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| Chris@42 | 25 <title>FFTW 3.3.5: MPI Data Distribution</title> | 
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| Chris@42 | 36 <link href="Distributed_002dmemory-FFTW-with-MPI.html#Distributed_002dmemory-FFTW-with-MPI" rel="up" title="Distributed-memory FFTW with MPI"> | 
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| Chris@42 | 71 <body lang="en" bgcolor="#FFFFFF" text="#000000" link="#0000FF" vlink="#800080" alink="#FF0000"> | 
| Chris@42 | 72 <a name="MPI-Data-Distribution"></a> | 
| Chris@42 | 73 <div class="header"> | 
| Chris@42 | 74 <p> | 
| Chris@42 | 75 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> | 
| Chris@42 | 76 </div> | 
| Chris@42 | 77 <hr> | 
| Chris@42 | 78 <a name="MPI-Data-Distribution-1"></a> | 
| Chris@42 | 79 <h3 class="section">6.4 MPI Data Distribution</h3> | 
| Chris@42 | 80 <a name="index-data-distribution-2"></a> | 
| Chris@42 | 81 | 
| Chris@42 | 82 <p>The most important concept to understand in using FFTW’s MPI interface | 
| Chris@42 | 83 is the data distribution.  With a serial or multithreaded FFT, all of | 
| Chris@42 | 84 the inputs and outputs are stored as a single contiguous chunk of | 
| Chris@42 | 85 memory.  With a distributed-memory FFT, the inputs and outputs are | 
| Chris@42 | 86 broken into disjoint blocks, one per process. | 
| Chris@42 | 87 </p> | 
| Chris@42 | 88 <p>In particular, FFTW uses a <em>1d block distribution</em> of the data, | 
| Chris@42 | 89 distributed along the <em>first dimension</em>.  For example, if you | 
| Chris@42 | 90 want to perform a 100 × 200 complex DFT, distributed over 4 | 
| Chris@42 | 91 processes, each process will get a 25 × 200 slice of the data. | 
| Chris@42 | 92 That is, process 0 will get rows 0 through 24, process 1 will get rows | 
| Chris@42 | 93 25 through 49, process 2 will get rows 50 through 74, and process 3 | 
| Chris@42 | 94 will get rows 75 through 99.  If you take the same array but | 
| Chris@42 | 95 distribute it over 3 processes, then it is not evenly divisible so the | 
| Chris@42 | 96 different processes will have unequal chunks.  FFTW’s default choice | 
| Chris@42 | 97 in this case is to assign 34 rows to processes 0 and 1, and 32 rows to | 
| Chris@42 | 98 process 2. | 
| Chris@42 | 99 <a name="index-block-distribution"></a> | 
| Chris@42 | 100 </p> | 
| Chris@42 | 101 | 
| Chris@42 | 102 <p>FFTW provides several ‘<samp>fftw_mpi_local_size</samp>’ routines that you can | 
| Chris@42 | 103 call to find out what portion of an array is stored on the current | 
| Chris@42 | 104 process.  In most cases, you should use the default block sizes picked | 
| Chris@42 | 105 by FFTW, but it is also possible to specify your own block size.  For | 
| Chris@42 | 106 example, with a 100 × 200 array on three processes, you can | 
| Chris@42 | 107 tell FFTW to use a block size of 40, which would assign 40 rows to | 
| Chris@42 | 108 processes 0 and 1, and 20 rows to process 2.  FFTW’s default is to | 
| Chris@42 | 109 divide the data equally among the processes if possible, and as best | 
| Chris@42 | 110 it can otherwise.  The rows are always assigned in “rank order,” | 
| Chris@42 | 111 i.e. process 0 gets the first block of rows, then process 1, and so | 
| Chris@42 | 112 on.  (You can change this by using <code>MPI_Comm_split</code> to create a | 
| Chris@42 | 113 new communicator with re-ordered processes.)  However, you should | 
| Chris@42 | 114 always call the ‘<samp>fftw_mpi_local_size</samp>’ routines, if possible, | 
| Chris@42 | 115 rather than trying to predict FFTW’s distribution choices. | 
| Chris@42 | 116 </p> | 
| Chris@42 | 117 <p>In particular, it is critical that you allocate the storage size that | 
| Chris@42 | 118 is returned by ‘<samp>fftw_mpi_local_size</samp>’, which is <em>not</em> | 
| Chris@42 | 119 necessarily the size of the local slice of the array.  The reason is | 
| Chris@42 | 120 that intermediate steps of FFTW’s algorithms involve transposing the | 
| Chris@42 | 121 array and redistributing the data, so at these intermediate steps FFTW | 
| Chris@42 | 122 may require more local storage space (albeit always proportional to | 
| Chris@42 | 123 the total size divided by the number of processes).  The | 
| Chris@42 | 124 ‘<samp>fftw_mpi_local_size</samp>’ functions know how much storage is required | 
| Chris@42 | 125 for these intermediate steps and tell you the correct amount to | 
| Chris@42 | 126 allocate. | 
| Chris@42 | 127 </p> | 
| Chris@42 | 128 <table class="menu" border="0" cellspacing="0"> | 
| Chris@42 | 129 <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"> | 
| Chris@42 | 130 </td></tr> | 
| Chris@42 | 131 <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"> | 
| Chris@42 | 132 </td></tr> | 
| Chris@42 | 133 <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"> | 
| Chris@42 | 134 </td></tr> | 
| Chris@42 | 135 <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"> | 
| Chris@42 | 136 </td></tr> | 
| Chris@42 | 137 </table> | 
| Chris@42 | 138 | 
| Chris@42 | 139 <hr> | 
| Chris@42 | 140 <div class="header"> | 
| Chris@42 | 141 <p> | 
| Chris@42 | 142 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> | 
| Chris@42 | 143 </div> | 
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