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			11 KiB
		
	
	
	
		
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|  | <html> | ||
|  | <!-- This manual is for FFTW
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|  | (version 3.3.10, 10 December 2020). | ||
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|  | Copyright (C) 2003 Matteo Frigo. | ||
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|  | Copyright (C) 2003 Massachusetts Institute of Technology. | ||
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|  | <title>Complex One-Dimensional DFTs (FFTW 3.3.10)</title> | ||
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|  | <span id="Complex-One_002dDimensional-DFTs"></span><div class="header"> | ||
|  | <p> | ||
|  | Next: <a href="Complex-Multi_002dDimensional-DFTs.html" accesskey="n" rel="next">Complex Multi-Dimensional DFTs</a>, Previous: <a href="Tutorial.html" accesskey="p" rel="prev">Tutorial</a>, Up: <a href="Tutorial.html" accesskey="u" rel="up">Tutorial</a>   [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html" title="Index" rel="index">Index</a>]</p> | ||
|  | </div> | ||
|  | <hr> | ||
|  | <span id="Complex-One_002dDimensional-DFTs-1"></span><h3 class="section">2.1 Complex One-Dimensional DFTs</h3> | ||
|  | 
 | ||
|  | <blockquote> | ||
|  | <p>Plan: To bother about the best method of accomplishing an accidental result. | ||
|  | [Ambrose Bierce, <cite>The Enlarged Devil’s Dictionary</cite>.] | ||
|  | <span id="index-Devil"></span> | ||
|  | </p></blockquote> | ||
|  | 
 | ||
|  | 
 | ||
|  | <p>The basic usage of FFTW to compute a one-dimensional DFT of size | ||
|  | <code>N</code> is simple, and it typically looks something like this code: | ||
|  | </p> | ||
|  | <div class="example"> | ||
|  | <pre class="example">#include <fftw3.h> | ||
|  | ... | ||
|  | { | ||
|  |     fftw_complex *in, *out; | ||
|  |     fftw_plan p; | ||
|  |     ... | ||
|  |     in = (fftw_complex*) fftw_malloc(sizeof(fftw_complex) * N); | ||
|  |     out = (fftw_complex*) fftw_malloc(sizeof(fftw_complex) * N); | ||
|  |     p = fftw_plan_dft_1d(N, in, out, FFTW_FORWARD, FFTW_ESTIMATE); | ||
|  |     ... | ||
|  |     fftw_execute(p); /* <span class="roman">repeat as needed</span> */ | ||
|  |     ... | ||
|  |     fftw_destroy_plan(p); | ||
|  |     fftw_free(in); fftw_free(out); | ||
|  | } | ||
|  | </pre></div> | ||
|  | 
 | ||
|  | <p>You must link this code with the <code>fftw3</code> library.  On Unix systems, | ||
|  | link with <code>-lfftw3 -lm</code>. | ||
|  | </p> | ||
|  | <p>The example code first allocates the input and output arrays.  You can | ||
|  | allocate them in any way that you like, but we recommend using | ||
|  | <code>fftw_malloc</code>, which behaves like | ||
|  | <span id="index-fftw_005fmalloc"></span> | ||
|  | <code>malloc</code> except that it properly aligns the array when SIMD | ||
|  | instructions (such as SSE and Altivec) are available (see <a href="SIMD-alignment-and-fftw_005fmalloc.html">SIMD alignment and fftw_malloc</a>). [Alternatively, we provide a convenient wrapper function <code>fftw_alloc_complex(N)</code> which has the same effect.] | ||
|  | <span id="index-fftw_005falloc_005fcomplex"></span> | ||
|  | <span id="index-SIMD"></span> | ||
|  | </p> | ||
|  | 
 | ||
|  | <p>The data is an array of type <code>fftw_complex</code>, which is by default a | ||
|  | <code>double[2]</code> composed of the real (<code>in[i][0]</code>) and imaginary | ||
|  | (<code>in[i][1]</code>) parts of a complex number. | ||
|  | <span id="index-fftw_005fcomplex"></span> | ||
|  | </p> | ||
|  | <p>The next step is to create a <em>plan</em>, which is an object | ||
|  | <span id="index-plan-1"></span> | ||
|  | that contains all the data that FFTW needs to compute the FFT.  | ||
|  | This function creates the plan: | ||
|  | </p> | ||
|  | <div class="example"> | ||
|  | <pre class="example">fftw_plan fftw_plan_dft_1d(int n, fftw_complex *in, fftw_complex *out, | ||
|  |                            int sign, unsigned flags); | ||
|  | </pre></div> | ||
|  | <span id="index-fftw_005fplan_005fdft_005f1d"></span> | ||
|  | <span id="index-fftw_005fplan"></span> | ||
|  | 
 | ||
|  | <p>The first argument, <code>n</code>, is the size of the transform you are | ||
|  | trying to compute.  The size <code>n</code> can be any positive integer, but | ||
|  | sizes that are products of small factors are transformed most | ||
|  | efficiently (although prime sizes still use an <i>O</i>(<i>n</i> log <i>n</i>) | ||
|  |  algorithm). | ||
|  | </p> | ||
|  | <p>The next two arguments are pointers to the input and output arrays of | ||
|  | the transform.  These pointers can be equal, indicating an | ||
|  | <em>in-place</em> transform. | ||
|  | <span id="index-in_002dplace"></span> | ||
|  | </p> | ||
|  | 
 | ||
|  | <p>The fourth argument, <code>sign</code>, can be either <code>FFTW_FORWARD</code> | ||
|  | (<code>-1</code>) or <code>FFTW_BACKWARD</code> (<code>+1</code>), | ||
|  | <span id="index-FFTW_005fFORWARD"></span> | ||
|  | <span id="index-FFTW_005fBACKWARD"></span> | ||
|  | and indicates the direction of the transform you are interested in; | ||
|  | technically, it is the sign of the exponent in the transform.   | ||
|  | </p> | ||
|  | <p>The <code>flags</code> argument is usually either <code>FFTW_MEASURE</code> or | ||
|  | <span id="index-flags"></span> | ||
|  | <code>FFTW_ESTIMATE</code>.  <code>FFTW_MEASURE</code> instructs FFTW to run | ||
|  | <span id="index-FFTW_005fMEASURE"></span> | ||
|  | and measure the execution time of several FFTs in order to find the | ||
|  | best way to compute the transform of size <code>n</code>.  This process takes | ||
|  | some time (usually a few seconds), depending on your machine and on | ||
|  | the size of the transform.  <code>FFTW_ESTIMATE</code>, on the contrary, | ||
|  | does not run any computation and just builds a | ||
|  | <span id="index-FFTW_005fESTIMATE"></span> | ||
|  | reasonable plan that is probably sub-optimal.  In short, if your | ||
|  | program performs many transforms of the same size and initialization | ||
|  | time is not important, use <code>FFTW_MEASURE</code>; otherwise use the | ||
|  | estimate.   | ||
|  | </p> | ||
|  | <p><em>You must create the plan before initializing the input</em>, because | ||
|  | <code>FFTW_MEASURE</code> overwrites the <code>in</code>/<code>out</code> arrays. | ||
|  | (Technically, <code>FFTW_ESTIMATE</code> does not touch your arrays, but you | ||
|  | should always create plans first just to be sure.) | ||
|  | </p> | ||
|  | <p>Once the plan has been created, you can use it as many times as you | ||
|  | like for transforms on the specified <code>in</code>/<code>out</code> arrays, | ||
|  | computing the actual transforms via <code>fftw_execute(plan)</code>: | ||
|  | </p><div class="example"> | ||
|  | <pre class="example">void fftw_execute(const fftw_plan plan); | ||
|  | </pre></div> | ||
|  | <span id="index-fftw_005fexecute"></span> | ||
|  | 
 | ||
|  | <p>The DFT results are stored in-order in the array <code>out</code>, with the | ||
|  | zero-frequency (DC) component in <code>out[0]</code>. | ||
|  | <span id="index-frequency"></span> | ||
|  | If <code>in != out</code>, the transform is <em>out-of-place</em> and the input | ||
|  | array <code>in</code> is not modified.  Otherwise, the input array is | ||
|  | overwritten with the transform. | ||
|  | </p> | ||
|  | <span id="index-execute-1"></span> | ||
|  | <p>If you want to transform a <em>different</em> array of the same size, you | ||
|  | can create a new plan with <code>fftw_plan_dft_1d</code> and FFTW | ||
|  | automatically reuses the information from the previous plan, if | ||
|  | possible.  Alternatively, with the “guru” interface you can apply a | ||
|  | given plan to a different array, if you are careful. | ||
|  | See <a href="FFTW-Reference.html">FFTW Reference</a>. | ||
|  | </p> | ||
|  | <p>When you are done with the plan, you deallocate it by calling | ||
|  | <code>fftw_destroy_plan(plan)</code>: | ||
|  | </p><div class="example"> | ||
|  | <pre class="example">void fftw_destroy_plan(fftw_plan plan); | ||
|  | </pre></div> | ||
|  | <span id="index-fftw_005fdestroy_005fplan"></span> | ||
|  | <p>If you allocate an array with <code>fftw_malloc()</code> you must deallocate | ||
|  | it with <code>fftw_free()</code>.  Do not use <code>free()</code> or, heaven | ||
|  | forbid, <code>delete</code>. | ||
|  | <span id="index-fftw_005ffree"></span> | ||
|  | </p> | ||
|  | <p>FFTW computes an <em>unnormalized</em> DFT.  Thus, computing a forward | ||
|  | followed by a backward transform (or vice versa) results in the original | ||
|  | array scaled by <code>n</code>.  For the definition of the DFT, see <a href="What-FFTW-Really-Computes.html">What FFTW Really Computes</a>. | ||
|  | <span id="index-DFT-1"></span> | ||
|  | <span id="index-normalization"></span> | ||
|  | </p> | ||
|  | 
 | ||
|  | <p>If you have a C compiler, such as <code>gcc</code>, that supports the | ||
|  | C99 standard, and you <code>#include <complex.h></code> <em>before</em> | ||
|  | <code><fftw3.h></code>, then <code>fftw_complex</code> is the native | ||
|  | double-precision complex type and you can manipulate it with ordinary | ||
|  | arithmetic.  Otherwise, FFTW defines its own complex type, which is | ||
|  | bit-compatible with the C99 complex type. See <a href="Complex-numbers.html">Complex numbers</a>. | ||
|  | (The C++ <code><complex></code> template class may also be usable via a | ||
|  | typecast.) | ||
|  | <span id="index-C_002b_002b"></span> | ||
|  | </p> | ||
|  | <p>To use single or long-double precision versions of FFTW, replace the | ||
|  | <code>fftw_</code> prefix by <code>fftwf_</code> or <code>fftwl_</code> and link with | ||
|  | <code>-lfftw3f</code> or <code>-lfftw3l</code>, but use the <em>same</em> | ||
|  | <code><fftw3.h></code> header file. | ||
|  | <span id="index-precision"></span> | ||
|  | </p> | ||
|  | 
 | ||
|  | <p>Many more flags exist besides <code>FFTW_MEASURE</code> and | ||
|  | <code>FFTW_ESTIMATE</code>.  For example, use <code>FFTW_PATIENT</code> if you’re | ||
|  | willing to wait even longer for a possibly even faster plan (see <a href="FFTW-Reference.html">FFTW Reference</a>). | ||
|  | <span id="index-FFTW_005fPATIENT"></span> | ||
|  | You can also save plans for future use, as described by <a href="Words-of-Wisdom_002dSaving-Plans.html">Words of Wisdom-Saving Plans</a>. | ||
|  | </p> | ||
|  | <hr> | ||
|  | <div class="header"> | ||
|  | <p> | ||
|  | Next: <a href="Complex-Multi_002dDimensional-DFTs.html" accesskey="n" rel="next">Complex Multi-Dimensional DFTs</a>, Previous: <a href="Tutorial.html" accesskey="p" rel="prev">Tutorial</a>, Up: <a href="Tutorial.html" accesskey="u" rel="up">Tutorial</a>   [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html" title="Index" rel="index">Index</a>]</p> | ||
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