|  | /*
  Copyright (c) 2013 Julien Pommier.
  Small test & bench for PFFFT, comparing its performance with the scalar FFTPACK, FFTW, 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
  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
 */
#include "pffft.h"
#include "fftpack.h"
#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>
#endif
#define MAX(x,y) ((x)>(y)?(x):(y))
double frand() {
  return rand()/(double)RAND_MAX;
}
#if defined(HAVE_SYS_TIMES)
  inline double uclock_sec(void) {
    static double ttclk = 0.;
    if (ttclk == 0.) ttclk = sysconf(_SC_CLK_TCK);
    struct tms t; return ((double)times(&t)) / ttclk;
  }
# else
  double uclock_sec(void)
{ return (double)clock()/(double)CLOCKS_PER_SEC; }
#endif
/* compare results with the regular fftpack */
void pffft_validate_N(int N, int cplx) {
  int Nfloat = N*(cplx?2:1);
  int Nbytes = Nfloat * sizeof(float);
  float *ref, *in, *out, *tmp, *tmp2;
  PFFFT_Setup *s = pffft_new_setup(N, cplx ? PFFFT_COMPLEX : PFFFT_REAL);
  int pass;
  if (!s) { printf("Skipping N=%d, not supported\n", N); return; }
  ref = pffft_aligned_malloc(Nbytes);
  in = pffft_aligned_malloc(Nbytes);
  out = pffft_aligned_malloc(Nbytes);
  tmp = pffft_aligned_malloc(Nbytes);
  tmp2 = pffft_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) {
      float *wrk = malloc(2*Nbytes+15*sizeof(float));
      for (k=0; k < Nfloat; ++k) {
        ref[k] = in[k] = frand()*2-1; 
        out[k] = 1e30;
      }
      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, fabs(ref[k]));
      
    // pass 0 : non canonical ordering of transform coefficients  
    if (pass == 0) {
      // test forward transform, with different input / output
      pffft_transform(s, in, tmp, 0, PFFFT_FORWARD);
      memcpy(tmp2, tmp, Nbytes);
      memcpy(tmp, in, Nbytes);
      pffft_transform(s, tmp, tmp, 0, PFFFT_FORWARD);
      for (k = 0; k < Nfloat; ++k) {
        assert(tmp2[k] == tmp[k]);
      }
      // test reordering
      pffft_zreorder(s, tmp, out, PFFFT_FORWARD);
      pffft_zreorder(s, out, tmp, PFFFT_BACKWARD);
      for (k = 0; k < Nfloat; ++k) {
        assert(tmp2[k] == tmp[k]);
      }
      pffft_zreorder(s, tmp, out, PFFFT_FORWARD);
    } else {
      // pass 1 : canonical ordering of transform coeffs.
      pffft_transform_ordered(s, in, tmp, 0, PFFFT_FORWARD);
      memcpy(tmp2, tmp, Nbytes);
      memcpy(tmp, in, Nbytes);
      pffft_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);
          exit(1);
        }
      }
        
      if (pass == 0) pffft_transform(s, tmp, out, 0, PFFFT_BACKWARD);
      else   pffft_transform_ordered(s, tmp, out, 0, PFFFT_BACKWARD);
      memcpy(tmp2, out, Nbytes);
      memcpy(out, tmp, Nbytes);
      if (pass == 0) pffft_transform(s, out, out, 0, PFFFT_BACKWARD);
      else   pffft_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;
          exit(1);
        }
      }
    }
    // quick test of the circular convolution in fft domain
    {
      float conv_err = 0, conv_max = 0;
      pffft_zreorder(s, ref, tmp, PFFFT_FORWARD);
      memset(out, 0, Nbytes);
      pffft_zconvolve_accumulate(s, ref, ref, out, 1.0);
      pffft_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); exit(1);
      }
    }
  }
  printf("%s PFFFT is OK for N=%d\n", (cplx?"CPLX":"REAL"), N); fflush(stdout);
  
  pffft_destroy_setup(s);
  pffft_aligned_free(ref);
  pffft_aligned_free(in);
  pffft_aligned_free(out);
  pffft_aligned_free(tmp);
  pffft_aligned_free(tmp2);
}
void 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;
  for (k = 0; Ntest[k]; ++k) {
    int N = Ntest[k];
    if (N == 16 && !cplx) continue;
    pffft_validate_N(N, cplx);
  }
}
int array_output_format = 0;
void show_output(const char *name, int N, int cplx, float flops, float t0, float t1, int max_iter) {
  float mflops = flops/1e6/(t1 - t0 + 1e-16);
  if (array_output_format) {
    if (flops != -1) {
      printf("|%9.0f   ", mflops);
    } else printf("|      n/a   ");
  } 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);
}
void benchmark_ffts(int N, int cplx) {
  int Nfloat = (cplx ? N*2 : N);
  int Nbytes = Nfloat * sizeof(float);
  float *X = pffft_aligned_malloc(Nbytes), *Y = pffft_aligned_malloc(Nbytes), *Z = pffft_aligned_malloc(Nbytes);
  double t0, t1, flops;
  int k;
  int max_iter = 5120000/N*4;
#ifdef __arm__
  max_iter /= 4;
#endif
  int iter;
  for (k = 0; k < Nfloat; ++k) {
    X[k] = 0; //sqrtf(k+1);
  }
  // FFTPack benchmark
  {
    float *wrk = malloc(2*Nbytes + 15*sizeof(float));
    int max_iter_ = max_iter/pffft_simd_size(); if (max_iter_ == 0) max_iter_ = 1;
    if (cplx) cffti(N, wrk);
    else      rffti(N, wrk);
    t0 = uclock_sec();  
    
    for (iter = 0; iter < max_iter_; ++iter) {
      if (cplx) {
        cfftf(N, X, wrk);
        cfftb(N, X, wrk);
      } else {
        rfftf(N, X, wrk);
        rfftb(N, X, wrk);
      }
    }
    t1 = uclock_sec();
    free(wrk);
    
    flops = (max_iter_*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); // see http://www.fftw.org/speed/method.html
    show_output("FFTPack", N, cplx, flops, t0, t1, max_iter_);
  }
#ifdef HAVE_VECLIB
  int log2N = (int)(log(N)/log(2) + 0.5f);
  if (N == (1<<log2N)) {
    FFTSetup setup;
    setup = vDSP_create_fftsetup(log2N, FFT_RADIX2);
    DSPSplitComplex zsamples;
    zsamples.realp = &X[0];
    zsamples.imagp = &X[Nfloat/2];
    t0 = uclock_sec();  
    for (iter = 0; iter < max_iter; ++iter) {
      if (cplx) {
        vDSP_fft_zip(setup, &zsamples, 1, log2N, kFFTDirection_Forward);
        vDSP_fft_zip(setup, &zsamples, 1, log2N, kFFTDirection_Inverse);
      } else {
        vDSP_fft_zrip(setup, &zsamples, 1, log2N, kFFTDirection_Forward); 
        vDSP_fft_zrip(setup, &zsamples, 1, log2N, kFFTDirection_Inverse);
      }
    }
    t1 = uclock_sec();
    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
    show_output("vDSP", N, cplx, flops, t0, t1, max_iter);
  } else {
    show_output("vDSP", N, cplx, -1, -1, -1, -1);
  }
#endif
  
#ifdef HAVE_FFTW
  {
    fftwf_plan planf, planb;
    fftw_complex *in = (fftw_complex*) fftwf_malloc(sizeof(fftw_complex) * N);
    fftw_complex *out = (fftw_complex*) fftwf_malloc(sizeof(fftw_complex) * N);
    memset(in, 0, sizeof(fftw_complex) * N);
    int flags = (N < 40000 ? FFTW_MEASURE : FFTW_ESTIMATE);  // measure takes a lot of time on largest ffts
    //int flags = FFTW_ESTIMATE;
    if (cplx) {
      planf = fftwf_plan_dft_1d(N, (fftwf_complex*)in, (fftwf_complex*)out, FFTW_FORWARD, flags);
      planb = fftwf_plan_dft_1d(N, (fftwf_complex*)in, (fftwf_complex*)out, FFTW_BACKWARD, flags);
    } else {
      planf = fftwf_plan_dft_r2c_1d(N, (float*)in, (fftwf_complex*)out, flags);
      planb = fftwf_plan_dft_c2r_1d(N, (fftwf_complex*)in, (float*)out, flags);
    }
    t0 = uclock_sec();  
    for (iter = 0; iter < max_iter; ++iter) {
      fftwf_execute(planf);
      fftwf_execute(planb);
    }
    t1 = uclock_sec();
    fftwf_destroy_plan(planf);
    fftwf_destroy_plan(planb);
    fftwf_free(in); fftwf_free(out);
    flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); // see http://www.fftw.org/speed/method.html
    show_output((flags == FFTW_MEASURE ? "FFTW (meas.)" : " FFTW (estim)"), N, cplx, flops, t0, t1, max_iter);
  }
#endif  
  // PFFFT benchmark
  {
    PFFFT_Setup *s = pffft_new_setup(N, cplx ? PFFFT_COMPLEX : PFFFT_REAL);
    if (s) {
      t0 = uclock_sec();  
      for (iter = 0; iter < max_iter; ++iter) {
        pffft_transform(s, X, Z, Y, PFFFT_FORWARD);
        pffft_transform(s, X, Z, Y, PFFFT_BACKWARD);
      }
      t1 = uclock_sec();
      pffft_destroy_setup(s);
    
      flops = (max_iter*2) * ((cplx ? 5 : 2.5)*N*log((double)N)/M_LN2); // see http://www.fftw.org/speed/method.html
      show_output("PFFFT", N, cplx, flops, t0, t1, max_iter);
    }
  }
  if (!array_output_format) {
    printf("--\n");
  }
  pffft_aligned_free(X);
  pffft_aligned_free(Y);
  pffft_aligned_free(Z);
}
#ifndef PFFFT_SIMD_DISABLE
void validate_pffft_simd(); // a small function inside pffft.c that will detect compiler bugs with respect to simd instruction 
#endif
int main(int argc, char **argv) {
  int Nvalues[] = { 64, 96, 128, 160, 192, 256, 384, 5*96, 512, 5*128, 3*256, 800, 1024, 2048, 2400, 4096, 8192, 9*1024, 16384, 32768, 256*1024, 1024*1024, -1 };
  int i;
  if (argc > 1 && strcmp(argv[1], "--array-format") == 0) {
    array_output_format = 1;
  }
#ifndef PFFFT_SIMD_DISABLE
  validate_pffft_simd();
#endif
  pffft_validate(1);
  pffft_validate(0);
  if (!array_output_format) {
    for (i=0; Nvalues[i] > 0; ++i) {
      benchmark_ffts(Nvalues[i], 0 /* real fft */);
    }
    for (i=0; Nvalues[i] > 0; ++i) {
      benchmark_ffts(Nvalues[i], 1 /* cplx fft */);
    }
  } else {
    printf("| input len ");
    printf("|real FFTPack");
#ifdef HAVE_VECLIB
    printf("|  real vDSP ");
#endif
#ifdef HAVE_FFTW
    printf("|  real FFTW ");
#endif
    printf("| real PFFFT | ");
    printf("|cplx FFTPack");
#ifdef HAVE_VECLIB
    printf("|  cplx vDSP ");
#endif
#ifdef HAVE_FFTW
    printf("|  cplx FFTW ");
#endif
    printf("| cplx PFFFT |\n");
    for (i=0; Nvalues[i] > 0; ++i) {
      printf("|%9d  ", Nvalues[i]);
      benchmark_ffts(Nvalues[i], 0); 
      printf("| ");
      benchmark_ffts(Nvalues[i], 1);
      printf("|\n");
    }
    printf(" (numbers are given in MFlops)\n");
  }
  return 0;
}
 |