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SIMD, which stands for “Single Instruction Multiple Data,” is a set of Chris@10: special operations supported by some processors to perform a single Chris@10: operation on several numbers (usually 2 or 4) simultaneously. SIMD Chris@10: floating-point instructions are available on several popular CPUs: Chris@10: SSE/SSE2/AVX on recent x86/x86-64 processors, AltiVec (single precision) Chris@10: on some PowerPCs (Apple G4 and higher), NEON on some ARM models, and MIPS Paired Single Chris@10: (currently only in FFTW 3.2.x). FFTW can be compiled to support the Chris@10: SIMD instructions on any of these systems. Chris@10: Chris@10: Chris@10:
A program linking to an FFTW library compiled with SIMD support can
Chris@10: obtain a nonnegligible speedup for most complex and r2c/c2r
Chris@10: transforms. In order to obtain this speedup, however, the arrays of
Chris@10: complex (or real) data passed to FFTW must be specially aligned in
Chris@10: memory (typically 16-byte aligned), and often this alignment is more
Chris@10: stringent than that provided by the usual malloc
(etc.)
Chris@10: allocation routines.
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In order to guarantee proper alignment for SIMD, therefore, in case
Chris@10: your program is ever linked against a SIMD-using FFTW, we recommend
Chris@10: allocating your transform data with fftw_malloc
and
Chris@10: de-allocating it with fftw_free
.
Chris@10: These have exactly the same interface and behavior as
Chris@10: malloc
/free
, except that for a SIMD FFTW they ensure
Chris@10: that the returned pointer has the necessary alignment (by calling
Chris@10: memalign
or its equivalent on your OS).
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You are not required to use fftw_malloc
. You can
Chris@10: allocate your data in any way that you like, from malloc
to
Chris@10: new
(in C++) to a fixed-size array declaration. If the array
Chris@10: happens not to be properly aligned, FFTW will not use the SIMD
Chris@10: extensions.
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Chris@10: Since fftw_malloc
only ever needs to be used for real and
Chris@10: complex arrays, we provide two convenient wrapper routines
Chris@10: fftw_alloc_real(N)
and fftw_alloc_complex(N)
that are
Chris@10: equivalent to (double*)fftw_malloc(sizeof(double) * N)
and
Chris@10: (fftw_complex*)fftw_malloc(sizeof(fftw_complex) * N)
,
Chris@10: respectively (or their equivalents in other precisions).
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