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+<?xml version='1.0'?>
+<!DOCTYPE chapter PUBLIC "-//OASIS//DTD DocBook XML V4.5//EN"
+ "http://www.oasis-open.org/docbook/xml/4.5/docbookx.dtd"
+[ ]>
+
+<chapter id="manual.ext.parallel_mode" xreflabel="Parallel Mode">
+<?dbhtml filename="parallel_mode.html"?>
+
+<chapterinfo>
+ <keywordset>
+ <keyword>
+ C++
+ </keyword>
+ <keyword>
+ library
+ </keyword>
+ <keyword>
+ parallel
+ </keyword>
+ </keywordset>
+</chapterinfo>
+
+<title>Parallel Mode</title>
+
+<para> The libstdc++ parallel mode is an experimental parallel
+implementation of many algorithms the C++ Standard Library.
+</para>
+
+<para>
+Several of the standard algorithms, for instance
+<function>std::sort</function>, are made parallel using OpenMP
+annotations. These parallel mode constructs and can be invoked by
+explicit source declaration or by compiling existing sources with a
+specific compiler flag.
+</para>
+
+
+<sect1 id="manual.ext.parallel_mode.intro" xreflabel="Intro">
+ <title>Intro</title>
+
+<para>The following library components in the include
+<filename class="headerfile">numeric</filename> are included in the parallel mode:</para>
+<itemizedlist>
+ <listitem><para><function>std::accumulate</function></para></listitem>
+ <listitem><para><function>std::adjacent_difference</function></para></listitem>
+ <listitem><para><function>std::inner_product</function></para></listitem>
+ <listitem><para><function>std::partial_sum</function></para></listitem>
+</itemizedlist>
+
+<para>The following library components in the include
+<filename class="headerfile">algorithm</filename> are included in the parallel mode:</para>
+<itemizedlist>
+ <listitem><para><function>std::adjacent_find</function></para></listitem>
+ <listitem><para><function>std::count</function></para></listitem>
+ <listitem><para><function>std::count_if</function></para></listitem>
+ <listitem><para><function>std::equal</function></para></listitem>
+ <listitem><para><function>std::find</function></para></listitem>
+ <listitem><para><function>std::find_if</function></para></listitem>
+ <listitem><para><function>std::find_first_of</function></para></listitem>
+ <listitem><para><function>std::for_each</function></para></listitem>
+ <listitem><para><function>std::generate</function></para></listitem>
+ <listitem><para><function>std::generate_n</function></para></listitem>
+ <listitem><para><function>std::lexicographical_compare</function></para></listitem>
+ <listitem><para><function>std::mismatch</function></para></listitem>
+ <listitem><para><function>std::search</function></para></listitem>
+ <listitem><para><function>std::search_n</function></para></listitem>
+ <listitem><para><function>std::transform</function></para></listitem>
+ <listitem><para><function>std::replace</function></para></listitem>
+ <listitem><para><function>std::replace_if</function></para></listitem>
+ <listitem><para><function>std::max_element</function></para></listitem>
+ <listitem><para><function>std::merge</function></para></listitem>
+ <listitem><para><function>std::min_element</function></para></listitem>
+ <listitem><para><function>std::nth_element</function></para></listitem>
+ <listitem><para><function>std::partial_sort</function></para></listitem>
+ <listitem><para><function>std::partition</function></para></listitem>
+ <listitem><para><function>std::random_shuffle</function></para></listitem>
+ <listitem><para><function>std::set_union</function></para></listitem>
+ <listitem><para><function>std::set_intersection</function></para></listitem>
+ <listitem><para><function>std::set_symmetric_difference</function></para></listitem>
+ <listitem><para><function>std::set_difference</function></para></listitem>
+ <listitem><para><function>std::sort</function></para></listitem>
+ <listitem><para><function>std::stable_sort</function></para></listitem>
+ <listitem><para><function>std::unique_copy</function></para></listitem>
+</itemizedlist>
+
+</sect1>
+
+<sect1 id="manual.ext.parallel_mode.semantics" xreflabel="Semantics">
+ <title>Semantics</title>
+
+<para> The parallel mode STL algorithms are currently not exception-safe,
+i.e. user-defined functors must not throw exceptions.
+Also, the order of execution is not guaranteed for some functions, of course.
+Therefore, user-defined functors should not have any concurrent side effects.
+</para>
+
+<para> Since the current GCC OpenMP implementation does not support
+OpenMP parallel regions in concurrent threads,
+it is not possible to call parallel STL algorithm in
+concurrent threads, either.
+It might work with other compilers, though.</para>
+
+</sect1>
+
+<sect1 id="manual.ext.parallel_mode.using" xreflabel="Using">
+ <title>Using</title>
+
+<sect2 id="parallel_mode.using.prereq_flags" xreflabel="using.prereq_flags">
+ <title>Prerequisite Compiler Flags</title>
+
+<para>
+ Any use of parallel functionality requires additional compiler
+ and runtime support, in particular support for OpenMP. Adding this support is
+ not difficult: just compile your application with the compiler
+ flag <literal>-fopenmp</literal>. This will link
+ in <code>libgomp</code>, the GNU
+ OpenMP <ulink url="http://gcc.gnu.org/onlinedocs/libgomp/">implementation</ulink>,
+ whose presence is mandatory.
+</para>
+
+<para>
+In addition, hardware that supports atomic operations and a compiler
+ capable of producing atomic operations is mandatory: GCC defaults to no
+ support for atomic operations on some common hardware
+ architectures. Activating atomic operations may require explicit
+ compiler flags on some targets (like sparc and x86), such
+ as <literal>-march=i686</literal>,
+ <literal>-march=native</literal> or <literal>-mcpu=v9</literal>. See
+ the GCC manual for more information.
+</para>
+
+</sect2>
+
+<sect2 id="parallel_mode.using.parallel_mode" xreflabel="using.parallel_mode">
+ <title>Using Parallel Mode</title>
+
+<para>
+ To use the libstdc++ parallel mode, compile your application with
+ the prerequisite flags as detailed above, and in addition
+ add <constant>-D_GLIBCXX_PARALLEL</constant>. This will convert all
+ use of the standard (sequential) algorithms to the appropriate parallel
+ equivalents. Please note that this doesn't necessarily mean that
+ everything will end up being executed in a parallel manner, but
+ rather that the heuristics and settings coded into the parallel
+ versions will be used to determine if all, some, or no algorithms
+ will be executed using parallel variants.
+</para>
+
+<para>Note that the <constant>_GLIBCXX_PARALLEL</constant> define may change the
+ sizes and behavior of standard class templates such as
+ <function>std::search</function>, and therefore one can only link code
+ compiled with parallel mode and code compiled without parallel mode
+ if no instantiation of a container is passed between the two
+ translation units. Parallel mode functionality has distinct linkage,
+ and cannot be confused with normal mode symbols.
+</para>
+</sect2>
+
+<sect2 id="parallel_mode.using.specific" xreflabel="using.specific">
+ <title>Using Specific Parallel Components</title>
+
+<para>When it is not feasible to recompile your entire application, or
+ only specific algorithms need to be parallel-aware, individual
+ parallel algorithms can be made available explicitly. These
+ parallel algorithms are functionally equivalent to the standard
+ drop-in algorithms used in parallel mode, but they are available in
+ a separate namespace as GNU extensions and may be used in programs
+ compiled with either release mode or with parallel mode.
+</para>
+
+
+<para>An example of using a parallel version
+of <function>std::sort</function>, but no other parallel algorithms, is:
+</para>
+
+<programlisting>
+#include &lt;vector&gt;
+#include &lt;parallel/algorithm&gt;
+
+int main()
+{
+ std::vector&lt;int&gt; v(100);
+
+ // ...
+
+ // Explicitly force a call to parallel sort.
+ __gnu_parallel::sort(v.begin(), v.end());
+ return 0;
+}
+</programlisting>
+
+<para>
+Then compile this code with the prerequisite compiler flags
+(<literal>-fopenmp</literal> and any necessary architecture-specific
+flags for atomic operations.)
+</para>
+
+<para> The following table provides the names and headers of all the
+ parallel algorithms that can be used in a similar manner:
+</para>
+
+<table frame='all'>
+<title>Parallel Algorithms</title>
+<tgroup cols='4' align='left' colsep='1' rowsep='1'>
+<colspec colname='c1'></colspec>
+<colspec colname='c2'></colspec>
+<colspec colname='c3'></colspec>
+<colspec colname='c4'></colspec>
+
+<thead>
+ <row>
+ <entry>Algorithm</entry>
+ <entry>Header</entry>
+ <entry>Parallel algorithm</entry>
+ <entry>Parallel header</entry>
+ </row>
+</thead>
+
+<tbody>
+ <row>
+ <entry><function>std::accumulate</function></entry>
+ <entry><filename class="headerfile">numeric</filename></entry>
+ <entry><function>__gnu_parallel::accumulate</function></entry>
+ <entry><filename class="headerfile">parallel/numeric</filename></entry>
+ </row>
+ <row>
+ <entry><function>std::adjacent_difference</function></entry>
+ <entry><filename class="headerfile">numeric</filename></entry>
+ <entry><function>__gnu_parallel::adjacent_difference</function></entry>
+ <entry><filename class="headerfile">parallel/numeric</filename></entry>
+ </row>
+ <row>
+ <entry><function>std::inner_product</function></entry>
+ <entry><filename class="headerfile">numeric</filename></entry>
+ <entry><function>__gnu_parallel::inner_product</function></entry>
+ <entry><filename class="headerfile">parallel/numeric</filename></entry>
+ </row>
+ <row>
+ <entry><function>std::partial_sum</function></entry>
+ <entry><filename class="headerfile">numeric</filename></entry>
+ <entry><function>__gnu_parallel::partial_sum</function></entry>
+ <entry><filename class="headerfile">parallel/numeric</filename></entry>
+ </row>
+ <row>
+ <entry><function>std::adjacent_find</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::adjacent_find</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::count</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::count</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::count_if</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::count_if</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::equal</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::equal</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::find</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::find</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::find_if</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::find_if</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::find_first_of</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::find_first_of</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::for_each</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::for_each</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::generate</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::generate</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::generate_n</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::generate_n</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::lexicographical_compare</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::lexicographical_compare</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::mismatch</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::mismatch</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::search</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::search</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::search_n</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::search_n</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::transform</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::transform</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::replace</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::replace</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::replace_if</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::replace_if</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::max_element</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::max_element</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::merge</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::merge</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::min_element</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::min_element</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::nth_element</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::nth_element</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::partial_sort</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::partial_sort</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::partition</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::partition</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::random_shuffle</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::random_shuffle</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::set_union</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::set_union</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::set_intersection</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::set_intersection</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::set_symmetric_difference</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::set_symmetric_difference</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::set_difference</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::set_difference</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::sort</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::sort</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::stable_sort</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::stable_sort</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+
+ <row>
+ <entry><function>std::unique_copy</function></entry>
+ <entry><filename class="headerfile">algorithm</filename></entry>
+ <entry><function>__gnu_parallel::unique_copy</function></entry>
+ <entry><filename class="headerfile">parallel/algorithm</filename></entry>
+ </row>
+</tbody>
+</tgroup>
+</table>
+
+</sect2>
+
+</sect1>
+
+<sect1 id="manual.ext.parallel_mode.design" xreflabel="Design">
+ <title>Design</title>
+ <para>
+ </para>
+<sect2 id="manual.ext.parallel_mode.design.intro" xreflabel="Intro">
+ <title>Interface Basics</title>
+
+<para>
+All parallel algorithms are intended to have signatures that are
+equivalent to the ISO C++ algorithms replaced. For instance, the
+<function>std::adjacent_find</function> function is declared as:
+</para>
+<programlisting>
+namespace std
+{
+ template&lt;typename _FIter&gt;
+ _FIter
+ adjacent_find(_FIter, _FIter);
+}
+</programlisting>
+
+<para>
+Which means that there should be something equivalent for the parallel
+version. Indeed, this is the case:
+</para>
+
+<programlisting>
+namespace std
+{
+ namespace __parallel
+ {
+ template&lt;typename _FIter&gt;
+ _FIter
+ adjacent_find(_FIter, _FIter);
+
+ ...
+ }
+}
+</programlisting>
+
+<para>But.... why the ellipses?
+</para>
+
+<para> The ellipses in the example above represent additional overloads
+required for the parallel version of the function. These additional
+overloads are used to dispatch calls from the ISO C++ function
+signature to the appropriate parallel function (or sequential
+function, if no parallel functions are deemed worthy), based on either
+compile-time or run-time conditions.
+</para>
+
+<para> The available signature options are specific for the different
+algorithms/algorithm classes.</para>
+
+<para> The general view of overloads for the parallel algorithms look like this:
+</para>
+<itemizedlist>
+ <listitem><para>ISO C++ signature</para></listitem>
+ <listitem><para>ISO C++ signature + sequential_tag argument</para></listitem>
+ <listitem><para>ISO C++ signature + algorithm-specific tag type
+ (several signatures)</para></listitem>
+</itemizedlist>
+
+<para> Please note that the implementation may use additional functions
+(designated with the <code>_switch</code> suffix) to dispatch from the
+ISO C++ signature to the correct parallel version. Also, some of the
+algorithms do not have support for run-time conditions, so the last
+overload is therefore missing.
+</para>
+
+
+</sect2>
+
+<sect2 id="manual.ext.parallel_mode.design.tuning" xreflabel="Tuning">
+ <title>Configuration and Tuning</title>
+
+
+<sect3 id="parallel_mode.design.tuning.omp" xreflabel="OpenMP Environment">
+ <title>Setting up the OpenMP Environment</title>
+
+<para>
+Several aspects of the overall runtime environment can be manipulated
+by standard OpenMP function calls.
+</para>
+
+<para>
+To specify the number of threads to be used for the algorithms globally,
+use the function <function>omp_set_num_threads</function>. An example:
+</para>
+
+<programlisting>
+#include &lt;stdlib.h&gt;
+#include &lt;omp.h&gt;
+
+int main()
+{
+ // Explicitly set number of threads.
+ const int threads_wanted = 20;
+ omp_set_dynamic(false);
+ omp_set_num_threads(threads_wanted);
+
+ // Call parallel mode algorithms.
+
+ return 0;
+}
+</programlisting>
+
+<para>
+ Some algorithms allow the number of threads being set for a particular call,
+ by augmenting the algorithm variant.
+ See the next section for further information.
+</para>
+
+<para>
+Other parts of the runtime environment able to be manipulated include
+nested parallelism (<function>omp_set_nested</function>), schedule kind
+(<function>omp_set_schedule</function>), and others. See the OpenMP
+documentation for more information.
+</para>
+
+</sect3>
+
+<sect3 id="parallel_mode.design.tuning.compile" xreflabel="Compile Switches">
+ <title>Compile Time Switches</title>
+
+<para>
+To force an algorithm to execute sequentially, even though parallelism
+is switched on in general via the macro <constant>_GLIBCXX_PARALLEL</constant>,
+add <classname>__gnu_parallel::sequential_tag()</classname> to the end
+of the algorithm's argument list.
+</para>
+
+<para>
+Like so:
+</para>
+
+<programlisting>
+std::sort(v.begin(), v.end(), __gnu_parallel::sequential_tag());
+</programlisting>
+
+<para>
+Some parallel algorithm variants can be excluded from compilation by
+preprocessor defines. See the doxygen documentation on
+<code>compiletime_settings.h</code> and <code>features.h</code> for details.
+</para>
+
+<para>
+For some algorithms, the desired variant can be chosen at compile-time by
+appending a tag object. The available options are specific to the particular
+algorithm (class).
+</para>
+
+<para>
+For the "embarrassingly parallel" algorithms, there is only one "tag object
+type", the enum _Parallelism.
+It takes one of the following values,
+<code>__gnu_parallel::parallel_tag</code>,
+<code>__gnu_parallel::balanced_tag</code>,
+<code>__gnu_parallel::unbalanced_tag</code>,
+<code>__gnu_parallel::omp_loop_tag</code>,
+<code>__gnu_parallel::omp_loop_static_tag</code>.
+This means that the actual parallelization strategy is chosen at run-time.
+(Choosing the variants at compile-time will come soon.)
+</para>
+
+<para>
+For the following algorithms in general, we have
+<code>__gnu_parallel::parallel_tag</code> and
+<code>__gnu_parallel::default_parallel_tag</code>, in addition to
+<code>__gnu_parallel::sequential_tag</code>.
+<code>__gnu_parallel::default_parallel_tag</code> chooses the default
+algorithm at compiletime, as does omitting the tag.
+<code>__gnu_parallel::parallel_tag</code> postpones the decision to runtime
+(see next section).
+For all tags, the number of threads desired for this call can optionally be
+passed to the respective tag's constructor.
+</para>
+
+<para>
+The <code>multiway_merge</code> algorithm comes with the additional choices,
+<code>__gnu_parallel::exact_tag</code> and
+<code>__gnu_parallel::sampling_tag</code>.
+Exact and sampling are the two available splitting strategies.
+</para>
+
+<para>
+For the <code>sort</code> and <code>stable_sort</code> algorithms, there are
+several additional choices, namely
+<code>__gnu_parallel::multiway_mergesort_tag</code>,
+<code>__gnu_parallel::multiway_mergesort_exact_tag</code>,
+<code>__gnu_parallel::multiway_mergesort_sampling_tag</code>,
+<code>__gnu_parallel::quicksort_tag</code>, and
+<code>__gnu_parallel::balanced_quicksort_tag</code>.
+Multiway mergesort comes with the two splitting strategies for multi-way
+merging. The quicksort options cannot be used for <code>stable_sort</code>.
+</para>
+
+</sect3>
+
+<sect3 id="parallel_mode.design.tuning.settings" xreflabel="_Settings">
+ <title>Run Time Settings and Defaults</title>
+
+<para>
+The default parallelization strategy, the choice of specific algorithm
+strategy, the minimum threshold limits for individual parallel
+algorithms, and aspects of the underlying hardware can be specified as
+desired via manipulation
+of <classname>__gnu_parallel::_Settings</classname> member data.
+</para>
+
+<para>
+First off, the choice of parallelization strategy: serial, parallel,
+or heuristically deduced. This corresponds
+to <code>__gnu_parallel::_Settings::algorithm_strategy</code> and is a
+value of enum <type>__gnu_parallel::_AlgorithmStrategy</type>
+type. Choices
+include: <type>heuristic</type>, <type>force_sequential</type>,
+and <type>force_parallel</type>. The default is <type>heuristic</type>.
+</para>
+
+
+<para>
+Next, the sub-choices for algorithm variant, if not fixed at compile-time.
+Specific algorithms like <function>find</function> or <function>sort</function>
+can be implemented in multiple ways: when this is the case,
+a <classname>__gnu_parallel::_Settings</classname> member exists to
+pick the default strategy. For
+example, <code>__gnu_parallel::_Settings::sort_algorithm</code> can
+have any values of
+enum <type>__gnu_parallel::_SortAlgorithm</type>: <type>MWMS</type>, <type>QS</type>,
+or <type>QS_BALANCED</type>.
+</para>
+
+<para>
+Likewise for setting the minimal threshold for algorithm
+parallelization. Parallelism always incurs some overhead. Thus, it is
+not helpful to parallelize operations on very small sets of
+data. Because of this, measures are taken to avoid parallelizing below
+a certain, pre-determined threshold. For each algorithm, a minimum
+problem size is encoded as a variable in the
+active <classname>__gnu_parallel::_Settings</classname> object. This
+threshold variable follows the following naming scheme:
+<code>__gnu_parallel::_Settings::[algorithm]_minimal_n</code>. So,
+for <function>fill</function>, the threshold variable
+is <code>__gnu_parallel::_Settings::fill_minimal_n</code>,
+</para>
+
+<para>
+Finally, hardware details like L1/L2 cache size can be hardwired
+via <code>__gnu_parallel::_Settings::L1_cache_size</code> and friends.
+</para>
+
+<para>
+</para>
+
+<para>
+All these configuration variables can be changed by the user, if
+desired.
+There exists one global instance of the class <classname>_Settings</classname>,
+i. e. it is a singleton. It can be read and written by calling
+<code>__gnu_parallel::_Settings::get</code> and
+<code>__gnu_parallel::_Settings::set</code>, respectively.
+Please note that the first call return a const object, so direct manipulation
+is forbidden.
+See <ulink url="http://gcc.gnu.org/onlinedocs/libstdc++/latest-doxygen/a00640.html">
+ <filename class="headerfile">settings.h</filename></ulink>
+for complete details.
+</para>
+
+<para>
+A small example of tuning the default:
+</para>
+
+<programlisting>
+#include &lt;parallel/algorithm&gt;
+#include &lt;parallel/settings.h&gt;
+
+int main()
+{
+ __gnu_parallel::_Settings s;
+ s.algorithm_strategy = __gnu_parallel::force_parallel;
+ __gnu_parallel::_Settings::set(s);
+
+ // Do work... all algorithms will be parallelized, always.
+
+ return 0;
+}
+</programlisting>
+
+</sect3>
+
+</sect2>
+
+<sect2 id="manual.ext.parallel_mode.design.impl" xreflabel="Impl">
+ <title>Implementation Namespaces</title>
+
+<para> One namespace contain versions of code that are always
+explicitly sequential:
+<code>__gnu_serial</code>.
+</para>
+
+<para> Two namespaces contain the parallel mode:
+<code>std::__parallel</code> and <code>__gnu_parallel</code>.
+</para>
+
+<para> Parallel implementations of standard components, including
+template helpers to select parallelism, are defined in <code>namespace
+std::__parallel</code>. For instance, <function>std::transform</function> from <filename class="headerfile">algorithm</filename> has a parallel counterpart in
+<function>std::__parallel::transform</function> from <filename class="headerfile">parallel/algorithm</filename>. In addition, these parallel
+implementations are injected into <code>namespace
+__gnu_parallel</code> with using declarations.
+</para>
+
+<para> Support and general infrastructure is in <code>namespace
+__gnu_parallel</code>.
+</para>
+
+<para> More information, and an organized index of types and functions
+related to the parallel mode on a per-namespace basis, can be found in
+the generated source documentation.
+</para>
+
+</sect2>
+
+</sect1>
+
+<sect1 id="manual.ext.parallel_mode.test" xreflabel="Testing">
+ <title>Testing</title>
+
+ <para>
+ Both the normal conformance and regression tests and the
+ supplemental performance tests work.
+ </para>
+
+ <para>
+ To run the conformance and regression tests with the parallel mode
+ active,
+ </para>
+
+ <screen>
+ <userinput>make check-parallel</userinput>
+ </screen>
+
+ <para>
+ The log and summary files for conformance testing are in the
+ <filename class="directory">testsuite/parallel</filename> directory.
+ </para>
+
+ <para>
+ To run the performance tests with the parallel mode active,
+ </para>
+
+ <screen>
+ <userinput>make check-performance-parallel</userinput>
+ </screen>
+
+ <para>
+ The result file for performance testing are in the
+ <filename class="directory">testsuite</filename> directory, in the file
+ <filename>libstdc++_performance.sum</filename>. In addition, the
+ policy-based containers have their own visualizations, which have
+ additional software dependencies than the usual bare-boned text
+ file, and can be generated by using the <code>make
+ doc-performance</code> rule in the testsuite's Makefile.
+</para>
+</sect1>
+
+<bibliography id="parallel_mode.biblio" xreflabel="parallel_mode.biblio">
+<title>Bibliography</title>
+
+ <biblioentry>
+ <title>
+ Parallelization of Bulk Operations for STL Dictionaries
+ </title>
+
+ <author>
+ <firstname>Johannes</firstname>
+ <surname>Singler</surname>
+ </author>
+ <author>
+ <firstname>Leonor</firstname>
+ <surname>Frias</surname>
+ </author>
+
+ <copyright>
+ <year>2007</year>
+ <holder></holder>
+ </copyright>
+
+ <publisher>
+ <publishername>
+ Workshop on Highly Parallel Processing on a Chip (HPPC) 2007. (LNCS)
+ </publishername>
+ </publisher>
+ </biblioentry>
+
+ <biblioentry>
+ <title>
+ The Multi-Core Standard Template Library
+ </title>
+
+ <author>
+ <firstname>Johannes</firstname>
+ <surname>Singler</surname>
+ </author>
+ <author>
+ <firstname>Peter</firstname>
+ <surname>Sanders</surname>
+ </author>
+ <author>
+ <firstname>Felix</firstname>
+ <surname>Putze</surname>
+ </author>
+
+ <copyright>
+ <year>2007</year>
+ <holder></holder>
+ </copyright>
+
+ <publisher>
+ <publishername>
+ Euro-Par 2007: Parallel Processing. (LNCS 4641)
+ </publishername>
+ </publisher>
+ </biblioentry>
+
+</bibliography>
+
+</chapter>