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1 <html lang="en"> | |
2 <head> | |
3 <title>Complex One-Dimensional DFTs - FFTW 3.2.1</title> | |
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13 This manual is for FFTW | |
14 (version 3.2.1, 5 February 2009). | |
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16 Copyright (C) 2003 Matteo Frigo. | |
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49 <p> | |
50 <a name="Complex-One-Dimensional-DFTs"></a> | |
51 <a name="Complex-One_002dDimensional-DFTs"></a> | |
52 Next: <a rel="next" accesskey="n" href="Complex-Multi_002dDimensional-DFTs.html#Complex-Multi_002dDimensional-DFTs">Complex Multi-Dimensional DFTs</a>, | |
53 Previous: <a rel="previous" accesskey="p" href="Tutorial.html#Tutorial">Tutorial</a>, | |
54 Up: <a rel="up" accesskey="u" href="Tutorial.html#Tutorial">Tutorial</a> | |
55 <hr> | |
56 </div> | |
57 | |
58 <h3 class="section">2.1 Complex One-Dimensional DFTs</h3> | |
59 | |
60 <blockquote> | |
61 Plan: To bother about the best method of accomplishing an accidental result. | |
62 [Ambrose Bierce, <cite>The Enlarged Devil's Dictionary</cite>.] | |
63 <a name="index-Devil-15"></a></blockquote> | |
64 | |
65 <p>The basic usage of FFTW to compute a one-dimensional DFT of size | |
66 <code>N</code> is simple, and it typically looks something like this code: | |
67 | |
68 <pre class="example"> #include <fftw3.h> | |
69 ... | |
70 { | |
71 fftw_complex *in, *out; | |
72 fftw_plan p; | |
73 ... | |
74 in = (fftw_complex*) fftw_malloc(sizeof(fftw_complex) * N); | |
75 out = (fftw_complex*) fftw_malloc(sizeof(fftw_complex) * N); | |
76 p = fftw_plan_dft_1d(N, in, out, FFTW_FORWARD, FFTW_ESTIMATE); | |
77 ... | |
78 fftw_execute(p); /* <span class="roman">repeat as needed</span> */ | |
79 ... | |
80 fftw_destroy_plan(p); | |
81 fftw_free(in); fftw_free(out); | |
82 } | |
83 </pre> | |
84 <p>(When you compile, you must also link with the <code>fftw3</code> library, | |
85 e.g. <code>-lfftw3 -lm</code> on Unix systems.) | |
86 | |
87 <p>First you allocate the input and output arrays. You can allocate them | |
88 in any way that you like, but we recommend using <code>fftw_malloc</code>, | |
89 which behaves like | |
90 <a name="index-fftw_005fmalloc-16"></a><code>malloc</code> except that it properly aligns the array when SIMD | |
91 instructions (such as SSE and Altivec) are available (see <a href="SIMD-alignment-and-fftw_005fmalloc.html#SIMD-alignment-and-fftw_005fmalloc">SIMD alignment and fftw_malloc</a>). | |
92 <a name="index-SIMD-17"></a> | |
93 The data is an array of type <code>fftw_complex</code>, which is by default a | |
94 <code>double[2]</code> composed of the real (<code>in[i][0]</code>) and imaginary | |
95 (<code>in[i][1]</code>) parts of a complex number. | |
96 <a name="index-fftw_005fcomplex-18"></a> | |
97 The next step is to create a <dfn>plan</dfn>, which is an object | |
98 <a name="index-plan-19"></a>that contains all the data that FFTW needs to compute the FFT. | |
99 This function creates the plan: | |
100 | |
101 <pre class="example"> fftw_plan fftw_plan_dft_1d(int n, fftw_complex *in, fftw_complex *out, | |
102 int sign, unsigned flags); | |
103 </pre> | |
104 <p><a name="index-fftw_005fplan_005fdft_005f1d-20"></a><a name="index-fftw_005fplan-21"></a> | |
105 The first argument, <code>n</code>, is the size of the transform you are | |
106 trying to compute. The size <code>n</code> can be any positive integer, but | |
107 sizes that are products of small factors are transformed most | |
108 efficiently (although prime sizes still use an <i>O</i>(<i>n</i> log <i>n</i>) algorithm). | |
109 | |
110 <p>The next two arguments are pointers to the input and output arrays of | |
111 the transform. These pointers can be equal, indicating an | |
112 <dfn>in-place</dfn> transform. | |
113 <a name="index-in_002dplace-22"></a> | |
114 The fourth argument, <code>sign</code>, can be either <code>FFTW_FORWARD</code> | |
115 (<code>-1</code>) or <code>FFTW_BACKWARD</code> (<code>+1</code>), | |
116 <a name="index-FFTW_005fFORWARD-23"></a><a name="index-FFTW_005fBACKWARD-24"></a>and indicates the direction of the transform you are interested in; | |
117 technically, it is the sign of the exponent in the transform. | |
118 | |
119 <p>The <code>flags</code> argument is usually either <code>FFTW_MEASURE</code> or | |
120 <a name="index-flags-25"></a><code>FFTW_ESTIMATE</code>. <code>FFTW_MEASURE</code> instructs FFTW to run | |
121 <a name="index-FFTW_005fMEASURE-26"></a>and measure the execution time of several FFTs in order to find the | |
122 best way to compute the transform of size <code>n</code>. This process takes | |
123 some time (usually a few seconds), depending on your machine and on | |
124 the size of the transform. <code>FFTW_ESTIMATE</code>, on the contrary, | |
125 does not run any computation and just builds a | |
126 <a name="index-FFTW_005fESTIMATE-27"></a>reasonable plan that is probably sub-optimal. In short, if your | |
127 program performs many transforms of the same size and initialization | |
128 time is not important, use <code>FFTW_MEASURE</code>; otherwise use the | |
129 estimate. The data in the <code>in</code>/<code>out</code> arrays is | |
130 <em>overwritten</em> during <code>FFTW_MEASURE</code> planning, so such | |
131 planning should be done <em>before</em> the input is initialized by the | |
132 user. | |
133 | |
134 <p>Once the plan has been created, you can use it as many times as you | |
135 like for transforms on the specified <code>in</code>/<code>out</code> arrays, | |
136 computing the actual transforms via <code>fftw_execute(plan)</code>: | |
137 <pre class="example"> void fftw_execute(const fftw_plan plan); | |
138 </pre> | |
139 <p><a name="index-fftw_005fexecute-28"></a> | |
140 <a name="index-execute-29"></a>If you want to transform a <em>different</em> array of the same size, you | |
141 can create a new plan with <code>fftw_plan_dft_1d</code> and FFTW | |
142 automatically reuses the information from the previous plan, if | |
143 possible. (Alternatively, with the “guru” interface you can apply a | |
144 given plan to a different array, if you are careful. | |
145 See <a href="FFTW-Reference.html#FFTW-Reference">FFTW Reference</a>.) | |
146 | |
147 <p>When you are done with the plan, you deallocate it by calling | |
148 <code>fftw_destroy_plan(plan)</code>: | |
149 <pre class="example"> void fftw_destroy_plan(fftw_plan plan); | |
150 </pre> | |
151 <p><a name="index-fftw_005fdestroy_005fplan-30"></a>Arrays allocated with <code>fftw_malloc</code> should be deallocated by | |
152 <code>fftw_free</code> rather than the ordinary <code>free</code> (or, heaven | |
153 forbid, <code>delete</code>). | |
154 <a name="index-fftw_005ffree-31"></a> | |
155 The DFT results are stored in-order in the array <code>out</code>, with the | |
156 zero-frequency (DC) component in <code>out[0]</code>. | |
157 <a name="index-frequency-32"></a>If <code>in != out</code>, the transform is <dfn>out-of-place</dfn> and the input | |
158 array <code>in</code> is not modified. Otherwise, the input array is | |
159 overwritten with the transform. | |
160 | |
161 <p>Users should note that FFTW computes an <em>unnormalized</em> DFT. | |
162 Thus, computing a forward followed by a backward transform (or vice | |
163 versa) results in the original array scaled by <code>n</code>. For the | |
164 definition of the DFT, see <a href="What-FFTW-Really-Computes.html#What-FFTW-Really-Computes">What FFTW Really Computes</a>. | |
165 <a name="index-DFT-33"></a><a name="index-normalization-34"></a> | |
166 If you have a C compiler, such as <code>gcc</code>, that supports the | |
167 recent C99 standard, and you <code>#include <complex.h></code> <em>before</em> | |
168 <code><fftw3.h></code>, then <code>fftw_complex</code> is the native | |
169 double-precision complex type and you can manipulate it with ordinary | |
170 arithmetic. Otherwise, FFTW defines its own complex type, which is | |
171 bit-compatible with the C99 complex type. See <a href="Complex-numbers.html#Complex-numbers">Complex numbers</a>. | |
172 (The C++ <code><complex></code> template class may also be usable via a | |
173 typecast.) | |
174 <a name="index-C_002b_002b-35"></a> | |
175 Single and long-double precision versions of FFTW may be installed; to | |
176 use them, replace the <code>fftw_</code> prefix by <code>fftwf_</code> or | |
177 <code>fftwl_</code> and link with <code>-lfftw3f</code> or <code>-lfftw3l</code>, but | |
178 use the <em>same</em> <code><fftw3.h></code> header file. | |
179 <a name="index-precision-36"></a> | |
180 Many more flags exist besides <code>FFTW_MEASURE</code> and | |
181 <code>FFTW_ESTIMATE</code>. For example, use <code>FFTW_PATIENT</code> if you're | |
182 willing to wait even longer for a possibly even faster plan (see <a href="FFTW-Reference.html#FFTW-Reference">FFTW Reference</a>). | |
183 <a name="index-FFTW_005fPATIENT-37"></a>You can also save plans for future use, as described by <a href="Words-of-Wisdom_002dSaving-Plans.html#Words-of-Wisdom_002dSaving-Plans">Words of Wisdom-Saving Plans</a>. | |
184 | |
185 <!-- --> | |
186 </body></html> | |
187 |