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3 <!-- This manual is for FFTW
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4 (version 3.3.8, 24 May 2018).
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5
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6 Copyright (C) 2003 Matteo Frigo.
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7
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8 Copyright (C) 2003 Massachusetts Institute of Technology.
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9
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10 Permission is granted to make and distribute verbatim copies of this
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11 manual provided the copyright notice and this permission notice are
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12 preserved on all copies.
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14 Permission is granted to copy and distribute modified versions of this
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16 entire resulting derived work is distributed under the terms of a
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17 permission notice identical to this one.
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19 Permission is granted to copy and distribute translations of this manual
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22 approved by the Free Software Foundation. -->
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23 <!-- Created by GNU Texinfo 6.3, http://www.gnu.org/software/texinfo/ -->
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24 <head>
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25 <title>FFTW 3.3.8: Multi-dimensional MPI DFTs of Real Data</title>
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26
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27 <meta name="description" content="FFTW 3.3.8: Multi-dimensional MPI DFTs of Real Data">
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28 <meta name="keywords" content="FFTW 3.3.8: Multi-dimensional MPI DFTs of Real Data">
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34 <link href="Concept-Index.html#Concept-Index" rel="index" title="Concept Index">
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35 <link href="index.html#SEC_Contents" rel="contents" title="Table of Contents">
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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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37 <link href="Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms.html#Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms" rel="next" title="Other Multi-dimensional Real-data MPI Transforms">
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38 <link href="One_002ddimensional-distributions.html#One_002ddimensional-distributions" rel="prev" title="One-dimensional distributions">
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65 </style>
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67
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68 </head>
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69
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70 <body lang="en">
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71 <a name="Multi_002ddimensional-MPI-DFTs-of-Real-Data"></a>
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72 <div class="header">
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73 <p>
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74 Next: <a href="Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms.html#Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms" accesskey="n" rel="next">Other Multi-dimensional Real-data MPI Transforms</a>, Previous: <a href="MPI-Data-Distribution.html#MPI-Data-Distribution" accesskey="p" rel="prev">MPI Data Distribution</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>
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75 </div>
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76 <hr>
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77 <a name="Multi_002ddimensional-MPI-DFTs-of-Real-Data-1"></a>
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78 <h3 class="section">6.5 Multi-dimensional MPI DFTs of Real Data</h3>
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79
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80 <p>FFTW’s MPI interface also supports multi-dimensional DFTs of real
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81 data, similar to the serial r2c and c2r interfaces. (Parallel
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82 one-dimensional real-data DFTs are not currently supported; you must
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83 use a complex transform and set the imaginary parts of the inputs to
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84 zero.)
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85 </p>
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86 <p>The key points to understand for r2c and c2r MPI transforms (compared
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87 to the MPI complex DFTs or the serial r2c/c2r transforms), are:
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88 </p>
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89 <ul>
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90 <li> Just as for serial transforms, r2c/c2r DFTs transform n<sub>0</sub> × n<sub>1</sub> × n<sub>2</sub> × … × n<sub>d-1</sub>
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91 real
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92 data to/from n<sub>0</sub> × n<sub>1</sub> × n<sub>2</sub> × … × (n<sub>d-1</sub>/2 + 1)
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93 complex data: the last dimension of the
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94 complex data is cut in half (rounded down), plus one. As for the
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95 serial transforms, the sizes you pass to the ‘<samp>plan_dft_r2c</samp>’ and
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96 ‘<samp>plan_dft_c2r</samp>’ are the n<sub>0</sub> × n<sub>1</sub> × n<sub>2</sub> × … × n<sub>d-1</sub>
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97 dimensions of the real data.
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98
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99 </li><li> <a name="index-padding-4"></a>
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100 Although the real data is <em>conceptually</em> n<sub>0</sub> × n<sub>1</sub> × n<sub>2</sub> × … × n<sub>d-1</sub>
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101 , it is
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102 <em>physically</em> stored as an n<sub>0</sub> × n<sub>1</sub> × n<sub>2</sub> × … × [2 (n<sub>d-1</sub>/2 + 1)]
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103 array, where the last
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104 dimension has been <em>padded</em> to make it the same size as the
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105 complex output. This is much like the in-place serial r2c/c2r
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106 interface (see <a href="Multi_002dDimensional-DFTs-of-Real-Data.html#Multi_002dDimensional-DFTs-of-Real-Data">Multi-Dimensional DFTs of Real Data</a>), except that
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107 in MPI the padding is required even for out-of-place data. The extra
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108 padding numbers are ignored by FFTW (they are <em>not</em> like
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109 zero-padding the transform to a larger size); they are only used to
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110 determine the data layout.
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111
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112 </li><li> <a name="index-data-distribution-3"></a>
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113 The data distribution in MPI for <em>both</em> the real and complex data
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114 is determined by the shape of the <em>complex</em> data. That is, you
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115 call the appropriate ‘<samp>local size</samp>’ function for the n<sub>0</sub> × n<sub>1</sub> × n<sub>2</sub> × … × (n<sub>d-1</sub>/2 + 1)
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116
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117 complex data, and then use the <em>same</em> distribution for the real
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118 data except that the last complex dimension is replaced by a (padded)
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119 real dimension of twice the length.
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120
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121 </li></ul>
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122
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123 <p>For example suppose we are performing an out-of-place r2c transform of
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124 L × M × N
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125 real data [padded to L × M × 2(N/2+1)
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126 ],
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127 resulting in L × M × N/2+1
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128 complex data. Similar to the
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129 example in <a href="2d-MPI-example.html#g_t2d-MPI-example">2d MPI example</a>, we might do something like:
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130 </p>
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131 <div class="example">
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132 <pre class="example">#include <fftw3-mpi.h>
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133
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134 int main(int argc, char **argv)
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135 {
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136 const ptrdiff_t L = ..., M = ..., N = ...;
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137 fftw_plan plan;
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138 double *rin;
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139 fftw_complex *cout;
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140 ptrdiff_t alloc_local, local_n0, local_0_start, i, j, k;
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141
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142 MPI_Init(&argc, &argv);
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143 fftw_mpi_init();
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144
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145 /* <span class="roman">get local data size and allocate</span> */
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146 alloc_local = fftw_mpi_local_size_3d(L, M, N/2+1, MPI_COMM_WORLD,
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147 &local_n0, &local_0_start);
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148 rin = fftw_alloc_real(2 * alloc_local);
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149 cout = fftw_alloc_complex(alloc_local);
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150
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151 /* <span class="roman">create plan for out-of-place r2c DFT</span> */
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152 plan = fftw_mpi_plan_dft_r2c_3d(L, M, N, rin, cout, MPI_COMM_WORLD,
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153 FFTW_MEASURE);
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154
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155 /* <span class="roman">initialize rin to some function</span> my_func(x,y,z) */
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156 for (i = 0; i < local_n0; ++i)
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157 for (j = 0; j < M; ++j)
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158 for (k = 0; k < N; ++k)
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159 rin[(i*M + j) * (2*(N/2+1)) + k] = my_func(local_0_start+i, j, k);
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160
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161 /* <span class="roman">compute transforms as many times as desired</span> */
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162 fftw_execute(plan);
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163
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164 fftw_destroy_plan(plan);
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165
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166 MPI_Finalize();
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167 }
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168 </pre></div>
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169
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170 <a name="index-fftw_005falloc_005freal-2"></a>
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171 <a name="index-row_002dmajor-5"></a>
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172 <p>Note that we allocated <code>rin</code> using <code>fftw_alloc_real</code> with an
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173 argument of <code>2 * alloc_local</code>: since <code>alloc_local</code> is the
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174 number of <em>complex</em> values to allocate, the number of <em>real</em>
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175 values is twice as many. The <code>rin</code> array is then
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176 local_n0 × M × 2(N/2+1)
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177 in row-major order, so its
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178 <code>(i,j,k)</code> element is at the index <code>(i*M + j) * (2*(N/2+1)) +
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179 k</code> (see <a href="Multi_002ddimensional-Array-Format.html#Multi_002ddimensional-Array-Format">Multi-dimensional Array Format</a>).
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180 </p>
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181 <a name="index-transpose-1"></a>
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182 <a name="index-FFTW_005fTRANSPOSED_005fOUT"></a>
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183 <a name="index-FFTW_005fTRANSPOSED_005fIN"></a>
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184 <p>As for the complex transforms, improved performance can be obtained by
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185 specifying that the output is the transpose of the input or vice versa
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186 (see <a href="Transposed-distributions.html#Transposed-distributions">Transposed distributions</a>). In our L × M × N
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187 r2c
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188 example, including <code>FFTW_TRANSPOSED_OUT</code> in the flags means that
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189 the input would be a padded L × M × 2(N/2+1)
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190 real array
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191 distributed over the <code>L</code> dimension, while the output would be a
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192 M × L × N/2+1
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193 complex array distributed over the <code>M</code>
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194 dimension. To perform the inverse c2r transform with the same data
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195 distributions, you would use the <code>FFTW_TRANSPOSED_IN</code> flag.
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196 </p>
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197 <hr>
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198 <div class="header">
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199 <p>
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200 Next: <a href="Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms.html#Other-Multi_002ddimensional-Real_002ddata-MPI-Transforms" accesskey="n" rel="next">Other Multi-dimensional Real-data MPI Transforms</a>, Previous: <a href="MPI-Data-Distribution.html#MPI-Data-Distribution" accesskey="p" rel="prev">MPI Data Distribution</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>
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201 </div>
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202
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203
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204
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205 </body>
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206 </html>
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