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author | Chris Cannam <cannam@all-day-breakfast.com> |
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date | Tue, 18 Oct 2016 13:40:26 +0100 |
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1 <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"> | |
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3 <!-- This manual is for FFTW | |
4 (version 3.3.5, 30 July 2016). | |
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6 Copyright (C) 2003 Matteo Frigo. | |
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8 Copyright (C) 2003 Massachusetts Institute of Technology. | |
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25 <title>FFTW 3.3.5: Distributed-memory FFTW with MPI</title> | |
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37 <link href="FFTW-MPI-Installation.html#FFTW-MPI-Installation" rel="next" title="FFTW MPI Installation"> | |
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71 <body lang="en" bgcolor="#FFFFFF" text="#000000" link="#0000FF" vlink="#800080" alink="#FF0000"> | |
72 <a name="Distributed_002dmemory-FFTW-with-MPI"></a> | |
73 <div class="header"> | |
74 <p> | |
75 Next: <a href="Calling-FFTW-from-Modern-Fortran.html#Calling-FFTW-from-Modern-Fortran" accesskey="n" rel="next">Calling FFTW from Modern Fortran</a>, Previous: <a href="Multi_002dthreaded-FFTW.html#Multi_002dthreaded-FFTW" accesskey="p" rel="prev">Multi-threaded FFTW</a>, Up: <a href="index.html#Top" accesskey="u" rel="up">Top</a> [<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> | |
76 </div> | |
77 <hr> | |
78 <a name="Distributed_002dmemory-FFTW-with-MPI-1"></a> | |
79 <h2 class="chapter">6 Distributed-memory FFTW with MPI</h2> | |
80 <a name="index-MPI"></a> | |
81 | |
82 <a name="index-parallel-transform-1"></a> | |
83 <p>In this chapter we document the parallel FFTW routines for parallel | |
84 systems supporting the MPI message-passing interface. Unlike the | |
85 shared-memory threads described in the previous chapter, MPI allows | |
86 you to use <em>distributed-memory</em> parallelism, where each CPU has | |
87 its own separate memory, and which can scale up to clusters of many | |
88 thousands of processors. This capability comes at a price, however: | |
89 each process only stores a <em>portion</em> of the data to be | |
90 transformed, which means that the data structures and | |
91 programming-interface are quite different from the serial or threads | |
92 versions of FFTW. | |
93 <a name="index-data-distribution"></a> | |
94 </p> | |
95 | |
96 <p>Distributed-memory parallelism is especially useful when you are | |
97 transforming arrays so large that they do not fit into the memory of a | |
98 single processor. The storage per-process required by FFTW’s MPI | |
99 routines is proportional to the total array size divided by the number | |
100 of processes. Conversely, distributed-memory parallelism can easily | |
101 pose an unacceptably high communications overhead for small problems; | |
102 the threshold problem size for which parallelism becomes advantageous | |
103 will depend on the precise problem you are interested in, your | |
104 hardware, and your MPI implementation. | |
105 </p> | |
106 <p>A note on terminology: in MPI, you divide the data among a set of | |
107 “processes” which each run in their own memory address space. | |
108 Generally, each process runs on a different physical processor, but | |
109 this is not required. A set of processes in MPI is described by an | |
110 opaque data structure called a “communicator,” the most common of | |
111 which is the predefined communicator <code>MPI_COMM_WORLD</code> which | |
112 refers to <em>all</em> processes. For more information on these and | |
113 other concepts common to all MPI programs, we refer the reader to the | |
114 documentation at <a href="http://www.mcs.anl.gov/research/projects/mpi/">the MPI home | |
115 page</a>. | |
116 <a name="index-MPI-communicator"></a> | |
117 <a name="index-MPI_005fCOMM_005fWORLD"></a> | |
118 </p> | |
119 | |
120 <p>We assume in this chapter that the reader is familiar with the usage | |
121 of the serial (uniprocessor) FFTW, and focus only on the concepts new | |
122 to the MPI interface. | |
123 </p> | |
124 <table class="menu" border="0" cellspacing="0"> | |
125 <tr><td align="left" valign="top">• <a href="FFTW-MPI-Installation.html#FFTW-MPI-Installation" accesskey="1">FFTW MPI Installation</a>:</td><td> </td><td align="left" valign="top"> | |
126 </td></tr> | |
127 <tr><td align="left" valign="top">• <a href="Linking-and-Initializing-MPI-FFTW.html#Linking-and-Initializing-MPI-FFTW" accesskey="2">Linking and Initializing MPI FFTW</a>:</td><td> </td><td align="left" valign="top"> | |
128 </td></tr> | |
129 <tr><td align="left" valign="top">• <a href="2d-MPI-example.html#g_t2d-MPI-example" accesskey="3">2d MPI example</a>:</td><td> </td><td align="left" valign="top"> | |
130 </td></tr> | |
131 <tr><td align="left" valign="top">• <a href="MPI-Data-Distribution.html#MPI-Data-Distribution" accesskey="4">MPI Data Distribution</a>:</td><td> </td><td align="left" valign="top"> | |
132 </td></tr> | |
133 <tr><td align="left" valign="top">• <a href="Multi_002ddimensional-MPI-DFTs-of-Real-Data.html#Multi_002ddimensional-MPI-DFTs-of-Real-Data" accesskey="5">Multi-dimensional MPI DFTs of Real Data</a>:</td><td> </td><td align="left" valign="top"> | |
134 </td></tr> | |
135 <tr><td align="left" valign="top">• <a href="Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms.html#Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms" accesskey="6">Other Multi-dimensional Real-data MPI Transforms</a>:</td><td> </td><td align="left" valign="top"> | |
136 </td></tr> | |
137 <tr><td align="left" valign="top">• <a href="FFTW-MPI-Transposes.html#FFTW-MPI-Transposes" accesskey="7">FFTW MPI Transposes</a>:</td><td> </td><td align="left" valign="top"> | |
138 </td></tr> | |
139 <tr><td align="left" valign="top">• <a href="FFTW-MPI-Wisdom.html#FFTW-MPI-Wisdom" accesskey="8">FFTW MPI Wisdom</a>:</td><td> </td><td align="left" valign="top"> | |
140 </td></tr> | |
141 <tr><td align="left" valign="top">• <a href="Avoiding-MPI-Deadlocks.html#Avoiding-MPI-Deadlocks" accesskey="9">Avoiding MPI Deadlocks</a>:</td><td> </td><td align="left" valign="top"> | |
142 </td></tr> | |
143 <tr><td align="left" valign="top">• <a href="FFTW-MPI-Performance-Tips.html#FFTW-MPI-Performance-Tips">FFTW MPI Performance Tips</a>:</td><td> </td><td align="left" valign="top"> | |
144 </td></tr> | |
145 <tr><td align="left" valign="top">• <a href="Combining-MPI-and-Threads.html#Combining-MPI-and-Threads">Combining MPI and Threads</a>:</td><td> </td><td align="left" valign="top"> | |
146 </td></tr> | |
147 <tr><td align="left" valign="top">• <a href="FFTW-MPI-Reference.html#FFTW-MPI-Reference">FFTW MPI Reference</a>:</td><td> </td><td align="left" valign="top"> | |
148 </td></tr> | |
149 <tr><td align="left" valign="top">• <a href="FFTW-MPI-Fortran-Interface.html#FFTW-MPI-Fortran-Interface">FFTW MPI Fortran Interface</a>:</td><td> </td><td align="left" valign="top"> | |
150 </td></tr> | |
151 </table> | |
152 | |
153 <hr> | |
154 <div class="header"> | |
155 <p> | |
156 Next: <a href="Calling-FFTW-from-Modern-Fortran.html#Calling-FFTW-from-Modern-Fortran" accesskey="n" rel="next">Calling FFTW from Modern Fortran</a>, Previous: <a href="Multi_002dthreaded-FFTW.html#Multi_002dthreaded-FFTW" accesskey="p" rel="prev">Multi-threaded FFTW</a>, Up: <a href="index.html#Top" accesskey="u" rel="up">Top</a> [<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> | |
157 </div> | |
158 | |
159 | |
160 | |
161 </body> | |
162 </html> |