code-stellarator-optimization/include/sctl/fft_wrapper.hpp

#ifndef _SCTL_FFT_WRAPPER_
#define _SCTL_FFT_WRAPPER_

#include <cmath>
#include <cassert>
#include <cstdlib>
#include <vector>
#if defined(SCTL_HAVE_FFTW) || defined(SCTL_HAVE_FFTWF)
#include <fftw3.h>
#ifdef SCTL_FFTW3_MKL
#include <fftw3_mkl.h>
#endif
#endif

#include SCTL_INCLUDE(common.hpp)
#include SCTL_INCLUDE(mem_mgr.hpp)
#include SCTL_INCLUDE(matrix.hpp)

namespace SCTL_NAMESPACE {

template <class ValueType> class Complex {
  public:

    Complex<ValueType> operator*(const Complex<ValueType>& x){
      Complex<ValueType> z;
      z.real = real * x.real - imag * x.imag;
      z.imag = imag * x.real - real * x.imag;
      return z;
    }

    Complex<ValueType> operator*(const ValueType& x){
      Complex<ValueType> z;
      z.real = real * x;
      z.imag = imag * x;
      return z;
    }

    Complex<ValueType> operator+(const Complex<ValueType>& x){
      Complex<ValueType> z;
      z.real = real + x.real;
      z.imag = imag + x.imag;
      return z;
    }

    Complex<ValueType> operator+(const ValueType& x){
      Complex<ValueType> z;
      z.real = real + x;
      z.imag = imag;
      return z;
    }

    Complex<ValueType> operator-(const Complex<ValueType>& x){
      Complex<ValueType> z;
      z.real = real - x.real;
      z.imag = imag - x.imag;
      return z;
    }

    Complex<ValueType> operator-(const ValueType& x){
      Complex<ValueType> z;
      z.real = real - x;
      z.imag = imag;
      return z;
    }

    ValueType real;
    ValueType imag;
};

template <class ValueType> Complex<ValueType> operator*(const ValueType& x, const Complex<ValueType>& y){
  Complex<ValueType> z;
  z.real = y.real * x;
  z.imag = y.imag * x;
  return z;
}

template <class ValueType> Complex<ValueType> operator+(const ValueType& x, const Complex<ValueType>& y){
  Complex<ValueType> z;
  z.real = y.real + x;
  z.imag = y.imag;
  return z;
}

template <class ValueType> Complex<ValueType> operator-(const ValueType& x, const Complex<ValueType>& y){
  Complex<ValueType> z;
  z.real = y.real - x;
  z.imag = y.imag;
  return z;
}

enum class FFT_Type {R2C, C2C, C2C_INV, C2R};

template <class ValueType, class FFT_Derived> class FFT_Generic {

  typedef Complex<ValueType> ComplexType;

  struct FFTPlan {
    std::vector<Matrix<ValueType>> M;
  };

 public:

  FFT_Generic() {
    dim[0] = 0;
    dim[1] = 0;
  }

  FFT_Generic(const FFT_Generic&) {
    dim[0]=0;
    dim[1]=0;
  }

  FFT_Generic& operator=(const FFT_Generic&) {
    dim[0]=0;
    dim[1]=0;
    return *this;
  };

  Long Dim(Integer i) const {
    return dim[i];
  }

  void Setup(FFT_Type fft_type_, Long howmany_, const Vector<Long>& dim_vec) {
    Long rank = dim_vec.Dim();
    fft_type = fft_type_;
    howmany = howmany_;
    plan.M.resize(0);

    if (fft_type == FFT_Type::R2C) {
      plan.M.push_back(fft_r2c(dim_vec[rank - 1]));
      for (Long i = rank - 2; i >= 0; i--) plan.M.push_back(fft_c2c(dim_vec[i]));
    } else if (fft_type == FFT_Type::C2C) {
      for (Long i = rank - 1; i >= 0; i--) plan.M.push_back(fft_c2c(dim_vec[i]));
    } else if (fft_type == FFT_Type::C2C_INV) {
      for (Long i = rank - 1; i >= 0; i--) plan.M.push_back(fft_c2c(dim_vec[i]).Transpose());
    } else if (fft_type == FFT_Type::C2R) {
      for (Long i = rank - 2; i >= 0; i--) plan.M.push_back(fft_c2c(dim_vec[i]).Transpose());
      plan.M.push_back(fft_c2r(dim_vec[rank - 1]));
    }

    Long N0 = howmany * 2;
    Long N1 = howmany * 2;
    for (const auto M : plan.M) {
      N0 = N0 * M.Dim(0) / 2;
      N1 = N1 * M.Dim(1) / 2;
    }
    dim[0] = N0;
    dim[1] = N1;
  }

  void Execute(const Vector<ValueType>& in, Vector<ValueType>& out) const {
    Long N0 = Dim(0);
    Long N1 = Dim(1);
    SCTL_ASSERT_MSG(in.Dim() == N0, "FFT: Wrong input size.");
    if (out.Dim() != N1) out.ReInit(N1);

    Vector<ValueType> buff0(N0 + N1);
    Vector<ValueType> buff1(N0 + N1);
    Long rank = plan.M.size();
    if (rank <= 0) return;
    Long N = N0;

    if (fft_type == FFT_Type::C2R) {
      const Matrix<ValueType>& M = plan.M[rank - 1];
      transpose<ComplexType>(buff0.begin(), in.begin(), N / M.Dim(0), M.Dim(0) / 2);

      for (Long i = 0; i < rank - 1; i++) {
        const Matrix<ValueType>& M = plan.M[i];
        Matrix<ValueType> vi(N / M.Dim(0), M.Dim(0), buff0.begin(), false);
        Matrix<ValueType> vo(N / M.Dim(0), M.Dim(1), buff1.begin(), false);
        Matrix<ValueType>::GEMM(vo, vi, M);
        N = N * M.Dim(1) / M.Dim(0);
        transpose<ComplexType>(buff0.begin(), buff1.begin(), N / M.Dim(1), M.Dim(1) / 2);
      }
      transpose<ComplexType>(buff1.begin(), buff0.begin(), N / howmany / 2, howmany);

      Matrix<ValueType> vi(N / M.Dim(0), M.Dim(0), buff1.begin(), false);
      Matrix<ValueType> vo(N / M.Dim(0), M.Dim(1), out.begin(), false);
      Matrix<ValueType>::GEMM(vo, vi, M);
    } else {
      memcopy(buff0.begin(), in.begin(), in.Dim());
      for (Long i = 0; i < rank; i++) {
        const Matrix<ValueType>& M = plan.M[i];
        Matrix<ValueType> vi(N / M.Dim(0), M.Dim(0), buff0.begin(), false);
        Matrix<ValueType> vo(N / M.Dim(0), M.Dim(1), buff1.begin(), false);
        Matrix<ValueType>::GEMM(vo, vi, M);
        N = N * M.Dim(1) / M.Dim(0);
        transpose<ComplexType>(buff0.begin(), buff1.begin(), N / M.Dim(1), M.Dim(1) / 2);
      }
      transpose<ComplexType>(out.begin(), buff0.begin(), N / howmany / 2, howmany);
    }
  }

  static void test() {
    Vector<Long> fft_dim;
    fft_dim.PushBack(2);
    fft_dim.PushBack(5);
    fft_dim.PushBack(3);
    Long howmany = 3;

    if (1){ // R2C, C2R
      FFT_Derived myfft0, myfft1;
      myfft0.Setup(FFT_Type::R2C, howmany, fft_dim);
      myfft1.Setup(FFT_Type::C2R, howmany, fft_dim);
      Vector<ValueType> v0(myfft0.Dim(0)), v1, v2;
      for (int i = 0; i < v0.Dim(); i++) v0[i] = 1 + i;
      myfft0.Execute(v0, v1);
      myfft1.Execute(v1, v2);
      { // Print error
        ValueType err = 0;
        SCTL_ASSERT(v0.Dim() == v2.Dim());
        for (Long i = 0; i < v0.Dim(); i++) err = std::max(err, fabs(v0[i] - v2[i]));
        std::cout<<"Error : "<<err<<'\n';
      }
    }
    std::cout<<'\n';
    { // C2C, C2C_INV
      FFT_Derived myfft0, myfft1;
      myfft0.Setup(FFT_Type::C2C, howmany, fft_dim);
      myfft1.Setup(FFT_Type::C2C_INV, howmany, fft_dim);
      Vector<ValueType> v0(myfft0.Dim(0)), v1, v2;
      for (int i = 0; i < v0.Dim(); i++) v0[i] = 1 + i;
      myfft0.Execute(v0, v1);
      myfft1.Execute(v1, v2);
      { // Print error
        ValueType err = 0;
        SCTL_ASSERT(v0.Dim() == v2.Dim());
        for (Long i = 0; i < v0.Dim(); i++) err = std::max(err, fabs(v0[i] - v2[i]));
        std::cout<<"Error : "<<err<<'\n';
      }
    }
    std::cout<<'\n';
  }

 protected:

  static Matrix<ValueType> fft_r2c(Long N0) {
    ValueType s = 1 / sqrt<ValueType>(N0);
    Long N1 = (N0 / 2 + 1);
    Matrix<ValueType> M(N0, 2 * N1);
    for (Long j = 0; j < N0; j++)
      for (Long i = 0; i < N1; i++) {
        M[j][2 * i + 0] =  cos<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
        M[j][2 * i + 1] = -sin<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
      }
    return M;
  }

  static Matrix<ValueType> fft_c2c(Long N0) {
    ValueType s = 1 / sqrt<ValueType>(N0);
    Matrix<ValueType> M(2 * N0, 2 * N0);
    for (Long i = 0; i < N0; i++)
      for (Long j = 0; j < N0; j++) {
        M[2 * i + 0][2 * j + 0] =  cos<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
        M[2 * i + 1][2 * j + 0] =  sin<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
        M[2 * i + 0][2 * j + 1] = -sin<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
        M[2 * i + 1][2 * j + 1] =  cos<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
      }
    return M;
  }

  static Matrix<ValueType> fft_c2r(Long N0) {
    ValueType s = 1 / sqrt<ValueType>(N0);
    Long N1 = (N0 / 2 + 1);
    Matrix<ValueType> M(2 * N1, N0);
    for (Long i = 0; i < N1; i++) {
      for (Long j = 0; j < N0; j++) {
        M[2 * i + 0][j] =  2 * cos<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
        M[2 * i + 1][j] = -2 * sin<ValueType>(2 * const_pi<ValueType>() * j * i / N0)*s;
      }
    }
    if (N1 > 0) {
      for (Long j = 0; j < N0; j++) {
        M[0][j] = M[0][j] * (ValueType)0.5;
        M[1][j] = M[1][j] * (ValueType)0.5;
      }
    }
    if (N0 % 2 == 0) {
      for (Long j = 0; j < N0; j++) {
        M[2 * N1 - 2][j] = M[2 * N1 - 2][j] * (ValueType)0.5;
        M[2 * N1 - 1][j] = M[2 * N1 - 1][j] * (ValueType)0.5;
      }
    }
    return M;
  }

  template <class T> static void transpose(Iterator<ValueType> out, ConstIterator<ValueType> in, Long N0, Long N1) {
    Matrix<T> M0(N0, N1, (Iterator<T>)in, false);
    Matrix<T> M1(N1, N0, (Iterator<T>)out, false);
    M1 = M0.Transpose();
  }

  StaticArray<Long,2> dim;
  FFT_Type fft_type;
  Long howmany;
  FFTPlan plan;
};

template <class ValueType> class FFT : public FFT_Generic<ValueType, FFT<ValueType>> {};

#ifdef SCTL_HAVE_FFTW
template <> class FFT<double> : public FFT_Generic<double, FFT<double>> {

  typedef double ValueType;

 public:

  ~FFT() { if (this->Dim(0) && this->Dim(1)) fftw_destroy_plan(plan); }

  void Setup(FFT_Type fft_type_, Long howmany_, const Vector<Long>& dim_vec) {
    if (Dim(0) && Dim(1)) fftw_destroy_plan(plan);
    this->fft_type = fft_type_;
    this->howmany = howmany_;

    Long rank = dim_vec.Dim();
    Vector<int> dim_vec_(rank);
    for (Integer i = 0; i < rank; i++) {
      dim_vec_[i] = dim_vec[i];
    }

    Long N0 = 0, N1 = 0;
    { // Set N0, N1
      Long N = howmany;
      for (auto ni : dim_vec) N *= ni;
      if (fft_type == FFT_Type::R2C) {
        N0 = N;
        N1 = (N / dim_vec[rank - 1]) * (dim_vec[rank - 1] / 2 + 1) * 2;
      } else if (fft_type == FFT_Type::C2C) {
        N0 = N * 2;
        N1 = N * 2;
      } else if (fft_type == FFT_Type::C2C_INV) {
        N0 = N * 2;
        N1 = N * 2;
      } else if (fft_type == FFT_Type::C2R) {
        N0 = (N / dim_vec[rank - 1]) * (dim_vec[rank - 1] / 2 + 1) * 2;
        N1 = N;
      }
      this->dim[0] = N0;
      this->dim[1] = N1;
    }
    if (!N0 || !N1) return;
    Vector<ValueType> in(N0), out(N1);

    if (fft_type == FFT_Type::R2C) {
      plan = fftw_plan_many_dft_r2c(rank, &dim_vec_[0], howmany_, &in[0], NULL, 1, N0 / howmany, (fftw_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2C) {
      plan = fftw_plan_many_dft(rank, &dim_vec_[0], howmany_, (fftw_complex*)&in[0], NULL, 1, N0 / 2 / howmany, (fftw_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_FORWARD, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2C_INV) {
      plan = fftw_plan_many_dft(rank, &dim_vec_[0], howmany_, (fftw_complex*)&in[0], NULL, 1, N0 / 2 / howmany, (fftw_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_BACKWARD, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2R) {
      plan = fftw_plan_many_dft_c2r(rank, &dim_vec_[0], howmany_, (fftw_complex*)&in[0], NULL, 1, N0 / 2 / howmany, &out[0], NULL, 1, N1 / howmany, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    }
    SCTL_ASSERT(plan);
  }

  void Execute(const Vector<ValueType>& in, Vector<ValueType>& out) const {
    Long N0 = this->Dim(0);
    Long N1 = this->Dim(1);
    if (!N0 || !N1) return;
    SCTL_ASSERT_MSG(in.Dim() == N0, "FFT: Wrong input size.");
    if (out.Dim() != N1) out.ReInit(N1);

    ValueType s = 0;
    if (fft_type == FFT_Type::R2C) {
      s = 1 / sqrt<ValueType>(N0 / howmany);
      fftw_execute_dft_r2c(plan, (double*)&in[0], (fftw_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2C) {
      s = 1 / sqrt<ValueType>(N0 / howmany * (ValueType)0.5);
      fftw_execute_dft(plan, (fftw_complex*)&in[0], (fftw_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2C_INV) {
      s = 1 / sqrt<ValueType>(N1 / howmany * (ValueType)0.5);
      fftw_execute_dft(plan, (fftw_complex*)&in[0], (fftw_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2R) {
      s = 1 / sqrt<ValueType>(N1 / howmany);
      fftw_execute_dft_c2r(plan, (fftw_complex*)&in[0], (double*)&out[0]);
    }
    for (auto& x : out) x *= s;
  }

 private:

  fftw_plan plan;
};
#endif

#ifdef SCTL_HAVE_FFTWF
template <> class FFT<float> : public FFT_Generic<float, FFT<float>> {

  typedef float ValueType;

 public:

  ~FFT() { if (this->Dim(0) && this->Dim(1)) fftwf_destroy_plan(plan); }

  void Setup(FFT_Type fft_type_, Long howmany_, const Vector<Long>& dim_vec) {
    if (Dim(0) && Dim(1)) fftwf_destroy_plan(plan);
    this->fft_type = fft_type_;
    this->howmany = howmany_;

    Long rank = dim_vec.Dim();
    Vector<int> dim_vec_(rank);
    for (Integer i = 0; i < rank; i++) {
      dim_vec_[i] = dim_vec[i];
    }

    Long N0, N1;
    { // Set N0, N1
      Long N = howmany;
      for (auto ni : dim_vec) N *= ni;
      if (fft_type == FFT_Type::R2C) {
        N0 = N;
        N1 = (N / dim_vec[rank - 1]) * (dim_vec[rank - 1] / 2 + 1) * 2;
      } else if (fft_type == FFT_Type::C2C) {
        N0 = N * 2;
        N1 = N * 2;
      } else if (fft_type == FFT_Type::C2C_INV) {
        N0 = N * 2;
        N1 = N * 2;
      } else if (fft_type == FFT_Type::C2R) {
        N0 = (N / dim_vec[rank - 1]) * (dim_vec[rank - 1] / 2 + 1) * 2;
        N1 = N;
      }
      this->dim[0] = N0;
      this->dim[1] = N1;
    }
    if (!N0 || !N1) return;
    Vector<ValueType> in (N0), out(N1);

    if (fft_type == FFT_Type::R2C) {
      plan = fftwf_plan_many_dft_r2c(rank, &dim_vec_[0], howmany_, &in[0], NULL, 1, N0 / howmany, (fftwf_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2C) {
      plan = fftwf_plan_many_dft(rank, &dim_vec_[0], howmany_, (fftwf_complex*)&in[0], NULL, 1, N0 / 2 / howmany, (fftwf_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_FORWARD, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2C_INV) {
      plan = fftwf_plan_many_dft(rank, &dim_vec_[0], howmany_, (fftwf_complex*)&in[0], NULL, 1, N0 / 2 / howmany, (fftwf_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_BACKWARD, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2R) {
      plan = fftwf_plan_many_dft_c2r(rank, &dim_vec_[0], howmany_, (fftwf_complex*)&in[0], NULL, 1, N0 / 2 / howmany, &out[0], NULL, 1, N1 / howmany, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    }
    SCTL_ASSERT(plan);
  }

  void Execute(const Vector<ValueType>& in, Vector<ValueType>& out) const {
    Long N0 = this->Dim(0);
    Long N1 = this->Dim(1);
    if (!N0 || !N1) return;
    SCTL_ASSERT_MSG(in.Dim() == N0, "FFT: Wrong input size.");
    if (out.Dim() != N1) out.ReInit(N1);

    ValueType s = 0;
    if (fft_type == FFT_Type::R2C) {
      s = 1 / sqrt<ValueType>(N0 / howmany);
      fftwf_execute_dft_r2c(plan, (float*)&in[0], (fftwf_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2C) {
      s = 1 / sqrt<ValueType>(N0 / howmany * (ValueType)0.5);
      fftwf_execute_dft(plan, (fftwf_complex*)&in[0], (fftwf_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2C_INV) {
      s = 1 / sqrt<ValueType>(N1 / howmany * (ValueType)0.5);
      fftwf_execute_dft(plan, (fftwf_complex*)&in[0], (fftwf_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2R) {
      s = 1 / sqrt<ValueType>(N1 / howmany);
      fftwf_execute_dft_c2r(plan, (fftwf_complex*)&in[0], (float*)&out[0]);
    }
    for (auto& x : out) x *= s;
  }

 private:

  fftwf_plan plan;
};
#endif

#ifdef SCTL_HAVE_FFTWL
template <> class FFT<long double> : public FFT_Generic<long double, FFT<long double>> {

  typedef long double ValueType;

 public:

  ~FFT() { if (this->Dim(0) && this->Dim(1)) fftwl_destroy_plan(plan); }

  void Setup(FFT_Type fft_type_, Long howmany_, const Vector<Long>& dim_vec) {
    if (Dim(0) && Dim(1)) fftwl_destroy_plan(plan);
    this->fft_type = fft_type_;
    this->howmany = howmany_;

    Long rank = dim_vec.Dim();
    Vector<int> dim_vec_(rank);
    for (Integer i = 0; i < rank; i++) dim_vec_[i] = dim_vec[i];

    Long N0, N1;
    { // Set N0, N1
      Long N = howmany;
      for (auto ni : dim_vec) N *= ni;
      if (fft_type == FFT_Type::R2C) {
        N0 = N;
        N1 = (N / dim_vec[rank - 1]) * (dim_vec[rank - 1] / 2 + 1) * 2;
      } else if (fft_type == FFT_Type::C2C) {
        N0 = N * 2;
        N1 = N * 2;
      } else if (fft_type == FFT_Type::C2C_INV) {
        N0 = N * 2;
        N1 = N * 2;
      } else if (fft_type == FFT_Type::C2R) {
        N0 = (N / dim_vec[rank - 1]) * (dim_vec[rank - 1] / 2 + 1) * 2;
        N1 = N;
      }
      this->dim[0] = N0;
      this->dim[1] = N1;
    }
    if (!N0 || !N1) return;
    Vector<ValueType> in (N0), out(N1);

    if (fft_type == FFT_Type::R2C) {
      plan = fftwl_plan_many_dft_r2c(rank, &dim_vec_[0], howmany_, &in[0], NULL, 1, N0 / howmany, (fftwl_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2C) {
      plan = fftwl_plan_many_dft(rank, &dim_vec_[0], howmany_, (fftwl_complex*)&in[0], NULL, 1, N0 / 2 / howmany, (fftwl_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_FORWARD, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2C_INV) {
      plan = fftwl_plan_many_dft(rank, &dim_vec_[0], howmany_, (fftwl_complex*)&in[0], NULL, 1, N0 / 2 / howmany, (fftwl_complex*)&out[0], NULL, 1, N1 / 2 / howmany, FFTW_BACKWARD, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    } else if (fft_type == FFT_Type::C2R) {
      plan = fftwl_plan_many_dft_c2r(rank, &dim_vec_[0], howmany_, (fftwl_complex*)&in[0], NULL, 1, N0 / 2 / howmany, &out[0], NULL, 1, N1 / howmany, FFTW_ESTIMATE | FFTW_PRESERVE_INPUT);
    }
    SCTL_ASSERT(plan);
  }

  void Execute(const Vector<ValueType>& in, Vector<ValueType>& out) const {
    Long N0 = this->Dim(0);
    Long N1 = this->Dim(1);
    if (!N0 || !N1) return;
    SCTL_ASSERT_MSG(in.Dim() == N0, "FFT: Wrong input size.");
    if (out.Dim() != N1) out.ReInit(N1);

    ValueType s = 0;
    if (fft_type == FFT_Type::R2C) {
      s = 1 / sqrt<ValueType>(N0 / howmany);
      fftwl_execute_dft_r2c(plan, (long double*)&in[0], (fftwl_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2C) {
      s = 1 / sqrt<ValueType>(N0 / howmany * (ValueType)0.5);
      fftwl_execute_dft(plan, (fftwl_complex*)&in[0], (fftwl_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2C_INV) {
      s = 1 / sqrt<ValueType>(N1 / howmany * (ValueType)0.5);
      fftwl_execute_dft(plan, (fftwl_complex*)&in[0], (fftwl_complex*)&out[0]);
    } else if (fft_type == FFT_Type::C2R) {
      s = 1 / sqrt<ValueType>(N1 / howmany);
      fftwl_execute_dft_c2r(plan, (fftwl_complex*)&in[0], (long double*)&out[0]);
    }
    for (auto& x : out) x *= s;
  }

 private:

  fftwl_plan plan;
};
#endif

}  // end namespace

#endif  //_SCTL_FFT_WRAPPER_