File: mapm_fft.cpp

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/*
 *  M_APM  -  mapm_fft.c
 *
 *  This FFT (Fast Fourier Transform) is from Takuya OOURA
 *
 *  Copyright(C) 1996-1999 Takuya OOURA
 *  email: ooura@mmm.t.u-tokyo.ac.jp
 *
 *  See full FFT documentation below ...  (MCR)
 *
 *  This software is provided "as is" without express or implied warranty.
 */

/*
 *
 *      This file contains the FFT based FAST MULTIPLICATION function
 *      as well as its support functions.
 *
 */

#include "pgAdmin3.h"
#include "pgscript/utilities/mapm-lib/m_apm_lc.h"

#ifndef MM_PI_2
#define MM_PI_2      1.570796326794896619231321691639751442098584699687
#endif

#ifndef WR5000       /* cos(MM_PI_2*0.5000) */
#define WR5000       0.707106781186547524400844362104849039284835937688
#endif

#ifndef RDFT_LOOP_DIV     /* control of the RDFT's speed & tolerance */
#define RDFT_LOOP_DIV 64
#endif

extern void   M_fast_mul_fft(UCHAR *, UCHAR *, UCHAR *, int);

extern void   M_rdft(int, int, double *);
extern void   M_bitrv2(int, double *);
extern void   M_cftfsub(int, double *);
extern void   M_cftbsub(int, double *);
extern void   M_rftfsub(int, double *);
extern void   M_rftbsub(int, double *);
extern void   M_cft1st(int, double *);
extern void   M_cftmdl(int, int, double *);

static double *M_aa_array, *M_bb_array;
static int    M_size = -1;

static char   *M_fft_error_msg = (char *)"\'M_fast_mul_fft\', Out of memory";

/****************************************************************************/
void	M_free_all_fft()
{
	if (M_size > 0)
	{
		MAPM_FREE(M_aa_array);
		MAPM_FREE(M_bb_array);
		M_size = -1;
	}
}
/****************************************************************************/
/*
 *      multiply 'uu' by 'vv' with nbytes each
 *      yielding a 2*nbytes result in 'ww'.
 *      each byte contains a base 100 'digit',
 *      i.e.: range from 0-99.
 *
 *             MSB              LSB
 *
 *   uu,vv     [0] [1] [2] ... [N-1]
 *   ww        [0] [1] [2] ... [2N-1]
 */

void	M_fast_mul_fft(UCHAR *ww, UCHAR *uu, UCHAR *vv, int nbytes)
{
	int             mflag, i, j, nn2, nn;
	double          carry, nnr, dtemp, *a, *b;
	UCHAR           *w0;
	unsigned long   ul;

	if (M_size < 0)                  /* if first time in, setup working arrays */
	{
		if (M_get_sizeof_int() == 2)  /* if still using 16 bit compilers */
			M_size = 516;
		else
			M_size = 8200;

		M_aa_array = (double *)MAPM_MALLOC(M_size * sizeof(double));
		M_bb_array = (double *)MAPM_MALLOC(M_size * sizeof(double));

		if ((M_aa_array == NULL) || (M_bb_array == NULL))
		{
			/* fatal, this does not return */

			M_apm_log_error_msg(M_APM_FATAL, M_fft_error_msg);
		}
	}

	nn  = nbytes;
	nn2 = nbytes >> 1;

	if (nn > M_size)
	{
		mflag = TRUE;

		a = (double *)MAPM_MALLOC((nn + 8) * sizeof(double));
		b = (double *)MAPM_MALLOC((nn + 8) * sizeof(double));

		if ((a == NULL) || (b == NULL))
		{
			/* fatal, this does not return */

			M_apm_log_error_msg(M_APM_FATAL, M_fft_error_msg);
		}
	}
	else
	{
		mflag = FALSE;

		a = M_aa_array;
		b = M_bb_array;
	}

	/*
	 *   convert normal base 100 MAPM numbers to base 10000
	 *   for the FFT operation.
	 */

	i = 0;
	for (j = 0; j < nn2; j++)
	{
		a[j] = (double)((int)uu[i] * 100 + uu[i + 1]);
		b[j] = (double)((int)vv[i] * 100 + vv[i + 1]);
		i += 2;
	}

	/* zero fill the second half of the arrays */

	for (j = nn2; j < nn; j++)
	{
		a[j] = 0.0;
		b[j] = 0.0;
	}

	/* perform the forward Fourier transforms for both numbers */

	M_rdft(nn, 1, a);
	M_rdft(nn, 1, b);

	/* perform the convolution ... */

	b[0] *= a[0];
	b[1] *= a[1];

	for (j = 3; j <= nn; j += 2)
	{
		dtemp  = b[j - 1];
		b[j - 1] = dtemp * a[j - 1] - b[j] * a[j];
		b[j]   = dtemp * a[j] + b[j] * a[j - 1];
	}

	/* perform the inverse transform on the result */

	M_rdft(nn, -1, b);

	/* perform a final pass to release all the carries */
	/* we are still in base 10000 at this point        */

	carry = 0.0;
	j     = nn;
	nnr   = 2.0 / (double)nn;

	while (1)
	{
		dtemp = b[--j] * nnr + carry + 0.5;
		ul    = (unsigned long)(dtemp * 1.0E-4);
		carry = (double)ul;
		b[j]  = dtemp - carry * 10000.0;

		if (j == 0)
			break;
	}

	/* copy result to our destination after converting back to base 100 */

	w0 = ww;
	M_get_div_rem((int)ul, w0, (w0 + 1));

	for (j = 0; j <= (nn - 2); j++)
	{
		w0 += 2;
		M_get_div_rem((int)b[j], w0, (w0 + 1));
	}

	if (mflag)
	{
		MAPM_FREE(b);
		MAPM_FREE(a);
	}
}
/****************************************************************************/

/*
 *    The following info is from Takuya OOURA's documentation :
 *
 *    NOTE : MAPM only uses the 'RDFT' function (as well as the
 *           functions RDFT calls). All the code from here down
 *           in this file is from Takuya OOURA. The only change I
 *           made was to add 'M_' in front of all the functions
 *           I used. This was to guard against any possible
 *           name collisions in the future.
 *
 *    MCR  06 July 2000
 *
 *
 *    General Purpose FFT (Fast Fourier/Cosine/Sine Transform) Package
 *
 *    Description:
 *        A package to calculate Discrete Fourier/Cosine/Sine Transforms of
 *        1-dimensional sequences of length 2^N.
 *
 *        fft4g_h.c  : FFT Package in C       - Simple Version I   (radix 4,2)
 *
 *        rdft: Real Discrete Fourier Transform
 *
 *    Method:
 *        -------- rdft --------
 *        A method with a following butterfly operation appended to "cdft".
 *        In forward transform :
 *            A[k] = sum_j=0^n-1 a[j]*W(n)^(j*k), 0<=k<=n/2,
 *                W(n) = exp(2*pi*i/n),
 *        this routine makes an array x[] :
 *            x[j] = a[2*j] + i*a[2*j+1], 0<=j<n/2
 *        and calls "cdft" of length n/2 :
 *            X[k] = sum_j=0^n/2-1 x[j] * W(n/2)^(j*k), 0<=k<n.
 *        The result A[k] are :
 *            A[k]     = X[k]     - (1+i*W(n)^k)/2 * (X[k]-conjg(X[n/2-k])),
 *            A[n/2-k] = X[n/2-k] +
 *                            conjg((1+i*W(n)^k)/2 * (X[k]-conjg(X[n/2-k]))),
 *                0<=k<=n/2
 *            (notes: conjg() is a complex conjugate, X[n/2]=X[0]).
 *        ----------------------
 *
 *    Reference:
 *        * Masatake MORI, Makoto NATORI, Tatuo TORII: Suchikeisan,
 *          Iwanamikouzajyouhoukagaku18, Iwanami, 1982 (Japanese)
 *        * Henri J. Nussbaumer: Fast Fourier Transform and Convolution
 *          Algorithms, Springer Verlag, 1982
 *        * C. S. Burrus, Notes on the FFT (with large FFT paper list)
 *          http://www-dsp.rice.edu/research/fft/fftnote.asc
 *
 *    Copyright:
 *        Copyright(C) 1996-1999 Takuya OOURA
 *        email: ooura@mmm.t.u-tokyo.ac.jp
 *        download: http://momonga.t.u-tokyo.ac.jp/~ooura/fft.html
 *        You may use, copy, modify this code for any purpose and
 *        without fee. You may distribute this ORIGINAL package.
 */

/*

functions
    rdft: Real Discrete Fourier Transform

function prototypes
    void rdft(int, int, double *);

-------- Real DFT / Inverse of Real DFT --------
    [definition]
        <case1> RDFT
            R[k] = sum_j=0^n-1 a[j]*cos(2*pi*j*k/n), 0<=k<=n/2
            I[k] = sum_j=0^n-1 a[j]*sin(2*pi*j*k/n), 0<k<n/2
        <case2> IRDFT (excluding scale)
            a[k] = (R[0] + R[n/2]*cos(pi*k))/2 +
                   sum_j=1^n/2-1 R[j]*cos(2*pi*j*k/n) +
                   sum_j=1^n/2-1 I[j]*sin(2*pi*j*k/n), 0<=k<n
    [usage]
        <case1>
            rdft(n, 1, a);
        <case2>
            rdft(n, -1, a);
    [parameters]
        n              :data length (int)
                        n >= 2, n = power of 2
        a[0...n-1]     :input/output data (double *)
                        <case1>
                            output data
                                a[2*k] = R[k], 0<=k<n/2
                                a[2*k+1] = I[k], 0<k<n/2
                                a[1] = R[n/2]
                        <case2>
                            input data
                                a[2*j] = R[j], 0<=j<n/2
                                a[2*j+1] = I[j], 0<j<n/2
                                a[1] = R[n/2]
    [remark]
        Inverse of
            rdft(n, 1, a);
        is
            rdft(n, -1, a);
            for (j = 0; j <= n - 1; j++) {
                a[j] *= 2.0 / n;
            }
*/


void	M_rdft(int n, int isgn, double *a)
{
	double xi;

	if (isgn >= 0)
	{
		if (n > 4)
		{
			M_bitrv2(n, a);
			M_cftfsub(n, a);
			M_rftfsub(n, a);
		}
		else if (n == 4)
		{
			M_cftfsub(n, a);
		}
		xi = a[0] - a[1];
		a[0] += a[1];
		a[1] = xi;
	}
	else
	{
		a[1] = 0.5 * (a[0] - a[1]);
		a[0] -= a[1];
		if (n > 4)
		{
			M_rftbsub(n, a);
			M_bitrv2(n, a);
			M_cftbsub(n, a);
		}
		else if (n == 4)
		{
			M_cftfsub(n, a);
		}
	}
}



void    M_bitrv2(int n, double *a)
{
	int j0, k0, j1, k1, l, m, i, j, k;
	double xr, xi, yr, yi;

	l = n >> 2;
	m = 2;
	while (m < l)
	{
		l >>= 1;
		m <<= 1;
	}
	if (m == l)
	{
		j0 = 0;
		for (k0 = 0; k0 < m; k0 += 2)
		{
			k = k0;
			for (j = j0; j < j0 + k0; j += 2)
			{
				xr = a[j];
				xi = a[j + 1];
				yr = a[k];
				yi = a[k + 1];
				a[j] = yr;
				a[j + 1] = yi;
				a[k] = xr;
				a[k + 1] = xi;
				j1 = j + m;
				k1 = k + 2 * m;
				xr = a[j1];
				xi = a[j1 + 1];
				yr = a[k1];
				yi = a[k1 + 1];
				a[j1] = yr;
				a[j1 + 1] = yi;
				a[k1] = xr;
				a[k1 + 1] = xi;
				j1 += m;
				k1 -= m;
				xr = a[j1];
				xi = a[j1 + 1];
				yr = a[k1];
				yi = a[k1 + 1];
				a[j1] = yr;
				a[j1 + 1] = yi;
				a[k1] = xr;
				a[k1 + 1] = xi;
				j1 += m;
				k1 += 2 * m;
				xr = a[j1];
				xi = a[j1 + 1];
				yr = a[k1];
				yi = a[k1 + 1];
				a[j1] = yr;
				a[j1 + 1] = yi;
				a[k1] = xr;
				a[k1 + 1] = xi;
				for (i = n >> 1; i > (k ^= i); i >>= 1);
			}
			j1 = j0 + k0 + m;
			k1 = j1 + m;
			xr = a[j1];
			xi = a[j1 + 1];
			yr = a[k1];
			yi = a[k1 + 1];
			a[j1] = yr;
			a[j1 + 1] = yi;
			a[k1] = xr;
			a[k1 + 1] = xi;
			for (i = n >> 1; i > (j0 ^= i); i >>= 1);
		}
	}
	else
	{
		j0 = 0;
		for (k0 = 2; k0 < m; k0 += 2)
		{
			for (i = n >> 1; i > (j0 ^= i); i >>= 1);
			k = k0;
			for (j = j0; j < j0 + k0; j += 2)
			{
				xr = a[j];
				xi = a[j + 1];
				yr = a[k];
				yi = a[k + 1];
				a[j] = yr;
				a[j + 1] = yi;
				a[k] = xr;
				a[k + 1] = xi;
				j1 = j + m;
				k1 = k + m;
				xr = a[j1];
				xi = a[j1 + 1];
				yr = a[k1];
				yi = a[k1 + 1];
				a[j1] = yr;
				a[j1 + 1] = yi;
				a[k1] = xr;
				a[k1 + 1] = xi;
				for (i = n >> 1; i > (k ^= i); i >>= 1);
			}
		}
	}
}



void    M_cftfsub(int n, double *a)
{
	int j, j1, j2, j3, l;
	double x0r, x0i, x1r, x1i, x2r, x2i, x3r, x3i;

	l = 2;
	if (n > 8)
	{
		M_cft1st(n, a);
		l = 8;
		while ((l << 2) < n)
		{
			M_cftmdl(n, l, a);
			l <<= 2;
		}
	}
	if ((l << 2) == n)
	{
		for (j = 0; j < l; j += 2)
		{
			j1 = j + l;
			j2 = j1 + l;
			j3 = j2 + l;
			x0r = a[j] + a[j1];
			x0i = a[j + 1] + a[j1 + 1];
			x1r = a[j] - a[j1];
			x1i = a[j + 1] - a[j1 + 1];
			x2r = a[j2] + a[j3];
			x2i = a[j2 + 1] + a[j3 + 1];
			x3r = a[j2] - a[j3];
			x3i = a[j2 + 1] - a[j3 + 1];
			a[j] = x0r + x2r;
			a[j + 1] = x0i + x2i;
			a[j2] = x0r - x2r;
			a[j2 + 1] = x0i - x2i;
			a[j1] = x1r - x3i;
			a[j1 + 1] = x1i + x3r;
			a[j3] = x1r + x3i;
			a[j3 + 1] = x1i - x3r;
		}
	}
	else
	{
		for (j = 0; j < l; j += 2)
		{
			j1 = j + l;
			x0r = a[j] - a[j1];
			x0i = a[j + 1] - a[j1 + 1];
			a[j] += a[j1];
			a[j + 1] += a[j1 + 1];
			a[j1] = x0r;
			a[j1 + 1] = x0i;
		}
	}
}



void 	M_cftbsub(int n, double *a)
{
	int j, j1, j2, j3, l;
	double x0r, x0i, x1r, x1i, x2r, x2i, x3r, x3i;

	l = 2;
	if (n > 8)
	{
		M_cft1st(n, a);
		l = 8;
		while ((l << 2) < n)
		{
			M_cftmdl(n, l, a);
			l <<= 2;
		}
	}
	if ((l << 2) == n)
	{
		for (j = 0; j < l; j += 2)
		{
			j1 = j + l;
			j2 = j1 + l;
			j3 = j2 + l;
			x0r = a[j] + a[j1];
			x0i = -a[j + 1] - a[j1 + 1];
			x1r = a[j] - a[j1];
			x1i = -a[j + 1] + a[j1 + 1];
			x2r = a[j2] + a[j3];
			x2i = a[j2 + 1] + a[j3 + 1];
			x3r = a[j2] - a[j3];
			x3i = a[j2 + 1] - a[j3 + 1];
			a[j] = x0r + x2r;
			a[j + 1] = x0i - x2i;
			a[j2] = x0r - x2r;
			a[j2 + 1] = x0i + x2i;
			a[j1] = x1r - x3i;
			a[j1 + 1] = x1i - x3r;
			a[j3] = x1r + x3i;
			a[j3 + 1] = x1i + x3r;
		}
	}
	else
	{
		for (j = 0; j < l; j += 2)
		{
			j1 = j + l;
			x0r = a[j] - a[j1];
			x0i = -a[j + 1] + a[j1 + 1];
			a[j] += a[j1];
			a[j + 1] = -a[j + 1] - a[j1 + 1];
			a[j1] = x0r;
			a[j1 + 1] = x0i;
		}
	}
}



void 	M_cft1st(int n, double *a)
{
	int j, kj, kr;
	double ew, wn4r, wk1r, wk1i, wk2r, wk2i, wk3r, wk3i;
	double x0r, x0i, x1r, x1i, x2r, x2i, x3r, x3i;

	x0r = a[0] + a[2];
	x0i = a[1] + a[3];
	x1r = a[0] - a[2];
	x1i = a[1] - a[3];
	x2r = a[4] + a[6];
	x2i = a[5] + a[7];
	x3r = a[4] - a[6];
	x3i = a[5] - a[7];
	a[0] = x0r + x2r;
	a[1] = x0i + x2i;
	a[4] = x0r - x2r;
	a[5] = x0i - x2i;
	a[2] = x1r - x3i;
	a[3] = x1i + x3r;
	a[6] = x1r + x3i;
	a[7] = x1i - x3r;
	wn4r = WR5000;
	x0r = a[8] + a[10];
	x0i = a[9] + a[11];
	x1r = a[8] - a[10];
	x1i = a[9] - a[11];
	x2r = a[12] + a[14];
	x2i = a[13] + a[15];
	x3r = a[12] - a[14];
	x3i = a[13] - a[15];
	a[8] = x0r + x2r;
	a[9] = x0i + x2i;
	a[12] = x2i - x0i;
	a[13] = x0r - x2r;
	x0r = x1r - x3i;
	x0i = x1i + x3r;
	a[10] = wn4r * (x0r - x0i);
	a[11] = wn4r * (x0r + x0i);
	x0r = x3i + x1r;
	x0i = x3r - x1i;
	a[14] = wn4r * (x0i - x0r);
	a[15] = wn4r * (x0i + x0r);
	ew = MM_PI_2 / n;
	kr = 0;
	for (j = 16; j < n; j += 16)
	{
		for (kj = n >> 2; kj > (kr ^= kj); kj >>= 1);
		wk1r = cos(ew * kr);
		wk1i = sin(ew * kr);
		wk2r = 1 - 2 * wk1i * wk1i;
		wk2i = 2 * wk1i * wk1r;
		wk3r = wk1r - 2 * wk2i * wk1i;
		wk3i = 2 * wk2i * wk1r - wk1i;
		x0r = a[j] + a[j + 2];
		x0i = a[j + 1] + a[j + 3];
		x1r = a[j] - a[j + 2];
		x1i = a[j + 1] - a[j + 3];
		x2r = a[j + 4] + a[j + 6];
		x2i = a[j + 5] + a[j + 7];
		x3r = a[j + 4] - a[j + 6];
		x3i = a[j + 5] - a[j + 7];
		a[j] = x0r + x2r;
		a[j + 1] = x0i + x2i;
		x0r -= x2r;
		x0i -= x2i;
		a[j + 4] = wk2r * x0r - wk2i * x0i;
		a[j + 5] = wk2r * x0i + wk2i * x0r;
		x0r = x1r - x3i;
		x0i = x1i + x3r;
		a[j + 2] = wk1r * x0r - wk1i * x0i;
		a[j + 3] = wk1r * x0i + wk1i * x0r;
		x0r = x1r + x3i;
		x0i = x1i - x3r;
		a[j + 6] = wk3r * x0r - wk3i * x0i;
		a[j + 7] = wk3r * x0i + wk3i * x0r;
		x0r = wn4r * (wk1r - wk1i);
		wk1i = wn4r * (wk1r + wk1i);
		wk1r = x0r;
		wk3r = wk1r - 2 * wk2r * wk1i;
		wk3i = 2 * wk2r * wk1r - wk1i;
		x0r = a[j + 8] + a[j + 10];
		x0i = a[j + 9] + a[j + 11];
		x1r = a[j + 8] - a[j + 10];
		x1i = a[j + 9] - a[j + 11];
		x2r = a[j + 12] + a[j + 14];
		x2i = a[j + 13] + a[j + 15];
		x3r = a[j + 12] - a[j + 14];
		x3i = a[j + 13] - a[j + 15];
		a[j + 8] = x0r + x2r;
		a[j + 9] = x0i + x2i;
		x0r -= x2r;
		x0i -= x2i;
		a[j + 12] = -wk2i * x0r - wk2r * x0i;
		a[j + 13] = -wk2i * x0i + wk2r * x0r;
		x0r = x1r - x3i;
		x0i = x1i + x3r;
		a[j + 10] = wk1r * x0r - wk1i * x0i;
		a[j + 11] = wk1r * x0i + wk1i * x0r;
		x0r = x1r + x3i;
		x0i = x1i - x3r;
		a[j + 14] = wk3r * x0r - wk3i * x0i;
		a[j + 15] = wk3r * x0i + wk3i * x0r;
	}
}



void 	M_cftmdl(int n, int l, double *a)
{
	int j, j1, j2, j3, k, kj, kr, m, m2;
	double ew, wn4r, wk1r, wk1i, wk2r, wk2i, wk3r, wk3i;
	double x0r, x0i, x1r, x1i, x2r, x2i, x3r, x3i;

	m = l << 2;
	for (j = 0; j < l; j += 2)
	{
		j1 = j + l;
		j2 = j1 + l;
		j3 = j2 + l;
		x0r = a[j] + a[j1];
		x0i = a[j + 1] + a[j1 + 1];
		x1r = a[j] - a[j1];
		x1i = a[j + 1] - a[j1 + 1];
		x2r = a[j2] + a[j3];
		x2i = a[j2 + 1] + a[j3 + 1];
		x3r = a[j2] - a[j3];
		x3i = a[j2 + 1] - a[j3 + 1];
		a[j] = x0r + x2r;
		a[j + 1] = x0i + x2i;
		a[j2] = x0r - x2r;
		a[j2 + 1] = x0i - x2i;
		a[j1] = x1r - x3i;
		a[j1 + 1] = x1i + x3r;
		a[j3] = x1r + x3i;
		a[j3 + 1] = x1i - x3r;
	}
	wn4r = WR5000;
	for (j = m; j < l + m; j += 2)
	{
		j1 = j + l;
		j2 = j1 + l;
		j3 = j2 + l;
		x0r = a[j] + a[j1];
		x0i = a[j + 1] + a[j1 + 1];
		x1r = a[j] - a[j1];
		x1i = a[j + 1] - a[j1 + 1];
		x2r = a[j2] + a[j3];
		x2i = a[j2 + 1] + a[j3 + 1];
		x3r = a[j2] - a[j3];
		x3i = a[j2 + 1] - a[j3 + 1];
		a[j] = x0r + x2r;
		a[j + 1] = x0i + x2i;
		a[j2] = x2i - x0i;
		a[j2 + 1] = x0r - x2r;
		x0r = x1r - x3i;
		x0i = x1i + x3r;
		a[j1] = wn4r * (x0r - x0i);
		a[j1 + 1] = wn4r * (x0r + x0i);
		x0r = x3i + x1r;
		x0i = x3r - x1i;
		a[j3] = wn4r * (x0i - x0r);
		a[j3 + 1] = wn4r * (x0i + x0r);
	}
	ew = MM_PI_2 / n;
	kr = 0;
	m2 = 2 * m;
	for (k = m2; k < n; k += m2)
	{
		for (kj = n >> 2; kj > (kr ^= kj); kj >>= 1);
		wk1r = cos(ew * kr);
		wk1i = sin(ew * kr);
		wk2r = 1 - 2 * wk1i * wk1i;
		wk2i = 2 * wk1i * wk1r;
		wk3r = wk1r - 2 * wk2i * wk1i;
		wk3i = 2 * wk2i * wk1r - wk1i;
		for (j = k; j < l + k; j += 2)
		{
			j1 = j + l;
			j2 = j1 + l;
			j3 = j2 + l;
			x0r = a[j] + a[j1];
			x0i = a[j + 1] + a[j1 + 1];
			x1r = a[j] - a[j1];
			x1i = a[j + 1] - a[j1 + 1];
			x2r = a[j2] + a[j3];
			x2i = a[j2 + 1] + a[j3 + 1];
			x3r = a[j2] - a[j3];
			x3i = a[j2 + 1] - a[j3 + 1];
			a[j] = x0r + x2r;
			a[j + 1] = x0i + x2i;
			x0r -= x2r;
			x0i -= x2i;
			a[j2] = wk2r * x0r - wk2i * x0i;
			a[j2 + 1] = wk2r * x0i + wk2i * x0r;
			x0r = x1r - x3i;
			x0i = x1i + x3r;
			a[j1] = wk1r * x0r - wk1i * x0i;
			a[j1 + 1] = wk1r * x0i + wk1i * x0r;
			x0r = x1r + x3i;
			x0i = x1i - x3r;
			a[j3] = wk3r * x0r - wk3i * x0i;
			a[j3 + 1] = wk3r * x0i + wk3i * x0r;
		}
		x0r = wn4r * (wk1r - wk1i);
		wk1i = wn4r * (wk1r + wk1i);
		wk1r = x0r;
		wk3r = wk1r - 2 * wk2r * wk1i;
		wk3i = 2 * wk2r * wk1r - wk1i;
		for (j = k + m; j < l + (k + m); j += 2)
		{
			j1 = j + l;
			j2 = j1 + l;
			j3 = j2 + l;
			x0r = a[j] + a[j1];
			x0i = a[j + 1] + a[j1 + 1];
			x1r = a[j] - a[j1];
			x1i = a[j + 1] - a[j1 + 1];
			x2r = a[j2] + a[j3];
			x2i = a[j2 + 1] + a[j3 + 1];
			x3r = a[j2] - a[j3];
			x3i = a[j2 + 1] - a[j3 + 1];
			a[j] = x0r + x2r;
			a[j + 1] = x0i + x2i;
			x0r -= x2r;
			x0i -= x2i;
			a[j2] = -wk2i * x0r - wk2r * x0i;
			a[j2 + 1] = -wk2i * x0i + wk2r * x0r;
			x0r = x1r - x3i;
			x0i = x1i + x3r;
			a[j1] = wk1r * x0r - wk1i * x0i;
			a[j1 + 1] = wk1r * x0i + wk1i * x0r;
			x0r = x1r + x3i;
			x0i = x1i - x3r;
			a[j3] = wk3r * x0r - wk3i * x0i;
			a[j3 + 1] = wk3r * x0i + wk3i * x0r;
		}
	}
}



void 	M_rftfsub(int n, double *a)
{
	int i, i0, j, k;
	double ec, w1r, w1i, wkr, wki, wdr, wdi, ss, xr, xi, yr, yi;

	ec = 2 * MM_PI_2 / n;
	wkr = 0;
	wki = 0;
	wdi = cos(ec);
	wdr = sin(ec);
	wdi *= wdr;
	wdr *= wdr;
	w1r = 1 - 2 * wdr;
	w1i = 2 * wdi;
	ss = 2 * w1i;
	i = n >> 1;
	while (1)
	{
		i0 = i - 4 * RDFT_LOOP_DIV;
		if (i0 < 4)
		{
			i0 = 4;
		}
		for (j = i - 4; j >= i0; j -= 4)
		{
			k = n - j;
			xr = a[j + 2] - a[k - 2];
			xi = a[j + 3] + a[k - 1];
			yr = wdr * xr - wdi * xi;
			yi = wdr * xi + wdi * xr;
			a[j + 2] -= yr;
			a[j + 3] -= yi;
			a[k - 2] += yr;
			a[k - 1] -= yi;
			wkr += ss * wdi;
			wki += ss * (0.5 - wdr);
			xr = a[j] - a[k];
			xi = a[j + 1] + a[k + 1];
			yr = wkr * xr - wki * xi;
			yi = wkr * xi + wki * xr;
			a[j] -= yr;
			a[j + 1] -= yi;
			a[k] += yr;
			a[k + 1] -= yi;
			wdr += ss * wki;
			wdi += ss * (0.5 - wkr);
		}
		if (i0 == 4)
		{
			break;
		}
		wkr = 0.5 * sin(ec * i0);
		wki = 0.5 * cos(ec * i0);
		wdr = 0.5 - (wkr * w1r - wki * w1i);
		wdi = wkr * w1i + wki * w1r;
		wkr = 0.5 - wkr;
		i = i0;
	}
	xr = a[2] - a[n - 2];
	xi = a[3] + a[n - 1];
	yr = wdr * xr - wdi * xi;
	yi = wdr * xi + wdi * xr;
	a[2] -= yr;
	a[3] -= yi;
	a[n - 2] += yr;
	a[n - 1] -= yi;
}



void 	M_rftbsub(int n, double *a)
{
	int i, i0, j, k;
	double ec, w1r, w1i, wkr, wki, wdr, wdi, ss, xr, xi, yr, yi;

	ec = 2 * MM_PI_2 / n;
	wkr = 0;
	wki = 0;
	wdi = cos(ec);
	wdr = sin(ec);
	wdi *= wdr;
	wdr *= wdr;
	w1r = 1 - 2 * wdr;
	w1i = 2 * wdi;
	ss = 2 * w1i;
	i = n >> 1;
	a[i + 1] = -a[i + 1];
	while (1)
	{
		i0 = i - 4 * RDFT_LOOP_DIV;
		if (i0 < 4)
		{
			i0 = 4;
		}
		for (j = i - 4; j >= i0; j -= 4)
		{
			k = n - j;
			xr = a[j + 2] - a[k - 2];
			xi = a[j + 3] + a[k - 1];
			yr = wdr * xr + wdi * xi;
			yi = wdr * xi - wdi * xr;
			a[j + 2] -= yr;
			a[j + 3] = yi - a[j + 3];
			a[k - 2] += yr;
			a[k - 1] = yi - a[k - 1];
			wkr += ss * wdi;
			wki += ss * (0.5 - wdr);
			xr = a[j] - a[k];
			xi = a[j + 1] + a[k + 1];
			yr = wkr * xr + wki * xi;
			yi = wkr * xi - wki * xr;
			a[j] -= yr;
			a[j + 1] = yi - a[j + 1];
			a[k] += yr;
			a[k + 1] = yi - a[k + 1];
			wdr += ss * wki;
			wdi += ss * (0.5 - wkr);
		}
		if (i0 == 4)
		{
			break;
		}
		wkr = 0.5 * sin(ec * i0);
		wki = 0.5 * cos(ec * i0);
		wdr = 0.5 - (wkr * w1r - wki * w1i);
		wdi = wkr * w1i + wki * w1r;
		wkr = 0.5 - wkr;
		i = i0;
	}
	xr = a[2] - a[n - 2];
	xi = a[3] + a[n - 1];
	yr = wdr * xr + wdi * xi;
	yi = wdr * xi - wdi * xr;
	a[2] -= yr;
	a[3] = yi - a[3];
	a[n - 2] += yr;
	a[n - 1] = yi - a[n - 1];
	a[1] = -a[1];
}