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comparison src/fftw-3.3.8/doc/html/MPI-Data-Distribution.html @ 167:bd3cc4d1df30
Add FFTW 3.3.8 source, and a Linux build
author | Chris Cannam <cannam@all-day-breakfast.com> |
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date | Tue, 19 Nov 2019 14:52:55 +0000 |
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1 <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"> | |
2 <html> | |
3 <!-- This manual is for FFTW | |
4 (version 3.3.8, 24 May 2018). | |
5 | |
6 Copyright (C) 2003 Matteo Frigo. | |
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8 Copyright (C) 2003 Massachusetts Institute of Technology. | |
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22 approved by the Free Software Foundation. --> | |
23 <!-- Created by GNU Texinfo 6.3, http://www.gnu.org/software/texinfo/ --> | |
24 <head> | |
25 <title>FFTW 3.3.8: MPI Data Distribution</title> | |
26 | |
27 <meta name="description" content="FFTW 3.3.8: MPI Data Distribution"> | |
28 <meta name="keywords" content="FFTW 3.3.8: MPI Data Distribution"> | |
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34 <link href="Concept-Index.html#Concept-Index" rel="index" title="Concept Index"> | |
35 <link href="index.html#SEC_Contents" rel="contents" title="Table of Contents"> | |
36 <link href="Distributed_002dmemory-FFTW-with-MPI.html#Distributed_002dmemory-FFTW-with-MPI" rel="up" title="Distributed-memory FFTW with MPI"> | |
37 <link href="Basic-and-advanced-distribution-interfaces.html#Basic-and-advanced-distribution-interfaces" rel="next" title="Basic and advanced distribution interfaces"> | |
38 <link href="2d-MPI-example.html#g_t2d-MPI-example" rel="prev" title="2d MPI example"> | |
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65 </style> | |
66 | |
67 | |
68 </head> | |
69 | |
70 <body lang="en"> | |
71 <a name="MPI-Data-Distribution"></a> | |
72 <div class="header"> | |
73 <p> | |
74 Next: <a href="Multi_002ddimensional-MPI-DFTs-of-Real-Data.html#Multi_002ddimensional-MPI-DFTs-of-Real-Data" accesskey="n" rel="next">Multi-dimensional MPI DFTs of Real Data</a>, Previous: <a href="2d-MPI-example.html#g_t2d-MPI-example" accesskey="p" rel="prev">2d MPI example</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> [<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="MPI-Data-Distribution-1"></a> | |
78 <h3 class="section">6.4 MPI Data Distribution</h3> | |
79 <a name="index-data-distribution-2"></a> | |
80 | |
81 <p>The most important concept to understand in using FFTW’s MPI interface | |
82 is the data distribution. With a serial or multithreaded FFT, all of | |
83 the inputs and outputs are stored as a single contiguous chunk of | |
84 memory. With a distributed-memory FFT, the inputs and outputs are | |
85 broken into disjoint blocks, one per process. | |
86 </p> | |
87 <p>In particular, FFTW uses a <em>1d block distribution</em> of the data, | |
88 distributed along the <em>first dimension</em>. For example, if you | |
89 want to perform a 100 × 200 | |
90 complex DFT, distributed over 4 | |
91 processes, each process will get a 25 × 200 | |
92 slice of the data. | |
93 That is, process 0 will get rows 0 through 24, process 1 will get rows | |
94 25 through 49, process 2 will get rows 50 through 74, and process 3 | |
95 will get rows 75 through 99. If you take the same array but | |
96 distribute it over 3 processes, then it is not evenly divisible so the | |
97 different processes will have unequal chunks. FFTW’s default choice | |
98 in this case is to assign 34 rows to processes 0 and 1, and 32 rows to | |
99 process 2. | |
100 <a name="index-block-distribution"></a> | |
101 </p> | |
102 | |
103 <p>FFTW provides several ‘<samp>fftw_mpi_local_size</samp>’ routines that you can | |
104 call to find out what portion of an array is stored on the current | |
105 process. In most cases, you should use the default block sizes picked | |
106 by FFTW, but it is also possible to specify your own block size. For | |
107 example, with a 100 × 200 | |
108 array on three processes, you can | |
109 tell FFTW to use a block size of 40, which would assign 40 rows to | |
110 processes 0 and 1, and 20 rows to process 2. FFTW’s default is to | |
111 divide the data equally among the processes if possible, and as best | |
112 it can otherwise. The rows are always assigned in “rank order,” | |
113 i.e. process 0 gets the first block of rows, then process 1, and so | |
114 on. (You can change this by using <code>MPI_Comm_split</code> to create a | |
115 new communicator with re-ordered processes.) However, you should | |
116 always call the ‘<samp>fftw_mpi_local_size</samp>’ routines, if possible, | |
117 rather than trying to predict FFTW’s distribution choices. | |
118 </p> | |
119 <p>In particular, it is critical that you allocate the storage size that | |
120 is returned by ‘<samp>fftw_mpi_local_size</samp>’, which is <em>not</em> | |
121 necessarily the size of the local slice of the array. The reason is | |
122 that intermediate steps of FFTW’s algorithms involve transposing the | |
123 array and redistributing the data, so at these intermediate steps FFTW | |
124 may require more local storage space (albeit always proportional to | |
125 the total size divided by the number of processes). The | |
126 ‘<samp>fftw_mpi_local_size</samp>’ functions know how much storage is required | |
127 for these intermediate steps and tell you the correct amount to | |
128 allocate. | |
129 </p> | |
130 <table class="menu" border="0" cellspacing="0"> | |
131 <tr><td align="left" valign="top">• <a href="Basic-and-advanced-distribution-interfaces.html#Basic-and-advanced-distribution-interfaces" accesskey="1">Basic and advanced distribution interfaces</a>:</td><td> </td><td align="left" valign="top"> | |
132 </td></tr> | |
133 <tr><td align="left" valign="top">• <a href="Load-balancing.html#Load-balancing" accesskey="2">Load balancing</a>:</td><td> </td><td align="left" valign="top"> | |
134 </td></tr> | |
135 <tr><td align="left" valign="top">• <a href="Transposed-distributions.html#Transposed-distributions" accesskey="3">Transposed distributions</a>:</td><td> </td><td align="left" valign="top"> | |
136 </td></tr> | |
137 <tr><td align="left" valign="top">• <a href="One_002ddimensional-distributions.html#One_002ddimensional-distributions" accesskey="4">One-dimensional distributions</a>:</td><td> </td><td align="left" valign="top"> | |
138 </td></tr> | |
139 </table> | |
140 | |
141 <hr> | |
142 <div class="header"> | |
143 <p> | |
144 Next: <a href="Multi_002ddimensional-MPI-DFTs-of-Real-Data.html#Multi_002ddimensional-MPI-DFTs-of-Real-Data" accesskey="n" rel="next">Multi-dimensional MPI DFTs of Real Data</a>, Previous: <a href="2d-MPI-example.html#g_t2d-MPI-example" accesskey="p" rel="prev">2d MPI example</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> [<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> | |
145 </div> | |
146 | |
147 | |
148 | |
149 </body> | |
150 </html> |