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Add FFTW 3.3.8 source, and a Linux build
author Chris Cannam
date Tue, 19 Nov 2019 14:52:55 +0000
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25 <title>FFTW 3.3.8: Combining MPI and Threads</title>
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71 <a name="Combining-MPI-and-Threads"></a>
72 <div class="header">
73 <p>
74 Next: <a href="FFTW-MPI-Reference.html#FFTW-MPI-Reference" accesskey="n" rel="next">FFTW MPI Reference</a>, Previous: <a href="FFTW-MPI-Performance-Tips.html#FFTW-MPI-Performance-Tips" accesskey="p" rel="prev">FFTW MPI Performance Tips</a>, Up: <a href="Distributed_002dmemory-FFTW-with-MPI.html#Distributed_002dmemory-FFTW-with-MPI" accesskey="u" rel="up">Distributed-memory FFTW with MPI</a> &nbsp; [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html#Concept-Index" title="Index" rel="index">Index</a>]</p>
75 </div>
76 <hr>
77 <a name="Combining-MPI-and-Threads-1"></a>
78 <h3 class="section">6.11 Combining MPI and Threads</h3>
79 <a name="index-threads-2"></a>
80
81 <p>In certain cases, it may be advantageous to combine MPI
82 (distributed-memory) and threads (shared-memory) parallelization.
83 FFTW supports this, with certain caveats. For example, if you have a
84 cluster of 4-processor shared-memory nodes, you may want to use
85 threads within the nodes and MPI between the nodes, instead of MPI for
86 all parallelization.
87 </p>
88 <p>In particular, it is possible to seamlessly combine the MPI FFTW
89 routines with the multi-threaded FFTW routines (see <a href="Multi_002dthreaded-FFTW.html#Multi_002dthreaded-FFTW">Multi-threaded FFTW</a>). However, some care must be taken in the initialization code,
90 which should look something like this:
91 </p>
92 <div class="example">
93 <pre class="example">int threads_ok;
94
95 int main(int argc, char **argv)
96 {
97 int provided;
98 MPI_Init_thread(&amp;argc, &amp;argv, MPI_THREAD_FUNNELED, &amp;provided);
99 threads_ok = provided &gt;= MPI_THREAD_FUNNELED;
100
101 if (threads_ok) threads_ok = fftw_init_threads();
102 fftw_mpi_init();
103
104 ...
105 if (threads_ok) fftw_plan_with_nthreads(...);
106 ...
107
108 MPI_Finalize();
109 }
110 </pre></div>
111 <a name="index-fftw_005fmpi_005finit-3"></a>
112 <a name="index-fftw_005finit_005fthreads-2"></a>
113 <a name="index-fftw_005fplan_005fwith_005fnthreads-1"></a>
114
115 <p>First, note that instead of calling <code>MPI_Init</code>, you should call
116 <code>MPI_Init_threads</code>, which is the initialization routine defined
117 by the MPI-2 standard to indicate to MPI that your program will be
118 multithreaded. We pass <code>MPI_THREAD_FUNNELED</code>, which indicates
119 that we will only call MPI routines from the main thread. (FFTW will
120 launch additional threads internally, but the extra threads will not
121 call MPI code.) (You may also pass <code>MPI_THREAD_SERIALIZED</code> or
122 <code>MPI_THREAD_MULTIPLE</code>, which requests additional multithreading
123 support from the MPI implementation, but this is not required by
124 FFTW.) The <code>provided</code> parameter returns what level of threads
125 support is actually supported by your MPI implementation; this
126 <em>must</em> be at least <code>MPI_THREAD_FUNNELED</code> if you want to call
127 the FFTW threads routines, so we define a global variable
128 <code>threads_ok</code> to record this. You should only call
129 <code>fftw_init_threads</code> or <code>fftw_plan_with_nthreads</code> if
130 <code>threads_ok</code> is true. For more information on thread safety in
131 MPI, see the
132 <a href="http://www.mpi-forum.org/docs/mpi-20-html/node162.htm">MPI and
133 Threads</a> section of the MPI-2 standard.
134 <a name="index-thread-safety-2"></a>
135 </p>
136
137 <p>Second, we must call <code>fftw_init_threads</code> <em>before</em>
138 <code>fftw_mpi_init</code>. This is critical for technical reasons having
139 to do with how FFTW initializes its list of algorithms.
140 </p>
141 <p>Then, if you call <code>fftw_plan_with_nthreads(N)</code>, <em>every</em> MPI
142 process will launch (up to) <code>N</code> threads to parallelize its transforms.
143 </p>
144 <p>For example, in the hypothetical cluster of 4-processor nodes, you
145 might wish to launch only a single MPI process per node, and then call
146 <code>fftw_plan_with_nthreads(4)</code> on each process to use all
147 processors in the nodes.
148 </p>
149 <p>This may or may not be faster than simply using as many MPI processes
150 as you have processors, however. On the one hand, using threads
151 within a node eliminates the need for explicit message passing within
152 the node. On the other hand, FFTW&rsquo;s transpose routines are not
153 multi-threaded, and this means that the communications that do take
154 place will not benefit from parallelization within the node.
155 Moreover, many MPI implementations already have optimizations to
156 exploit shared memory when it is available, so adding the
157 multithreaded FFTW on top of this may be superfluous.
158 <a name="index-transpose-4"></a>
159 </p>
160 <hr>
161 <div class="header">
162 <p>
163 Next: <a href="FFTW-MPI-Reference.html#FFTW-MPI-Reference" accesskey="n" rel="next">FFTW MPI Reference</a>, Previous: <a href="FFTW-MPI-Performance-Tips.html#FFTW-MPI-Performance-Tips" accesskey="p" rel="prev">FFTW MPI Performance Tips</a>, Up: <a href="Distributed_002dmemory-FFTW-with-MPI.html#Distributed_002dmemory-FFTW-with-MPI" accesskey="u" rel="up">Distributed-memory FFTW with MPI</a> &nbsp; [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html#Concept-Index" title="Index" rel="index">Index</a>]</p>
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