
154     when the type of the reduction result is explicitly specified:
155 
156     \snippet code/src_concurrent_qtconcurrentfilter.cpp 14
157 
158     \section2 Wrapping Functions that Take Multiple Arguments
159 
160     If you want to use a filter function takes more than one argument, you can
161     use a lambda function or \c std::bind() to transform it onto a function that
162     takes one argument.
163 
164     As an example, we use QString::contains():
165 
166     \snippet code/src_concurrent_qtconcurrentfilter.cpp 9
167 
168     QString::contains() takes 2 arguments (including the "this" pointer) and
169     can't be used with QtConcurrent::filtered() directly, because
170     QtConcurrent::filtered() expects a function that takes one argument. To
171     use QString::contains() with QtConcurrent::filtered() we have to provide a
172     value for the \e regexp argument:
173 
174     \snippet code/src_concurrent_qtconcurrentfilter.cpp 12
175 */
176 
177 /*!
178   \class QtConcurrent::qValueType
179   \inmodule QtConcurrent
180   \internal
181 */
182 
183 /*!
184   \class QtConcurrent::qValueType<const T*>
185   \inmodule QtConcurrent
186   \internal
187 */
188 
189 
190 /*!
191   \class QtConcurrent::qValueType<T*>
192   \inmodule QtConcurrent
193   \internal
194 */
195 
196 /*!
197   \class QtConcurrent::FilterKernel
198   \inmodule QtConcurrent
199   \internal
200 */
201 
202 /*!
203   \class QtConcurrent::FilteredReducedKernel
204   \inmodule QtConcurrent
205   \internal
206 */
207 
208 /*!
209   \class QtConcurrent::FilteredEachKernel
210   \inmodule QtConcurrent
211   \internal
212 */
213 
214 /*!
215   \fn [QtConcurrent-1] template <typename Sequence, typename KeepFunctor, typename ReduceFunctor> ThreadEngineStarter<void> QtConcurrent::filterInternal(Sequence &sequence, KeepFunctor keep, ReduceFunctor reduce)
216   \internal
217 */
218 
219 /*!
220     \fn template <typename Sequence, typename KeepFunctor> QFuture<void> QtConcurrent::filter(Sequence &sequence, KeepFunctor filterFunction)
221 
222     Calls \a filterFunction once for each item in \a sequence. If
223     \a filterFunction returns \c true, the item is kept in \a sequence;
224     otherwise, the item is removed from \a sequence.
225 
226     \sa {Concurrent Filter and Filter-Reduce}
227 */
228 
229 /*!
230     \fn template <typename Sequence, typename KeepFunctor> QFuture<Sequence::value_type> QtConcurrent::filtered(const Sequence &sequence, KeepFunctor filterFunction)
231 
232     Calls \a filterFunction once for each item in \a sequence and returns a
233     new Sequence of kept items. If \a filterFunction returns \c true, a copy of
234     the item is put in the new Sequence. Otherwise, the item will \e not
235     appear in the new Sequence.
236 
237     \sa {Concurrent Filter and Filter-Reduce}
238 */
239 
240 /*!
241     \fn template <typename Iterator, typename KeepFunctor> QFuture<typename QtConcurrent::qValueType<Iterator>::value_type> QtConcurrent::filtered(Iterator begin, Iterator end, KeepFunctor filterFunction)
242 
243     Calls \a filterFunction once for each item from \a begin to \a end and
244     returns a new Sequence of kept items. If \a filterFunction returns \c true, a
245     copy of the item is put in the new Sequence. Otherwise, the item will
246     \e not appear in the new Sequence.
247 
248     \sa {Concurrent Filter and Filter-Reduce}
249 */
250 
251 /*!
252     \fn template <typename ResultType, typename Sequence, typename KeepFunctor, typename ReduceFunctor> QFuture<ResultType> QtConcurrent::filteredReduced(const Sequence &sequence, KeepFunctor filterFunction, ReduceFunctor reduceFunction, QtConcurrent::ReduceOptions reduceOptions)
253 
254     Calls \a filterFunction once for each item in \a sequence. If
255     \a filterFunction returns \c true for an item, that item is then passed to
256     \a reduceFunction. In other words, the return value is the result of
257     \a reduceFunction for each item where \a filterFunction returns \c true.
258 
259     Note that while \a filterFunction is called concurrently, only one thread
260     at a time will call \a reduceFunction. The order in which \a reduceFunction
261     is called is undefined if \a reduceOptions is
262     QtConcurrent::UnorderedReduce. If \a reduceOptions is
263     QtConcurrent::OrderedReduce, \a reduceFunction is called in the order of
264     the original sequence.
265 
266     \sa {Concurrent Filter and Filter-Reduce}
267 */
268 
269 /*!
270     \fn template <typename ResultType, typename Iterator, typename KeepFunctor, typename ReduceFunctor> QFuture<ResultType> QtConcurrent::filteredReduced(Iterator begin, Iterator end, KeepFunctor filterFunction, ReduceFunctor reduceFunction, QtConcurrent::ReduceOptions reduceOptions)
271 
272     Calls \a filterFunction once for each item from \a begin to \a end. If
273     \a filterFunction returns \c true for an item, that item is then passed to
274     \a reduceFunction. In other words, the return value is the result of
275     \a reduceFunction for each item where \a filterFunction returns \c true.
276 
277     Note that while \a filterFunction is called concurrently, only one thread
278     at a time will call \a reduceFunction. The order in which
279     \a reduceFunction is called is undefined if \a reduceOptions is
280     QtConcurrent::UnorderedReduce. If \a reduceOptions is
281     QtConcurrent::OrderedReduce, the \a reduceFunction is called in the order
282     of the original sequence.
283 
284     \sa {Concurrent Filter and Filter-Reduce}
285 */
286 
287 /*!
288   \fn template <typename Sequence, typename KeepFunctor> void QtConcurrent::blockingFilter(Sequence &sequence, KeepFunctor filterFunction)
289 
290   Calls \a filterFunction once for each item in \a sequence. If
291   \a filterFunction returns \c true, the item is kept in \a sequence;
292   otherwise, the item is removed from \a sequence.
293 
294   \note This function will block until all items in the sequence have been processed.
295 
296   \sa {Concurrent Filter and Filter-Reduce}
297 */
298 
299 /*!
300   \fn template <typename Sequence, typename KeepFunctor> Sequence QtConcurrent::blockingFiltered(const Sequence &sequence, KeepFunctor filterFunction)
301 
302   Calls \a filterFunction once for each item in \a sequence and returns a
303   new Sequence of kept items. If \a filterFunction returns \c true, a copy of
304   the item is put in the new Sequence. Otherwise, the item will \e not
305   appear in the new Sequence.
306 
307   \note This function will block until all items in the sequence have been processed.
308 
309   \sa filtered(), {Concurrent Filter and Filter-Reduce}
310 */
311 
312 /*!
313   \fn template <typename OutputSequence, typename Iterator, typename KeepFunctor> OutputSequence QtConcurrent::blockingFiltered(Iterator begin, Iterator end, KeepFunctor filterFunction)
314 
315   Calls \a filterFunction once for each item from \a begin to \a end and
316   returns a new Sequence of kept items. If \a filterFunction returns \c true, a
317   copy of the item is put in the new Sequence. Otherwise, the item will
318   \e not appear in the new Sequence.
319 
320   \note This function will block until the iterator reaches the end of the
321   sequence being processed.
322 
323   \sa filtered(), {Concurrent Filter and Filter-Reduce}
324 */
325 
326 /*!
327   \fn template <typename ResultType, typename Sequence, typename KeepFunctor, typename ReduceFunctor> ResultType QtConcurrent::blockingFilteredReduced(const Sequence &sequence, KeepFunctor filterFunction, ReduceFunctor reduceFunction, QtConcurrent::ReduceOptions reduceOptions)
328 
329   Calls \a filterFunction once for each item in \a sequence. If
330   \a filterFunction returns \c true for an item, that item is then passed to
331   \a reduceFunction. In other words, the return value is the result of
332   \a reduceFunction for each item where \a filterFunction returns \c true.
333 
334   Note that while \a filterFunction is called concurrently, only one thread
335   at a time will call \a reduceFunction. The order in which \a reduceFunction
336   is called is undefined if \a reduceOptions is
337   QtConcurrent::UnorderedReduce. If \a reduceOptions is
338   QtConcurrent::OrderedReduce, \a reduceFunction is called in the order of
339   the original sequence.
340 
341   \note This function will block until all items in the sequence have been processed.
342 
343   \sa filteredReduced(), {Concurrent Filter and Filter-Reduce}
344 */
345 
346 /*!
347   \fn template <typename ResultType, typename Iterator, typename KeepFunctor, typename ReduceFunctor> ResultType QtConcurrent::blockingFilteredReduced(Iterator begin, Iterator end, KeepFunctor filterFunction, ReduceFunctor reduceFunction, QtConcurrent::ReduceOptions reduceOptions)
348 
349   Calls \a filterFunction once for each item from \a begin to \a end. If
350   \a filterFunction returns \c true for an item, that item is then passed to
351   \a reduceFunction. In other words, the return value is the result of
352   \a reduceFunction for each item where \a filterFunction returns \c true.
353 
354   Note that while \a filterFunction is called concurrently, only one thread
355   at a time will call \a reduceFunction. The order in which
356   \a reduceFunction is called is undefined if \a reduceOptions is
357   QtConcurrent::UnorderedReduce. If \a reduceOptions is
358   QtConcurrent::OrderedReduce, the \a reduceFunction is called in the order
359   of the original sequence.
360 
361   \note This function will block until the iterator reaches the end of the
362   sequence being processed.
363 
364   \sa filteredReduced(), {Concurrent Filter and Filter-Reduce}
365 */
366 
367 /*!
368   \fn [QtConcurrent-2] ThreadEngineStarter<typename qValueType<Iterator>::value_type> QtConcurrent::startFiltered(Iterator begin, Iterator end, KeepFunctor functor)
369   \internal
370 */
371 
372 /*!
373   \fn [QtConcurrent-3] ThreadEngineStarter<typename Sequence::value_type> QtConcurrent::startFiltered(const Sequence &sequence, KeepFunctor functor)
374   \internal
375 */
376 
377 /*!
378   \fn [QtConcurrent-4] ThreadEngineStarter<ResultType> QtConcurrent::startFilteredReduced(const Sequence & sequence, MapFunctor mapFunctor, ReduceFunctor reduceFunctor, ReduceOptions options)
379   \internal
380 */
381 
382 /*!
383   \fn [QtConcurrent-5] ThreadEngineStarter<ResultType> QtConcurrent::startFilteredReduced(Iterator begin, Iterator end, MapFunctor mapFunctor, ReduceFunctor reduceFunctor, ReduceOptions options)
384   \internal
385 */
386 
387