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bench_pffft.c
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bench_pffft.c
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/*
Copyright (c) 2013 Julien Pommier.
Copyright (c) 2019 Hayati Ayguen ( [email protected] )
Small test & bench for PFFFT, comparing its performance with the scalar FFTPACK, FFTW, Intel MKL, and Apple vDSP
How to build:
on linux, with fftw3:
gcc -o test_pffft -DHAVE_FFTW -msse -mfpmath=sse -O3 -Wall -W pffft.c test_pffft.c fftpack.c -L/usr/local/lib -I/usr/local/include/ -lfftw3f -lm
on macos, without fftw3:
clang -o test_pffft -DHAVE_VECLIB -O3 -Wall -W pffft.c test_pffft.c fftpack.c -L/usr/local/lib -I/usr/local/include/ -framework Accelerate
on macos, with fftw3:
clang -o test_pffft -DHAVE_FFTW -DHAVE_VECLIB -O3 -Wall -W pffft.c test_pffft.c fftpack.c -L/usr/local/lib -I/usr/local/include/ -lfftw3f -framework Accelerate
as alternative: replace clang by gcc.
on macos, with fftw3 and Intel MKL:
clang -o test_pffft -I /opt/intel/mkl/include -DHAVE_FFTW -DHAVE_VECLIB -DHAVE_MKL -O3 -Wall -W pffft.c test_pffft.c fftpack.c -L/usr/local/lib -I/usr/local/include/ -lfftw3f -framework Accelerate /opt/intel/mkl/lib/libmkl_{intel_lp64,sequential,core}.a
on windows, with visual c++:
cl /Ox -D_USE_MATH_DEFINES /arch:SSE test_pffft.c pffft.c fftpack.c
build without SIMD instructions:
gcc -o test_pffft -DPFFFT_SIMD_DISABLE -O3 -Wall -W pffft.c test_pffft.c fftpack.c -lm
*/
#define CONCAT_TOKENS(A, B) A ## B
#define CONCAT_THREE_TOKENS(A, B, C) A ## B ## C
#ifdef PFFFT_ENABLE_FLOAT
#include "pffft.h"
typedef float pffft_scalar;
typedef PFFFT_Setup PFFFT_SETUP;
#define PFFFT_FUNC(F) CONCAT_TOKENS(pffft_, F)
#else
/*
Note: adapted for double precision dynamic range version.
*/
#include "pffft_double.h"
typedef double pffft_scalar;
typedef PFFFTD_Setup PFFFT_SETUP;
#define PFFFT_FUNC(F) CONCAT_TOKENS(pffftd_, F)
#endif
#ifdef HAVE_FFTPACK
#include "fftpack.h"
#endif
#ifdef PFFFT_ENABLE_FLOAT
#ifdef HAVE_GREEN_FFTS
#include "fftext.h"
#endif
#ifdef HAVE_KISS_FFT
#include <kiss_fft.h>
#include <kiss_fftr.h>
#endif
#endif
#ifdef HAVE_POCKET_FFT
#include <pocketfft_double.h>
#include <pocketfft_single.h>
#endif
#ifdef PFFFT_ENABLE_FLOAT
#define POCKFFTR_PRE(R) CONCAT_TOKENS(rffts, R)
#define POCKFFTC_PRE(R) CONCAT_TOKENS(cffts, R)
#define POCKFFTR_MID(L,R) CONCAT_THREE_TOKENS(L, rffts, R)
#define POCKFFTC_MID(L,R) CONCAT_THREE_TOKENS(L, cffts, R)
#else
#define POCKFFTR_PRE(R) CONCAT_TOKENS(rfft, R)
#define POCKFFTC_PRE(R) CONCAT_TOKENS(cfft, R)
#define POCKFFTR_MID(L,R) CONCAT_THREE_TOKENS(L, rfft, R)
#define POCKFFTC_MID(L,R) CONCAT_THREE_TOKENS(L, cfft, R)
#endif
#include <math.h>
#include <stdio.h>
#include <stdlib.h>
#include <time.h>
#include <assert.h>
#include <string.h>
#ifdef HAVE_SYS_TIMES
# include <sys/times.h>
# include <unistd.h>
#endif
#ifdef HAVE_VECLIB
# include <Accelerate/Accelerate.h>
#endif
#ifdef HAVE_FFTW
# include <fftw3.h>
#ifdef PFFFT_ENABLE_FLOAT
typedef fftwf_plan FFTW_PLAN;
typedef fftwf_complex FFTW_COMPLEX;
#define FFTW_FUNC(F) CONCAT_TOKENS(fftwf_, F)
#else
typedef fftw_plan FFTW_PLAN;
typedef fftw_complex FFTW_COMPLEX;
#define FFTW_FUNC(F) CONCAT_TOKENS(fftw_, F)
#endif
#endif /* HAVE_FFTW */
#ifdef HAVE_MKL
# include <mkl/mkl_dfti.h>
#endif
#ifndef M_LN2
#define M_LN2 0.69314718055994530942 /* log_e 2 */
#endif
#define NUM_FFT_ALGOS 10
enum {
ALGO_FFTPACK = 0,
ALGO_VECLIB,
ALGO_FFTW_ESTIM,
ALGO_FFTW_AUTO,
ALGO_GREEN,
ALGO_KISS,
ALGO_POCKET,
ALGO_MKL,
ALGO_PFFFT_U, /* = 8 */
ALGO_PFFFT_O /* = 9 */
};
#define NUM_TYPES 7
enum {
TYPE_PREP = 0, /* time for preparation in ms */
TYPE_DUR_NS = 1, /* time per fft in ns */
TYPE_DUR_FASTEST = 2, /* relative time to fastest */
TYPE_REL_PFFFT = 3, /* relative time to ALGO_PFFFT */
TYPE_ITER = 4, /* # of iterations in measurement */
TYPE_MFLOPS = 5, /* MFlops/sec */
TYPE_DUR_TOT = 6 /* test duration in sec */
};
/* double tmeas[NUM_TYPES][NUM_FFT_ALGOS]; */
const char * algoName[NUM_FFT_ALGOS] = {
"FFTPack ",
"vDSP (vec) ",
"FFTW F(estim)",
"FFTW F(auto) ",
"Green ",
"Kiss ",
"Pocket ",
"Intel MKL ",
"PFFFT-U(simd)", /* unordered */
"PFFFT (simd) " /* ordered */
};
int compiledInAlgo[NUM_FFT_ALGOS] = {
#ifdef HAVE_FFTPACK
1, /* "FFTPack " */
#else
0, /* "FFTPack " */
#endif
#if defined(HAVE_VECLIB) && defined(PFFFT_ENABLE_FLOAT)
1, /* "vDSP (vec) " */
#else
0,
#endif
#if defined(HAVE_FFTW)
1, /* "FFTW(estim)" */
1, /* "FFTW (auto)" */
#else
0, 0,
#endif
#if defined(HAVE_GREEN_FFTS) && defined(PFFFT_ENABLE_FLOAT)
1, /* "Green " */
#else
0,
#endif
#if defined(HAVE_KISS_FFT) && defined(PFFFT_ENABLE_FLOAT)
1, /* "Kiss " */
#else
0,
#endif
#if defined(HAVE_POCKET_FFT)
1, /* "Pocket " */
#else
0,
#endif
#if defined(HAVE_MKL)
1, /* "Intel MKL " */
#else
0,
#endif
1, /* "PFFFT_U " */
1 /* "PFFFT_O " */
};
const char * algoTableHeader[NUM_FFT_ALGOS][2] = {
{ "| real FFTPack ", "| cplx FFTPack " },
{ "| real vDSP ", "| cplx vDSP " },
{ "|real FFTWestim", "|cplx FFTWestim" },
{ "|real FFTWauto ", "|cplx FFTWauto " },
{ "| real Green ", "| cplx Green " },
{ "| real Kiss ", "| cplx Kiss " },
{ "| real Pocket ", "| cplx Pocket " },
{ "| real MKL ", "| cplx MKL " },
{ "| real PFFFT-U ", "| cplx PFFFT-U " },
{ "| real PFFFT ", "| cplx PFFFT " } };
const char * typeText[NUM_TYPES] = {
"preparation in ms",
"time per fft in ns",
"relative to fastest",
"relative to pffft",
"measured_num_iters",
"mflops",
"test duration in sec"
};
const char * typeFilenamePart[NUM_TYPES] = {
"1-preparation-in-ms",
"2-timePerFft-in-ns",
"3-rel-fastest",
"4-rel-pffft",
"5-num-iter",
"6-mflops",
"7-duration-in-sec"
};
#define SAVE_ALL_TYPES 0
const int saveType[NUM_TYPES] = {
1, /* "1-preparation-in-ms" */
0, /* "2-timePerFft-in-ns" */
0, /* "3-rel-fastest" */
1, /* "4-rel-pffft" */
1, /* "5-num-iter" */
1, /* "6-mflops" */
1, /* "7-duration-in-sec" */
};
#define MAX(x,y) ((x)>(y)?(x):(y))
#define MIN(x,y) ((x)<(y)?(x):(y))
unsigned Log2(unsigned v) {
/* we don't need speed records .. obvious way is good enough */
/* https://graphics.stanford.edu/~seander/bithacks.html#IntegerLogObvious */
/* Find the log base 2 of an integer with the MSB N set in O(N) operations (the obvious way):
* unsigned v: 32-bit word to find the log base 2 of */
unsigned r = 0; /* r will be lg(v) */
while (v >>= 1)
{
r++;
}
return r;
}
double frand() {
return rand()/(double)RAND_MAX;
}
#if defined(HAVE_SYS_TIMES)
inline double uclock_sec(void) {
static double ttclk = 0.;
struct tms t;
if (ttclk == 0.)
ttclk = sysconf(_SC_CLK_TCK);
times(&t);
/* use only the user time of this process - not realtime, which depends on OS-scheduler .. */
return ((double)t.tms_utime)) / ttclk;
}
# else
double uclock_sec(void)
{ return (double)clock()/(double)CLOCKS_PER_SEC; }
#endif
/* compare results with the regular fftpack */
int pffft_validate_N(int N, int cplx) {
#ifdef HAVE_FFTPACK
int Nfloat = N*(cplx?2:1);
int Nbytes = Nfloat * sizeof(pffft_scalar);
pffft_scalar *ref, *in, *out, *tmp, *tmp2;
PFFFT_SETUP *s = PFFFT_FUNC(new_setup)(N, cplx ? PFFFT_COMPLEX : PFFFT_REAL);
int pass;
if (!s) { printf("Skipping N=%d, not supported\n", N); return 0; }
ref = PFFFT_FUNC(aligned_malloc)(Nbytes);
in = PFFFT_FUNC(aligned_malloc)(Nbytes);
out = PFFFT_FUNC(aligned_malloc)(Nbytes);
tmp = PFFFT_FUNC(aligned_malloc)(Nbytes);
tmp2 = PFFFT_FUNC(aligned_malloc)(Nbytes);
for (pass=0; pass < 2; ++pass) {
float ref_max = 0;
int k;
/* printf("N=%d pass=%d cplx=%d\n", N, pass, cplx); */
/* compute reference solution with FFTPACK */
if (pass == 0) {
fftpack_real *wrk = malloc(2*Nbytes+15*sizeof(pffft_scalar));
for (k=0; k < Nfloat; ++k) {
ref[k] = in[k] = (float)( frand()*2-1 );
out[k] = 1e30F;
}
if (!cplx) {
rffti(N, wrk);
rfftf(N, ref, wrk);
/* use our ordering for real ffts instead of the one of fftpack */
{
float refN=ref[N-1];
for (k=N-2; k >= 1; --k) ref[k+1] = ref[k];
ref[1] = refN;
}
} else {
cffti(N, wrk);
cfftf(N, ref, wrk);
}
free(wrk);
}
for (k = 0; k < Nfloat; ++k) ref_max = MAX(ref_max, (float)( fabs(ref[k]) ));
/* pass 0 : non canonical ordering of transform coefficients */
if (pass == 0) {
/* test forward transform, with different input / output */
PFFFT_FUNC(transform)(s, in, tmp, 0, PFFFT_FORWARD);
memcpy(tmp2, tmp, Nbytes);
memcpy(tmp, in, Nbytes);
PFFFT_FUNC(transform)(s, tmp, tmp, 0, PFFFT_FORWARD);
for (k = 0; k < Nfloat; ++k) {
assert(tmp2[k] == tmp[k]);
}
/* test reordering */
PFFFT_FUNC(zreorder)(s, tmp, out, PFFFT_FORWARD);
PFFFT_FUNC(zreorder)(s, out, tmp, PFFFT_BACKWARD);
for (k = 0; k < Nfloat; ++k) {
assert(tmp2[k] == tmp[k]);
}
PFFFT_FUNC(zreorder)(s, tmp, out, PFFFT_FORWARD);
} else {
/* pass 1 : canonical ordering of transform coeffs. */
PFFFT_FUNC(transform_ordered)(s, in, tmp, 0, PFFFT_FORWARD);
memcpy(tmp2, tmp, Nbytes);
memcpy(tmp, in, Nbytes);
PFFFT_FUNC(transform_ordered)(s, tmp, tmp, 0, PFFFT_FORWARD);
for (k = 0; k < Nfloat; ++k) {
assert(tmp2[k] == tmp[k]);
}
memcpy(out, tmp, Nbytes);
}
{
for (k=0; k < Nfloat; ++k) {
if (!(fabs(ref[k] - out[k]) < 1e-3*ref_max)) {
printf("%s forward PFFFT mismatch found for N=%d\n", (cplx?"CPLX":"REAL"), N);
return 1;
}
}
if (pass == 0) PFFFT_FUNC(transform)(s, tmp, out, 0, PFFFT_BACKWARD);
else PFFFT_FUNC(transform_ordered)(s, tmp, out, 0, PFFFT_BACKWARD);
memcpy(tmp2, out, Nbytes);
memcpy(out, tmp, Nbytes);
if (pass == 0) PFFFT_FUNC(transform)(s, out, out, 0, PFFFT_BACKWARD);
else PFFFT_FUNC(transform_ordered)(s, out, out, 0, PFFFT_BACKWARD);
for (k = 0; k < Nfloat; ++k) {
assert(tmp2[k] == out[k]);
out[k] *= 1.f/N;
}
for (k = 0; k < Nfloat; ++k) {
if (fabs(in[k] - out[k]) > 1e-3 * ref_max) {
printf("pass=%d, %s IFFFT does not match for N=%d\n", pass, (cplx?"CPLX":"REAL"), N); break;
return 1;
}
}
}
/* quick test of the circular convolution in fft domain */
{
float conv_err = 0, conv_max = 0;
PFFFT_FUNC(zreorder)(s, ref, tmp, PFFFT_FORWARD);
memset(out, 0, Nbytes);
PFFFT_FUNC(zconvolve_accumulate)(s, ref, ref, out, 1.0);
PFFFT_FUNC(zreorder)(s, out, tmp2, PFFFT_FORWARD);
for (k=0; k < Nfloat; k += 2) {
float ar = tmp[k], ai=tmp[k+1];
if (cplx || k > 0) {
tmp[k] = ar*ar - ai*ai;
tmp[k+1] = 2*ar*ai;
} else {
tmp[0] = ar*ar;
tmp[1] = ai*ai;
}
}
for (k=0; k < Nfloat; ++k) {
float d = fabs(tmp[k] - tmp2[k]), e = fabs(tmp[k]);
if (d > conv_err) conv_err = d;
if (e > conv_max) conv_max = e;
}
if (conv_err > 1e-5*conv_max) {
printf("zconvolve error ? %g %g\n", conv_err, conv_max);
return 1;
}
}
}
printf("%s PFFFT is OK for N=%d\n", (cplx?"CPLX":"REAL"), N); fflush(stdout);
PFFFT_FUNC(destroy_setup)(s);
PFFFT_FUNC(aligned_free)(ref);
PFFFT_FUNC(aligned_free)(in);
PFFFT_FUNC(aligned_free)(out);
PFFFT_FUNC(aligned_free)(tmp);
PFFFT_FUNC(aligned_free)(tmp2);
return 0;
#else
return 2;
#endif /* HAVE_FFTPACK */
}
int pffft_validate(int cplx) {
static int Ntest[] = { 16, 32, 64, 96, 128, 160, 192, 256, 288, 384, 5*96, 512, 576, 5*128, 800, 864, 1024, 2048, 2592, 4000, 4096, 12000, 36864, 0};
int k, r;
for (k = 0; Ntest[k]; ++k) {
int N = Ntest[k];
if (N == 16 && !cplx) continue;
r = pffft_validate_N(N, cplx);
if (r)
return r;
}
return 0;
}
int array_output_format = 1;
void print_table(const char *txt, FILE *tableFile) {
fprintf(stdout, "%s", txt);
if (tableFile && tableFile != stdout)
fprintf(tableFile, "%s", txt);
}
void print_table_flops(float mflops, FILE *tableFile) {
fprintf(stdout, "|%11.0f ", mflops);
if (tableFile && tableFile != stdout)
fprintf(tableFile, "|%11.0f ", mflops);
}
void print_table_fftsize(int N, FILE *tableFile) {
fprintf(stdout, "|%9d ", N);
if (tableFile && tableFile != stdout)
fprintf(tableFile, "|%9d ", N);
}
double show_output(const char *name, int N, int cplx, float flops, float t0, float t1, int max_iter, FILE *tableFile) {
double T = (double)(t1-t0)/2/max_iter * 1e9;
float mflops = flops/1e6/(t1 - t0 + 1e-16);
if (array_output_format) {
if (flops != -1)
print_table_flops(mflops, tableFile);
else
print_table("| n/a ", tableFile);
} else {
if (flops != -1) {
printf("N=%5d, %s %16s : %6.0f MFlops [t=%6.0f ns, %d runs]\n", N, (cplx?"CPLX":"REAL"), name, mflops, (t1-t0)/2/max_iter * 1e9, max_iter);
}
}
fflush(stdout);
return T;
}
double cal_benchmark(int N, int cplx) {
const int log2N = Log2(N);
int Nfloat = (cplx ? N*2 : N);
int Nbytes = Nfloat * sizeof(pffft_scalar);
pffft_scalar *X = PFFFT_FUNC(aligned_malloc)(Nbytes), *Y = PFFFT_FUNC(aligned_malloc)(Nbytes), *Z = PFFFT_FUNC(aligned_malloc)(Nbytes);
double t0, t1, tstop, T, nI;
int k, iter;
assert( PFFFT_FUNC(is_power_of_two)(N) );
for (k = 0; k < Nfloat; ++k) {
X[k] = sqrtf(k+1);
}
/* PFFFT-U (unordered) benchmark */
PFFFT_SETUP *s = PFFFT_FUNC(new_setup)(N, cplx ? PFFFT_COMPLEX : PFFFT_REAL);
assert(s);
iter = 0;
t0 = uclock_sec();
tstop = t0 + 0.25; /* benchmark duration: 250 ms */
do {
for ( k = 0; k < 512; ++k ) {
PFFFT_FUNC(transform)(s, X, Z, Y, PFFFT_FORWARD);
PFFFT_FUNC(transform)(s, X, Z, Y, PFFFT_BACKWARD);
++iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
PFFFT_FUNC(destroy_setup)(s);
PFFFT_FUNC(aligned_free)(X);
PFFFT_FUNC(aligned_free)(Y);
PFFFT_FUNC(aligned_free)(Z);
T = ( t1 - t0 ); /* duration per fft() */
nI = ((double)iter) * ( log2N * N ); /* number of iterations "normalized" to O(N) = N*log2(N) */
return (nI / T); /* normalized iterations per second */
}
void benchmark_ffts(int N, int cplx, int withFFTWfullMeas, double iterCal, double tmeas[NUM_TYPES][NUM_FFT_ALGOS], int haveAlgo[NUM_FFT_ALGOS], FILE *tableFile ) {
const int log2N = Log2(N);
int nextPow2N = PFFFT_FUNC(next_power_of_two)(N);
int log2NextN = Log2(nextPow2N);
int pffftPow2N = nextPow2N;
int Nfloat = (cplx ? MAX(nextPow2N, pffftPow2N)*2 : MAX(nextPow2N, pffftPow2N));
int Nmax, k, iter;
int Nbytes = Nfloat * sizeof(pffft_scalar);
pffft_scalar *X = PFFFT_FUNC(aligned_malloc)(Nbytes + sizeof(pffft_scalar)), *Y = PFFFT_FUNC(aligned_malloc)(Nbytes + 2*sizeof(pffft_scalar) ), *Z = PFFFT_FUNC(aligned_malloc)(Nbytes);
double te, t0, t1, tstop, flops, Tfastest;
const double max_test_duration = 0.150; /* test duration 150 ms */
double numIter = max_test_duration * iterCal / ( log2N * N ); /* number of iteration for max_test_duration */
const int step_iter = MAX(1, ((int)(0.01 * numIter)) ); /* one hundredth */
int max_iter = MAX(1, ((int)numIter) ); /* minimum 1 iteration */
const float checkVal = 12345.0F;
/* printf("benchmark_ffts(N = %d, cplx = %d): Nfloat = %d, X_mem = 0x%p, X = %p\n", N, cplx, Nfloat, X_mem, X); */
memset( X, 0, Nfloat * sizeof(pffft_scalar) );
if ( Nfloat < 32 ) {
for (k = 0; k < Nfloat; k += 4)
X[k] = sqrtf(k+1);
} else {
for (k = 0; k < Nfloat; k += (Nfloat/16) )
X[k] = sqrtf(k+1);
}
for ( k = 0; k < NUM_TYPES; ++k )
{
for ( iter = 0; iter < NUM_FFT_ALGOS; ++iter )
tmeas[k][iter] = 0.0;
}
/* FFTPack benchmark */
Nmax = (cplx ? N*2 : N);
X[Nmax] = checkVal;
#ifdef HAVE_FFTPACK
{
fftpack_real *wrk = malloc(2*Nbytes + 15*sizeof(pffft_scalar));
te = uclock_sec();
if (cplx) cffti(N, wrk);
else rffti(N, wrk);
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
if (cplx) {
assert( X[Nmax] == checkVal );
cfftf(N, X, wrk);
assert( X[Nmax] == checkVal );
cfftb(N, X, wrk);
assert( X[Nmax] == checkVal );
} else {
assert( X[Nmax] == checkVal );
rfftf(N, X, wrk);
assert( X[Nmax] == checkVal );
rfftb(N, X, wrk);
assert( X[Nmax] == checkVal );
}
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
free(wrk);
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_FFTPACK] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_FFTPACK] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_FFTPACK] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_FFTPACK] = show_output("FFTPack", N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_FFTPACK] = (t0 - te) * 1e3;
haveAlgo[ALGO_FFTPACK] = 1;
}
#endif
#if defined(HAVE_VECLIB) && defined(PFFFT_ENABLE_FLOAT)
Nmax = (cplx ? nextPow2N*2 : nextPow2N);
X[Nmax] = checkVal;
te = uclock_sec();
if ( 1 || PFFFT_FUNC(is_power_of_two)(N) ) {
FFTSetup setup;
setup = vDSP_create_fftsetup(log2NextN, FFT_RADIX2);
DSPSplitComplex zsamples;
zsamples.realp = &X[0];
zsamples.imagp = &X[Nfloat/2];
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
if (cplx) {
assert( X[Nmax] == checkVal );
vDSP_fft_zip(setup, &zsamples, 1, log2NextN, kFFTDirection_Forward);
assert( X[Nmax] == checkVal );
vDSP_fft_zip(setup, &zsamples, 1, log2NextN, kFFTDirection_Inverse);
assert( X[Nmax] == checkVal );
} else {
assert( X[Nmax] == checkVal );
vDSP_fft_zrip(setup, &zsamples, 1, log2NextN, kFFTDirection_Forward);
assert( X[Nmax] == checkVal );
vDSP_fft_zrip(setup, &zsamples, 1, log2NextN, kFFTDirection_Inverse);
assert( X[Nmax] == checkVal );
}
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
vDSP_destroy_fftsetup(setup);
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_VECLIB] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_VECLIB] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_VECLIB] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_VECLIB] = show_output("vDSP", N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_VECLIB] = (t0 - te) * 1e3;
haveAlgo[ALGO_VECLIB] = 1;
} else {
show_output("vDSP", N, cplx, -1, -1, -1, -1, tableFile);
}
#endif
#if defined(HAVE_FFTW)
Nmax = (cplx ? N*2 : N);
X[Nmax] = checkVal;
{
/* int flags = (N <= (256*1024) ? FFTW_MEASURE : FFTW_ESTIMATE); measure takes a lot of time on largest ffts */
int flags = FFTW_ESTIMATE;
te = uclock_sec();
FFTW_PLAN planf, planb;
FFTW_COMPLEX *in = (FFTW_COMPLEX*) FFTW_FUNC(malloc)(sizeof(FFTW_COMPLEX) * N);
FFTW_COMPLEX *out = (FFTW_COMPLEX*) FFTW_FUNC(malloc)(sizeof(FFTW_COMPLEX) * N);
memset(in, 0, sizeof(FFTW_COMPLEX) * N);
if (cplx) {
planf = FFTW_FUNC(plan_dft_1d)(N, in, out, FFTW_FORWARD, flags);
planb = FFTW_FUNC(plan_dft_1d)(N, in, out, FFTW_BACKWARD, flags);
} else {
planf = FFTW_FUNC(plan_dft_r2c_1d)(N, (pffft_scalar*)in, out, flags);
planb = FFTW_FUNC(plan_dft_c2r_1d)(N, in, (pffft_scalar*)out, flags);
}
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
assert( X[Nmax] == checkVal );
FFTW_FUNC(execute)(planf);
assert( X[Nmax] == checkVal );
FFTW_FUNC(execute)(planb);
assert( X[Nmax] == checkVal );
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
FFTW_FUNC(destroy_plan)(planf);
FFTW_FUNC(destroy_plan)(planb);
FFTW_FUNC(free)(in); FFTW_FUNC(free)(out);
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_FFTW_ESTIM] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_FFTW_ESTIM] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_FFTW_ESTIM] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_FFTW_ESTIM] = show_output((flags == FFTW_MEASURE ? algoName[ALGO_FFTW_AUTO] : algoName[ALGO_FFTW_ESTIM]), N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_FFTW_ESTIM] = (t0 - te) * 1e3;
haveAlgo[ALGO_FFTW_ESTIM] = 1;
}
Nmax = (cplx ? N*2 : N);
X[Nmax] = checkVal;
do {
/* int flags = (N <= (256*1024) ? FFTW_MEASURE : FFTW_ESTIMATE); measure takes a lot of time on largest ffts */
/* int flags = FFTW_MEASURE; */
#if ( defined(__arm__) || defined(__aarch64__) || defined(__arm64__) )
int limitFFTsize = 31; /* takes over a second on Raspberry Pi 3 B+ -- and much much more on higher ffts sizes! */
#else
int limitFFTsize = 2400; /* take over a second on i7 for fft size 2400 */
#endif
int flags = (N < limitFFTsize ? FFTW_MEASURE : (withFFTWfullMeas ? FFTW_MEASURE : FFTW_ESTIMATE));
if (flags == FFTW_ESTIMATE) {
show_output((flags == FFTW_MEASURE ? algoName[ALGO_FFTW_AUTO] : algoName[ALGO_FFTW_ESTIM]), N, cplx, -1, -1, -1, -1, tableFile);
/* copy values from estimation */
tmeas[TYPE_ITER][ALGO_FFTW_AUTO] = tmeas[TYPE_ITER][ALGO_FFTW_ESTIM];
tmeas[TYPE_DUR_TOT][ALGO_FFTW_AUTO] = tmeas[TYPE_DUR_TOT][ALGO_FFTW_ESTIM];
tmeas[TYPE_DUR_NS][ALGO_FFTW_AUTO] = tmeas[TYPE_DUR_NS][ALGO_FFTW_ESTIM];
tmeas[TYPE_PREP][ALGO_FFTW_AUTO] = tmeas[TYPE_PREP][ALGO_FFTW_ESTIM];
} else {
te = uclock_sec();
FFTW_PLAN planf, planb;
FFTW_COMPLEX *in = (FFTW_COMPLEX*) FFTW_FUNC(malloc)(sizeof(FFTW_COMPLEX) * N);
FFTW_COMPLEX *out = (FFTW_COMPLEX*) FFTW_FUNC(malloc)(sizeof(FFTW_COMPLEX) * N);
memset(in, 0, sizeof(FFTW_COMPLEX) * N);
if (cplx) {
planf = FFTW_FUNC(plan_dft_1d)(N, in, out, FFTW_FORWARD, flags);
planb = FFTW_FUNC(plan_dft_1d)(N, in, out, FFTW_BACKWARD, flags);
} else {
planf = FFTW_FUNC(plan_dft_r2c_1d)(N, (pffft_scalar*)in, out, flags);
planb = FFTW_FUNC(plan_dft_c2r_1d)(N, in, (pffft_scalar*)out, flags);
}
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
assert( X[Nmax] == checkVal );
FFTW_FUNC(execute)(planf);
assert( X[Nmax] == checkVal );
FFTW_FUNC(execute)(planb);
assert( X[Nmax] == checkVal );
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
FFTW_FUNC(destroy_plan)(planf);
FFTW_FUNC(destroy_plan)(planb);
FFTW_FUNC(free)(in); FFTW_FUNC(free)(out);
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_FFTW_AUTO] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_FFTW_AUTO] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_FFTW_AUTO] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_FFTW_AUTO] = show_output((flags == FFTW_MEASURE ? algoName[ALGO_FFTW_AUTO] : algoName[ALGO_FFTW_ESTIM]), N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_FFTW_AUTO] = (t0 - te) * 1e3;
haveAlgo[ALGO_FFTW_AUTO] = 1;
}
} while (0);
#else
(void)withFFTWfullMeas;
#endif
#if defined(HAVE_GREEN_FFTS) && defined(PFFFT_ENABLE_FLOAT)
Nmax = (cplx ? nextPow2N*2 : nextPow2N);
X[Nmax] = checkVal;
if ( 1 || PFFFT_FUNC(is_power_of_two)(N) )
{
te = uclock_sec();
fftInit(log2NextN);
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
if (cplx) {
assert( X[Nmax] == checkVal );
ffts(X, log2NextN, 1);
assert( X[Nmax] == checkVal );
iffts(X, log2NextN, 1);
assert( X[Nmax] == checkVal );
} else {
rffts(X, log2NextN, 1);
riffts(X, log2NextN, 1);
}
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
fftFree();
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_GREEN] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_GREEN] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_GREEN] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_GREEN] = show_output("Green", N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_GREEN] = (t0 - te) * 1e3;
haveAlgo[ALGO_GREEN] = 1;
} else {
show_output("Green", N, cplx, -1, -1, -1, -1, tableFile);
}
#endif
#if defined(HAVE_KISS_FFT) && defined(PFFFT_ENABLE_FLOAT)
Nmax = (cplx ? nextPow2N*2 : nextPow2N);
X[Nmax] = checkVal;
if ( 1 || PFFFT_FUNC(is_power_of_two)(N) )
{
kiss_fft_cfg stf;
kiss_fft_cfg sti;
kiss_fftr_cfg stfr;
kiss_fftr_cfg stir;
te = uclock_sec();
if (cplx) {
stf = kiss_fft_alloc(nextPow2N, 0, 0, 0);
sti = kiss_fft_alloc(nextPow2N, 1, 0, 0);
} else {
stfr = kiss_fftr_alloc(nextPow2N, 0, 0, 0);
stir = kiss_fftr_alloc(nextPow2N, 1, 0, 0);
}
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
if (cplx) {
assert( X[Nmax] == checkVal );
kiss_fft(stf, (const kiss_fft_cpx *)X, (kiss_fft_cpx *)Y);
assert( X[Nmax] == checkVal );
kiss_fft(sti, (const kiss_fft_cpx *)Y, (kiss_fft_cpx *)X);
assert( X[Nmax] == checkVal );
} else {
assert( X[Nmax] == checkVal );
kiss_fftr(stfr, X, (kiss_fft_cpx *)Y);
assert( X[Nmax] == checkVal );
kiss_fftri(stir, (const kiss_fft_cpx *)Y, X);
assert( X[Nmax] == checkVal );
}
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
kiss_fft_cleanup();
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_KISS] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_KISS] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_KISS] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_KISS] = show_output("Kiss", N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_KISS] = (t0 - te) * 1e3;
haveAlgo[ALGO_KISS] = 1;
} else {
show_output("Kiss", N, cplx, -1, -1, -1, -1, tableFile);
}
#endif
#if defined(HAVE_POCKET_FFT)
Nmax = (cplx ? nextPow2N*2 : nextPow2N);
X[Nmax] = checkVal;
if ( 1 || PFFFT_FUNC(is_power_of_two)(N) )
{
POCKFFTR_PRE(_plan) planr;
POCKFFTC_PRE(_plan) planc;
te = uclock_sec();
if (cplx) {
planc = POCKFFTC_MID(make_,_plan)(nextPow2N);
} else {
planr = POCKFFTR_MID(make_,_plan)(nextPow2N);
}
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
if (cplx) {
assert( X[Nmax] == checkVal );
memcpy(Y, X, 2*nextPow2N * sizeof(pffft_scalar) );
POCKFFTC_PRE(_forward)(planc, Y, 1.);
assert( X[Nmax] == checkVal );
memcpy(X, Y, 2*nextPow2N * sizeof(pffft_scalar) );
POCKFFTC_PRE(_backward)(planc, X, 1./nextPow2N);
assert( X[Nmax] == checkVal );
} else {
assert( X[Nmax] == checkVal );
memcpy(Y, X, nextPow2N * sizeof(pffft_scalar) );
POCKFFTR_PRE(_forward)(planr, Y, 1.);
assert( X[Nmax] == checkVal );
memcpy(X, Y, nextPow2N * sizeof(pffft_scalar) );
POCKFFTR_PRE(_backward)(planr, X, 1./nextPow2N);
assert( X[Nmax] == checkVal );
}
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
if (cplx) {
POCKFFTC_MID(destroy_,_plan)(planc);
} else {
POCKFFTR_MID(destroy_,_plan)(planr);
}
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_POCKET] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_POCKET] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_POCKET] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_POCKET] = show_output("Pocket", N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_POCKET] = (t0 - te) * 1e3;
haveAlgo[ALGO_POCKET] = 1;
} else {
show_output("Pocket", N, cplx, -1, -1, -1, -1, tableFile);
}
#endif
#if defined(HAVE_MKL)
{
DFTI_DESCRIPTOR_HANDLE fft_handle;
MKL_LONG mkl_status, mkl_ret;
te = uclock_sec();
if (sizeof(float) == sizeof(pffft_scalar))
mkl_status = DftiCreateDescriptor(&fft_handle, DFTI_SINGLE, (cplx ? DFTI_COMPLEX : DFTI_REAL), 1, N);
else if (sizeof(double) == sizeof(pffft_scalar))
mkl_status = DftiCreateDescriptor(&fft_handle, DFTI_DOUBLE, (cplx ? DFTI_COMPLEX : DFTI_REAL), 1, N);
else
mkl_status = 1;
while (mkl_status == 0) {
mkl_ret = DftiSetValue(fft_handle, DFTI_PLACEMENT, DFTI_NOT_INPLACE);
if (mkl_ret) {
DftiFreeDescriptor(&fft_handle);
mkl_status = 1;
break;
}
mkl_ret = DftiCommitDescriptor(fft_handle);
if (mkl_ret) {
DftiFreeDescriptor(&fft_handle);
mkl_status = 1;
break;
}
break;
}
if (mkl_status == 0) {
t0 = uclock_sec();
tstop = t0 + max_test_duration;
max_iter = 0;
do {
for ( k = 0; k < step_iter; ++k ) {
assert( X[Nmax] == checkVal );
DftiComputeForward(fft_handle, &X[0], &Y[0]);
assert( X[Nmax] == checkVal );
DftiComputeBackward(fft_handle, &X[0], &Y[0]);
assert( X[Nmax] == checkVal );
++max_iter;
}
t1 = uclock_sec();
} while ( t1 < tstop );
DftiFreeDescriptor(&fft_handle);
flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); /* see http://www.fftw.org/speed/method.html */
tmeas[TYPE_ITER][ALGO_MKL] = max_iter;
tmeas[TYPE_MFLOPS][ALGO_MKL] = flops/1e6/(t1 - t0 + 1e-16);
tmeas[TYPE_DUR_TOT][ALGO_MKL] = t1 - t0;
tmeas[TYPE_DUR_NS][ALGO_MKL] = show_output("MKL", N, cplx, flops, t0, t1, max_iter, tableFile);
tmeas[TYPE_PREP][ALGO_MKL] = (t0 - te) * 1e3;
haveAlgo[ALGO_MKL] = 1;
} else {
show_output("MKL", N, cplx, -1, -1, -1, -1, tableFile);
}
}
#endif
/* PFFFT-U (unordered) benchmark */
Nmax = (cplx ? pffftPow2N*2 : pffftPow2N);
X[Nmax] = checkVal;
if ( pffftPow2N >= PFFFT_FUNC(min_fft_size)(cplx ? PFFFT_COMPLEX : PFFFT_REAL) )
{