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author Chris Cannam
date Wed, 20 Mar 2013 15:35:50 +0000
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Chris@10 49 <a name="Transposed-distributions"></a>
Chris@10 50 <p>
Chris@10 51 Next:&nbsp;<a rel="next" accesskey="n" href="One_002ddimensional-distributions.html#One_002ddimensional-distributions">One-dimensional distributions</a>,
Chris@10 52 Previous:&nbsp;<a rel="previous" accesskey="p" href="Load-balancing.html#Load-balancing">Load balancing</a>,
Chris@10 53 Up:&nbsp;<a rel="up" accesskey="u" href="MPI-Data-Distribution.html#MPI-Data-Distribution">MPI Data Distribution</a>
Chris@10 54 <hr>
Chris@10 55 </div>
Chris@10 56
Chris@10 57 <h4 class="subsection">6.4.3 Transposed distributions</h4>
Chris@10 58
Chris@10 59 <p>Internally, FFTW's MPI transform algorithms work by first computing
Chris@10 60 transforms of the data local to each process, then by globally
Chris@10 61 <em>transposing</em> the data in some fashion to redistribute the data
Chris@10 62 among the processes, transforming the new data local to each process,
Chris@10 63 and transposing back. For example, a two-dimensional <code>n0</code> by
Chris@10 64 <code>n1</code> array, distributed across the <code>n0</code> dimension, is
Chris@10 65 transformd by: (i) transforming the <code>n1</code> dimension, which are
Chris@10 66 local to each process; (ii) transposing to an <code>n1</code> by <code>n0</code>
Chris@10 67 array, distributed across the <code>n1</code> dimension; (iii) transforming
Chris@10 68 the <code>n0</code> dimension, which is now local to each process; (iv)
Chris@10 69 transposing back.
Chris@10 70 <a name="index-transpose-379"></a>
Chris@10 71
Chris@10 72 <p>However, in many applications it is acceptable to compute a
Chris@10 73 multidimensional DFT whose results are produced in transposed order
Chris@10 74 (e.g., <code>n1</code> by <code>n0</code> in two dimensions). This provides a
Chris@10 75 significant performance advantage, because it means that the final
Chris@10 76 transposition step can be omitted. FFTW supports this optimization,
Chris@10 77 which you specify by passing the flag <code>FFTW_MPI_TRANSPOSED_OUT</code>
Chris@10 78 to the planner routines. To compute the inverse transform of
Chris@10 79 transposed output, you specify <code>FFTW_MPI_TRANSPOSED_IN</code> to tell
Chris@10 80 it that the input is transposed. In this section, we explain how to
Chris@10 81 interpret the output format of such a transform.
Chris@10 82 <a name="index-FFTW_005fMPI_005fTRANSPOSED_005fOUT-380"></a><a name="index-FFTW_005fMPI_005fTRANSPOSED_005fIN-381"></a>
Chris@10 83
Chris@10 84 <p>Suppose you have are transforming multi-dimensional data with (at
Chris@10 85 least two) dimensions n<sub>0</sub>&nbsp;&times;&nbsp;n<sub>1</sub>&nbsp;&times;&nbsp;n<sub>2</sub>&nbsp;&times;&nbsp;&hellip;&nbsp;&times;&nbsp;n<sub>d-1</sub>. As always, it is distributed along
Chris@10 86 the first dimension n<sub>0</sub>. Now, if we compute its DFT with the
Chris@10 87 <code>FFTW_MPI_TRANSPOSED_OUT</code> flag, the resulting output data are stored
Chris@10 88 with the first <em>two</em> dimensions transposed: n<sub>1</sub>&nbsp;&times;&nbsp;n<sub>0</sub>&nbsp;&times;&nbsp;n<sub>2</sub>&nbsp;&times;&hellip;&times;&nbsp;n<sub>d-1</sub>,
Chris@10 89 distributed along the n<sub>1</sub> dimension. Conversely, if we take the
Chris@10 90 n<sub>1</sub>&nbsp;&times;&nbsp;n<sub>0</sub>&nbsp;&times;&nbsp;n<sub>2</sub>&nbsp;&times;&hellip;&times;&nbsp;n<sub>d-1</sub> data and transform it with the
Chris@10 91 <code>FFTW_MPI_TRANSPOSED_IN</code> flag, then the format goes back to the
Chris@10 92 original n<sub>0</sub>&nbsp;&times;&nbsp;n<sub>1</sub>&nbsp;&times;&nbsp;n<sub>2</sub>&nbsp;&times;&nbsp;&hellip;&nbsp;&times;&nbsp;n<sub>d-1</sub> array.
Chris@10 93
Chris@10 94 <p>There are two ways to find the portion of the transposed array that
Chris@10 95 resides on the current process. First, you can simply call the
Chris@10 96 appropriate &lsquo;<samp><span class="samp">local_size</span></samp>&rsquo; function, passing n<sub>1</sub>&nbsp;&times;&nbsp;n<sub>0</sub>&nbsp;&times;&nbsp;n<sub>2</sub>&nbsp;&times;&hellip;&times;&nbsp;n<sub>d-1</sub> (the
Chris@10 97 transposed dimensions). This would mean calling the &lsquo;<samp><span class="samp">local_size</span></samp>&rsquo;
Chris@10 98 function twice, once for the transposed and once for the
Chris@10 99 non-transposed dimensions. Alternatively, you can call one of the
Chris@10 100 &lsquo;<samp><span class="samp">local_size_transposed</span></samp>&rsquo; functions, which returns both the
Chris@10 101 non-transposed and transposed data distribution from a single call.
Chris@10 102 For example, for a 3d transform with transposed output (or input), you
Chris@10 103 might call:
Chris@10 104
Chris@10 105 <pre class="example"> ptrdiff_t fftw_mpi_local_size_3d_transposed(
Chris@10 106 ptrdiff_t n0, ptrdiff_t n1, ptrdiff_t n2, MPI_Comm comm,
Chris@10 107 ptrdiff_t *local_n0, ptrdiff_t *local_0_start,
Chris@10 108 ptrdiff_t *local_n1, ptrdiff_t *local_1_start);
Chris@10 109 </pre>
Chris@10 110 <p><a name="index-fftw_005fmpi_005flocal_005fsize_005f3d_005ftransposed-382"></a>
Chris@10 111 Here, <code>local_n0</code> and <code>local_0_start</code> give the size and
Chris@10 112 starting index of the <code>n0</code> dimension for the
Chris@10 113 <em>non</em>-transposed data, as in the previous sections. For
Chris@10 114 <em>transposed</em> data (e.g. the output for
Chris@10 115 <code>FFTW_MPI_TRANSPOSED_OUT</code>), <code>local_n1</code> and
Chris@10 116 <code>local_1_start</code> give the size and starting index of the <code>n1</code>
Chris@10 117 dimension, which is the first dimension of the transposed data
Chris@10 118 (<code>n1</code> by <code>n0</code> by <code>n2</code>).
Chris@10 119
Chris@10 120 <p>(Note that <code>FFTW_MPI_TRANSPOSED_IN</code> is completely equivalent to
Chris@10 121 performing <code>FFTW_MPI_TRANSPOSED_OUT</code> and passing the first two
Chris@10 122 dimensions to the planner in reverse order, or vice versa. If you
Chris@10 123 pass <em>both</em> the <code>FFTW_MPI_TRANSPOSED_IN</code> and
Chris@10 124 <code>FFTW_MPI_TRANSPOSED_OUT</code> flags, it is equivalent to swapping the
Chris@10 125 first two dimensions passed to the planner and passing <em>neither</em>
Chris@10 126 flag.)
Chris@10 127
Chris@10 128 </body></html>
Chris@10 129