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// This file is part of Eigen, a lightweight C++ template library
// for linear algebra. Eigen itself is part of the KDE project.
//
// Copyright (C) 2009 Mark Borgerding mark a borgerding net
//
// Eigen is free software; you can redistribute it and/or
// modify it under the terms of the GNU Lesser General Public
// License as published by the Free Software Foundation; either
// version 3 of the License, or (at your option) any later version.
//
// Alternatively, you can redistribute it and/or
// modify it under the terms of the GNU General Public License as
// published by the Free Software Foundation; either version 2 of
// the License, or (at your option) any later version.
//
// Eigen is distributed in the hope that it will be useful, but WITHOUT ANY
// WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
// FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License or the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public
// License and a copy of the GNU General Public License along with
// Eigen. If not, see <http://www.gnu.org/licenses/>.

#include <complex>
#include <vector>
#include <map>

namespace Eigen {

  template <typename _Scalar>
  struct ei_kiss_cpx_fft
  {
    typedef  _Scalar Scalar;
    typedef  std::complex<Scalar> Complex;
    std::vector<Complex> m_twiddles;
    std::vector<int> m_stageRadix;
    std::vector<int> m_stageRemainder;
    bool m_inverse;

    void make_twiddles(int nfft,bool inverse)
    {
      m_inverse = inverse;
      m_twiddles.resize(nfft);
      Scalar phinc =  (inverse?2:-2)* acos( (Scalar) -1)  / nfft;
      for (int i=0;i<nfft;++i)
        m_twiddles[i] = exp( Complex(0,i*phinc) );
    }

    void conjugate()
    {
      m_inverse = !m_inverse;
      for ( size_t i=0;i<m_twiddles.size() ;++i)
        m_twiddles[i] = conj( m_twiddles[i] );
    }

    void factorize(int nfft)
    {
      //start factoring out 4's, then 2's, then 3,5,7,9,...
      int n= nfft;
      int p=4;
      do {
        while (n % p) {
          switch (p) {
            case 4: p = 2; break;
            case 2: p = 3; break;
            default: p += 2; break;
          }
          if (p*p>n)
            p=n;// impossible to have a factor > sqrt(n)
        }
        n /= p;
        m_stageRadix.push_back(p);
        m_stageRemainder.push_back(n);
      }while(n>1);
    }

    template <typename _Src>
    void work( int stage,Complex * xout, const _Src * xin, size_t fstride,size_t in_stride)
    {
      int p = m_stageRadix[stage];
      int m = m_stageRemainder[stage];
      Complex * Fout_beg = xout;
      Complex * Fout_end = xout + p*m;

      if (m>1) {
        do{
          // recursive call:
          // DFT of size m*p performed by doing
          // p instances of smaller DFTs of size m, 
          // each one takes a decimated version of the input
          work(stage+1, xout , xin, fstride*p,in_stride);
          xin += fstride*in_stride;
        }while( (xout += m) != Fout_end );
      }else{
        do{
          *xout = *xin;
          xin += fstride*in_stride;
        }while(++xout != Fout_end );
      }
      xout=Fout_beg;

      // recombine the p smaller DFTs 
      switch (p) {
        case 2: bfly2(xout,fstride,m); break;
        case 3: bfly3(xout,fstride,m); break;
        case 4: bfly4(xout,fstride,m); break;
        case 5: bfly5(xout,fstride,m); break;
        default: bfly_generic(xout,fstride,m,p); break;
      }
    }

    void bfly2( Complex * Fout, const size_t fstride, int m)
    {
      for (int k=0;k<m;++k) {
        Complex t = Fout[m+k] * m_twiddles[k*fstride];
        Fout[m+k] = Fout[k] - t;
        Fout[k] += t;
      }
    }

    void bfly4( Complex * Fout, const size_t fstride, const size_t m)
    {
      Complex scratch[6];
      int negative_if_inverse = m_inverse * -2 +1;
      for (size_t k=0;k<m;++k) {
        scratch[0] = Fout[k+m] * m_twiddles[k*fstride];
        scratch[1] = Fout[k+2*m] * m_twiddles[k*fstride*2];
        scratch[2] = Fout[k+3*m] * m_twiddles[k*fstride*3];
        scratch[5] = Fout[k] - scratch[1];

        Fout[k] += scratch[1];
        scratch[3] = scratch[0] + scratch[2];
        scratch[4] = scratch[0] - scratch[2];
        scratch[4] = Complex( scratch[4].imag()*negative_if_inverse , -scratch[4].real()* negative_if_inverse );

        Fout[k+2*m]  = Fout[k] - scratch[3];
        Fout[k] += scratch[3];
        Fout[k+m] = scratch[5] + scratch[4];
        Fout[k+3*m] = scratch[5] - scratch[4];
      }
    }

    void bfly3( Complex * Fout, const size_t fstride, const size_t m)
    {
      size_t k=m;
      const size_t m2 = 2*m;
      Complex *tw1,*tw2;
      Complex scratch[5];
      Complex epi3;
      epi3 = m_twiddles[fstride*m];

      tw1=tw2=&m_twiddles[0];

      do{
        scratch[1]=Fout[m] * *tw1;
        scratch[2]=Fout[m2] * *tw2;

        scratch[3]=scratch[1]+scratch[2];
        scratch[0]=scratch[1]-scratch[2];
        tw1 += fstride;
        tw2 += fstride*2;
        Fout[m] = Complex( Fout->real() - .5*scratch[3].real() , Fout->imag() - .5*scratch[3].imag() );
        scratch[0] *= epi3.imag();
        *Fout += scratch[3];
        Fout[m2] = Complex(  Fout[m].real() + scratch[0].imag() , Fout[m].imag() - scratch[0].real() );
        Fout[m] += Complex( -scratch[0].imag(),scratch[0].real() );
        ++Fout;
      }while(--k);
    }

    void bfly5( Complex * Fout, const size_t fstride, const size_t m)
    {
      Complex *Fout0,*Fout1,*Fout2,*Fout3,*Fout4;
      size_t u;
      Complex scratch[13];
      Complex * twiddles = &m_twiddles[0];
      Complex *tw;
      Complex ya,yb;
      ya = twiddles[fstride*m];
      yb = twiddles[fstride*2*m];

      Fout0=Fout;
      Fout1=Fout0+m;
      Fout2=Fout0+2*m;
      Fout3=Fout0+3*m;
      Fout4=Fout0+4*m;

      tw=twiddles;
      for ( u=0; u<m; ++u ) {
        scratch[0] = *Fout0;

        scratch[1]  = *Fout1 * tw[u*fstride];
        scratch[2]  = *Fout2 * tw[2*u*fstride];
        scratch[3]  = *Fout3 * tw[3*u*fstride];
        scratch[4]  = *Fout4 * tw[4*u*fstride];

        scratch[7] = scratch[1] + scratch[4];
        scratch[10] = scratch[1] - scratch[4];
        scratch[8] = scratch[2] + scratch[3];
        scratch[9] = scratch[2] - scratch[3];

        *Fout0 +=  scratch[7];
        *Fout0 +=  scratch[8];

        scratch[5] = scratch[0] + Complex(
            (scratch[7].real()*ya.real() ) + (scratch[8].real() *yb.real() ),
            (scratch[7].imag()*ya.real()) + (scratch[8].imag()*yb.real())
            );

        scratch[6] = Complex(
            (scratch[10].imag()*ya.imag()) + (scratch[9].imag()*yb.imag()),
            -(scratch[10].real()*ya.imag()) - (scratch[9].real()*yb.imag())
            );

        *Fout1 = scratch[5] - scratch[6];
        *Fout4 = scratch[5] + scratch[6];

        scratch[11] = scratch[0] +
          Complex(
              (scratch[7].real()*yb.real()) + (scratch[8].real()*ya.real()),
              (scratch[7].imag()*yb.real()) + (scratch[8].imag()*ya.real())
              );

        scratch[12] = Complex(
            -(scratch[10].imag()*yb.imag()) + (scratch[9].imag()*ya.imag()),
            (scratch[10].real()*yb.imag()) - (scratch[9].real()*ya.imag())
            );

        *Fout2=scratch[11]+scratch[12];
        *Fout3=scratch[11]-scratch[12];

        ++Fout0;++Fout1;++Fout2;++Fout3;++Fout4;
      }
    }

    /* perform the butterfly for one stage of a mixed radix FFT */
    void bfly_generic(
        Complex * Fout,
        const size_t fstride,
        int m,
        int p
        )
    {
      int u,k,q1,q;
      Complex * twiddles = &m_twiddles[0];
      Complex t;
      int Norig = m_twiddles.size();
      Complex * scratchbuf = (Complex*)alloca(p*sizeof(Complex) );

      for ( u=0; u<m; ++u ) {
        k=u;
        for ( q1=0 ; q1<p ; ++q1 ) {
          scratchbuf[q1] = Fout[ k  ];
          k += m;
        }

        k=u;
        for ( q1=0 ; q1<p ; ++q1 ) {
          int twidx=0;
          Fout[ k ] = scratchbuf[0];
          for (q=1;q<p;++q ) {
            twidx += fstride * k;
            if (twidx>=Norig) twidx-=Norig;
            t=scratchbuf[q] * twiddles[twidx];
            Fout[ k ] += t;
          }
          k += m;
        }
      }
    }
  };

  template <typename _Scalar>
  struct ei_kissfft_impl
  {
      typedef _Scalar Scalar;
      typedef std::complex<Scalar> Complex;

      void clear() 
      {
        m_plans.clear();
        m_realTwiddles.clear();
      }

      template <typename _Src>
      void fwd( Complex * dst,const _Src *src,int nfft)
      {
        get_plan(nfft,false).work(0, dst, src, 1,1);
      }

      // real-to-complex forward FFT
      // perform two FFTs of src even and src odd
      // then twiddle to recombine them into the half-spectrum format
      // then fill in the conjugate symmetric half
      void fwd( Complex * dst,const Scalar * src,int nfft) 
      {
        if ( nfft&3  ) {
          // use generic mode for odd
          get_plan(nfft,false).work(0, dst, src, 1,1);
        }else{
          int ncfft = nfft>>1;
          int ncfft2 = nfft>>2;
          Complex * rtw = real_twiddles(ncfft2);

          // use optimized mode for even real
          fwd( dst, reinterpret_cast<const Complex*> (src), ncfft);
          Complex dc = dst[0].real() +  dst[0].imag();
          Complex nyquist = dst[0].real() -  dst[0].imag();
          int k;
          for ( k=1;k <= ncfft2 ; ++k ) {
            Complex fpk = dst[k];
            Complex fpnk = conj(dst[ncfft-k]);
            Complex f1k = fpk + fpnk;
            Complex f2k = fpk - fpnk;
            Complex tw= f2k * rtw[k-1];
            dst[k] =  (f1k + tw) * Scalar(.5);
            dst[ncfft-k] =  conj(f1k -tw)*Scalar(.5);
          }

          // place conjugate-symmetric half at the end for completeness
          // TODO: make this configurable ( opt-out )
          for ( k=1;k < ncfft ; ++k )
            dst[nfft-k] = conj(dst[k]);
          dst[0] = dc;
          dst[ncfft] = nyquist;
        }
      }

      // inverse complex-to-complex
      void inv(Complex * dst,const Complex  *src,int nfft)
      {
        get_plan(nfft,true).work(0, dst, src, 1,1);
        scale(dst, nfft, Scalar(1)/nfft );
      }

      // half-complex to scalar
      void inv( Scalar * dst,const Complex * src,int nfft) 
      {
        if (nfft&3) {
          m_scratchBuf.resize(nfft);
          inv(&m_scratchBuf[0],src,nfft);
          for (int k=0;k<nfft;++k)
            dst[k] = m_scratchBuf[k].real();
        }else{
          // optimized version for multiple of 4
          int ncfft = nfft>>1;
          int ncfft2 = nfft>>2;
          Complex * rtw = real_twiddles(ncfft2);
          m_scratchBuf.resize(ncfft);
          m_scratchBuf[0] = Complex( src[0].real() + src[ncfft].real(), src[0].real() - src[ncfft].real() );
          for (int k = 1; k <= ncfft / 2; ++k) {
            Complex fk = src[k];
            Complex fnkc = conj(src[ncfft-k]);
            Complex fek = fk + fnkc;
            Complex tmp = fk - fnkc;
            Complex fok = tmp * conj(rtw[k-1]);
            m_scratchBuf[k] = fek + fok;
            m_scratchBuf[ncfft-k] = conj(fek - fok);
          }
          scale(&m_scratchBuf[0], ncfft, Scalar(1)/nfft );
          get_plan(ncfft,true).work(0, reinterpret_cast<Complex*>(dst), &m_scratchBuf[0], 1,1);
        }
      }

  private:

      typedef ei_kiss_cpx_fft<Scalar> PlanData;

      typedef std::map<int,PlanData> PlanMap;
      PlanMap m_plans;
      std::map<int, std::vector<Complex> > m_realTwiddles;
      std::vector<Complex> m_scratchBuf;

      int PlanKey(int nfft,bool isinverse) const { return (nfft<<1) | isinverse; }

      PlanData & get_plan(int nfft,bool inverse)
      {
        /*  TODO: figure out why this does not work (g++ 4.3.2)
         * for some reason this does not work
         *
         PlanMap::iterator it;
         it = m_plans.find( PlanKey(nfft,inverse) );
         if (it == m_plans.end() ) {
        // create new entry
        it = m_plans.insert( make_pair( PlanKey(nfft,inverse) , PlanData() ) );
        MapIt it2 = m_plans.find( PlanKey(nfft,!inverse) );
        if (it2 != m_plans.end() ) {
        it->second = it2.second;
        it->second.conjugate();
        }else{
        it->second.make_twiddles(nfft,inverse);
        it->second.factorize(nfft);
        }
        }
        return it->second;
        */
        PlanData & pd = m_plans[ PlanKey(nfft,inverse) ];
        if ( pd.m_twiddles.size() == 0 ) {
          pd.make_twiddles(nfft,inverse);
          pd.factorize(nfft);
        }
        return pd;
      }

      Complex * real_twiddles(int ncfft2)
      {
        std::vector<Complex> & twidref = m_realTwiddles[ncfft2];// creates new if not there
        if ( (int)twidref.size() != ncfft2 ) {
          twidref.resize(ncfft2);
          int ncfft= ncfft2<<1;
          Scalar pi =  acos( Scalar(-1) );
          for (int k=1;k<=ncfft2;++k) 
            twidref[k-1] = exp( Complex(0,-pi * ((double) (k) / ncfft + .5) ) );
        }
        return &twidref[0];
      }

      void scale(Complex *dst,int n,Scalar s) 
      {
        for (int k=0;k<n;++k)
          dst[k] *= s;
      }
  };
}