diff src/fftw-3.3.3/doc/html/Load-balancing.html @ 10:37bf6b4a2645

Add FFTW3
author Chris Cannam
date Wed, 20 Mar 2013 15:35:50 +0000
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+<title>Load balancing - FFTW 3.3.3</title>
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+<a name="Load-balancing"></a>
+<p>
+Next:&nbsp;<a rel="next" accesskey="n" href="Transposed-distributions.html#Transposed-distributions">Transposed distributions</a>,
+Previous:&nbsp;<a rel="previous" accesskey="p" href="Basic-and-advanced-distribution-interfaces.html#Basic-and-advanced-distribution-interfaces">Basic and advanced distribution interfaces</a>,
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+
+<h4 class="subsection">6.4.2 Load balancing</h4>
+
+<p><a name="index-load-balancing-378"></a>
+Ideally, when you parallelize a transform over some P
+processes, each process should end up with work that takes equal time. 
+Otherwise, all of the processes end up waiting on whichever process is
+slowest.  This goal is known as &ldquo;load balancing.&rdquo;  In this section,
+we describe the circumstances under which FFTW is able to load-balance
+well, and in particular how you should choose your transform size in
+order to load balance.
+
+   <p>Load balancing is especially difficult when you are parallelizing over
+heterogeneous machines; for example, if one of your processors is a
+old 486 and another is a Pentium IV, obviously you should give the
+Pentium more work to do than the 486 since the latter is much slower. 
+FFTW does not deal with this problem, however&mdash;it assumes that your
+processes run on hardware of comparable speed, and that the goal is
+therefore to divide the problem as equally as possible.
+
+   <p>For a multi-dimensional complex DFT, FFTW can divide the problem
+equally among the processes if: (i) the <em>first</em> dimension
+<code>n0</code> is divisible by P; and (ii), the <em>product</em> of
+the subsequent dimensions is divisible by P.  (For the advanced
+interface, where you can specify multiple simultaneous transforms via
+some &ldquo;vector&rdquo; length <code>howmany</code>, a factor of <code>howmany</code> is
+included in the product of the subsequent dimensions.)
+
+   <p>For a one-dimensional complex DFT, the length <code>N</code> of the data
+should be divisible by P <em>squared</em> to be able to divide
+the problem equally among the processes.
+
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+