/* NUMlapack.c
 *
 * Copyright (C) 1994-2003 David Weenink
 *
 * This program is free software; 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.
 *
 * This program 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
 * General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License
 * along with this program; if not, write to the Free Software
 * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
 */

/*
 djmw 20020812 GPL header
 djmw 20030205 Latest modification (NUMmacros)
 djmw 20071022 NUMmatricesToUpperTriangularForms now inializes l=0
*/

#include "NUM.h"
#include "NUMlapack.h"
#include "NUMmachar.h"
#include "melder.h"

#define MAX(m,n) ((m) > (n) ? (m) : (n))
#define MIN(m,n) ((m) < (n) ? (m) : (n))
#define SIGN(x,s) ((s) < 0 ? -fabs (x) : fabs(x))
#define TOVEC(x) (&(x) - 1)

void NUMidentity (double **a, long rb, long re, long cb)
{
	for (long i = rb; i <= re; i++)
	{
		for (long j = cb; j <= cb + (re - rb); j++) a[i][j] = 0;
		a[i][i] = 1;
	}
}

double NUMpythagoras (double a, double b)
{
	double absa = fabs (a), absb = fabs (b);
	double w = MAX (absa, absb);
	double z = MIN (absa, absb);
	if (z == 0) return w;
	double t = z / w;
	return w * sqrt (1 + t * t);
}

double NUMnorm2 (long n, double *x, long incx)
{
	if (n < 1 || incx < 1 ) return 0;
    if (n == 1) return fabs (x[1]);

	double scale = 0, ssq = 1;
	for (long i = 1; i <= 1 + (n - 1) * incx; i += incx)
	{
		if (x[i] != 0)
		{
			double absxi = fabs (x[i]);
			if (scale < absxi)
			{
				double tmp = scale / absxi;
				ssq = 1 + ssq * tmp * tmp;
				scale = absxi;
			}
			else
			{
				double tmp = absxi / scale;
                  ssq += tmp * tmp;
			}
		}
	}
	return scale * sqrt (ssq);
}


double NUMfrobeniusnorm (long m, long n, double **x)
{
	if (n < 1 || m < 1) return 0;

	double scale = 0, ssq = 1;
	for (long i = 1; i <= m; i++)
	{
		for (long j = 1; j <= n; j++)
		{
			if (x[i][j] != 0)
			{
				double absxi = fabs (x[i][j]);
				if (scale < absxi)
				{
					double t = scale / absxi;
					ssq = 1 + ssq * t * t;
					scale = absxi;
				}
				else
				{
					double t = absxi / scale;
					ssq  += t * t;
				}
			}
		}
	}
	return scale * sqrt (ssq);
}


double NUMdotproduct (long n, double x[], long incx, double y[], long incy)
{
	long ix = 1, iy = 1;
	if (n <= 0) return 0;
	if (incx < 0) ix = (-n + 1) * incx + 1;
	if (incy < 0) iy = (-n + 1) * incy + 1;

	double dot = 0;
	for (long i = 1; i <= n; i++, ix += incx, iy += incy) dot += x[ix] * y[iy];

	return dot;
}

void NUMdaxpy (long n, double da, double x[], long incx, double y[], long incy)
{
	long ix = 1, iy = 1;

	if (n <= 0) return;
	if (incx < 0) ix = (-n + 1) * incx + 1;
	if (incy < 0) iy = (-n + 1) * incy + 1;

	for (long i = 1; i <= n; i++, ix += incx, iy += incy) y[iy] += da * x[ix];
}

void NUMvector_scale (long n, double da, double dx[], long incx)
{
	if ( n < 1 || incx < 1 ) return;
	for (long i = 1; i <= n * incx; i += incx) dx[i] *= da;
}

void NUMcopyElements (long n, double x[], long incx, double y[], long incy)
{
	if (n <= 0) return;
	if (incx == 1 && incy == 1)
	{
		for (long i = 1; i <= n; i++) y[i] = x[i];
	}
	else
	{
		long ix = 1, iy = 1;
		if (incx < 0) ix = (-n + 1) * incx + 1;
		if (incy < 0) iy = (-n + 1) * incy + 1;
		for (long i = 1; i <= n; i++, ix += incx, iy += incy) y[iy] = x[ix];
	}
}

void NUMplaneRotation (long n, double x[], long incx, double y[], long incy,
	double c, double s)
{
	if (n < 1) return;
	if (incx == 1 && incy == 1)
	{
		for (long i = 1; i <= n; i++)
		{
        	double xt = c * x[i] + s * y[i];
        	y[i] = c * y[i] - s * x[i];
        	x[i] = xt;
        }
	}
	else
	{
		long ix = 1, iy = 1;
		if (incx < 0) ix = (-n + 1) * incx + 1;
		if (incy < 0) iy = (-n + 1) * incy + 1;
		for (long i = 1; i <= n; i++, ix += incx, iy += incy)
		{
       		double xt = c * x[ix] + s * y[iy];
        	y[iy] = c * y[iy] - s * x[ix];
        	x[ix] = xt;
		}
	}
}

void NUMpermuteColumns (int forward, long m, long n, double **x, long *perm)
{
	if (n <= 1) return;

    for (long i = 1; i <= n; i++) perm[i] = - perm[i];

	if (forward)
	{
		for (long i = 1; i <= n; i++)
		{
			if (perm[i] > 0) continue;

            long j = i;
			perm[j] = -perm[j];
			long in = perm[j];
			for (;;)
			{
            	if (perm[in] > 0) break;
            	for (long ii = 1; ii <= m; ii++)
            	{
               		double tmp = x[ii][j];
					x[ii][j] = x[ii][in];
					x[ii][in] = tmp;
				}
            	perm[in] = -perm[in];
				j = in;
				in = perm[in];
			}
		}
	}
	else
	{
		for (long i=1; i <= n; i++)
		{
            if (perm[i] > 0) continue;
			long j = perm[i] = - perm[i];
			for (;;)
			{
            	if (j == i) break;
            	for (long ii=1; ii <= m; ii++)
            	{
               		double tmp = x[ii][i];
					x[ii][i] = x[ii][j];
					x[ii][j] = tmp;
				}
            	perm[j] = -perm[j];
				j = perm[j];
			}
		}
	}
}

void NUMfindHouseholder (long n, double *alpha, double x[], long incx,
	double *tau)
{
	double beta, safmin, xnorm;

	if (n < 2 || (xnorm = NUMnorm2 (n - 1, x, incx)) == 0)
	{
		*tau = 0; return;
	}

	beta = NUMpythagoras (*alpha, xnorm);
	if (*alpha > 0) beta = - beta;
	if (! NUMfpp) NUMmachar ();
	safmin = NUMfpp -> sfmin / NUMfpp -> eps;

	if (fabs (beta) >= safmin)
	{
		 *tau = (beta - *alpha) / beta;
		NUMvector_scale (n - 1, 1 / (*alpha - beta), x, incx);
		*alpha = beta;
	}
	else
	{
		/*
			xnorm, beta may be inaccurate; scale x and recompute them
		*/

		double rsafmn = 1 / safmin;
		int i, knt = 0;
		do
		{
			knt++;
			NUMvector_scale (n - 1, rsafmn, x, incx);
			beta *= rsafmn; *alpha *= rsafmn;
		} while (fabs (beta) < safmin);

		/*
			New beta is at most 1, at least safmin
		*/

		xnorm = NUMnorm2 (n-1, x, incx);
		beta = NUMpythagoras (*alpha, xnorm);
		if (*alpha > 0) beta = - beta;
		*tau = (beta - *alpha) / beta;
		NUMvector_scale (n - 1, 1 / (*alpha - beta), x, incx);

		/*
			If alpha is subnormal, it may lose relative accuracy
		*/

		*alpha = beta;
		for (i = 1; i <= knt; i++) *alpha *= safmin;
	}
}

void NUMfindGivens (double f, double g, double *cs, double *sn, double *r)
{
	int count, i;
	double f1, g1, scale, safmn2, safmx2;

	if (! NUMfpp) NUMmachar ();
	safmn2 = pow (NUMfpp -> base, (long)(log (NUMfpp -> sfmin / NUMfpp -> eps) /
		log (NUMfpp -> base) / 2.));
	safmx2 = 1 / safmn2;

	if (g == 0)
	{
         *cs = 1;
		 *sn = 0;
		 *r = f;
		 return;
    }
	if (f == 0)
	{
		*cs = 0;
		*sn = 1;
		*r = g;
		return;
	}

	f1 = f; g1 = g;
	scale = MAX (fabs (f1), fabs (g1));
	if (scale >= safmx2)
	{
		count = 0;
		do
		{
			count++;
			f1 *= safmn2;
			g1 *= safmn2;
			scale = MAX (fabs (f1), fabs (g1));
		} while (scale >= safmx2);

		*r = sqrt (f1 * f1 + g1 * g1);
		*cs = f1 / *r;
		*sn = g1 / *r;
		for (i = 1; i <= count; i++) *r *= safmx2;
	}
	else if (scale <= safmn2)
	{
		count = 0;
		do
		{
			count++;
			f1 *= safmx2;
			g1 *= safmx2;
			scale = MAX (fabs (f1), fabs (g1));
		} while (scale <= safmn2);

		*r = sqrt (f1 * f1 + g1 * g1);
		*cs = f1 / *r;
		*sn = g1 / *r;
		for (i = 1; i <= count; i++) *r *= safmn2;
	}
	else
	{
		*r = sqrt (f1 * f1 + g1 * g1);
		*cs = f1 / *r;
		*sn = g1 / *r;
	}

	if (fabs (f) > fabs (g) && *cs < 0)
	{
		*cs = -*cs;
		*sn = -*sn;
		*r = -*r;
	}
}

void NUMapplyFactoredHouseholder (double **c, long rb, long re, long cb,
	long ce, double v[], long incv, double tau, int side)
{
	long i, j, iv;
	double sum;

	Melder_assert ((re - rb) >= 0 && (ce - cb) >= 0 && incv != 0);

	if (tau == 0) return;
	if (side == NUM_LEFT)
	{	/*
			Form  Q * C:
			1. w := C' * v
			2. C := C - v * w'
		*/
		for (j = cb; j <= ce; j++)
		{
			for (sum = 0, iv = 1, i = rb; i <= re; i++, iv += incv)
			{
				sum += c[i][j] * v[iv];
			}
			sum *= tau;
			for (iv = 1, i = rb; i <= re; i++, iv += incv)
			{
				c[i][j] -= v[iv] * sum;
			}
		}
	}
	else /* side == NUM_RIGHT */
	{
		/*
			Form  C * Q
			1. w := C * v
			2. C := C - w * v'
		*/
		for (i = rb; i <= re; i++)
		{
			for (sum = 0, iv = 1, j = cb; j <= ce; j++, iv += incv)
			{
				sum += c[i][j] * v[iv];
			}
			sum *= tau;
			for (iv = 1, j = cb; j <= ce; j++, iv += incv)
			{
				c[i][j] -= sum * v[iv];
			}
		}
	}
}

void NUMapplyFactoredHouseholders (double **c, long rb, long re, long cb,
	long ce, double **v, long rbv, long rev, long cbv, long cev, long incv,
	double tau[], int side, int trans)
{
	int left = side == NUM_LEFT, transpose = trans != NUM_NOTRANSPOSE;
	long mv = rev - rbv + 1, nv = cev - cbv + 1;
	long i, i_begin, i_end, i_inc, numberOfHouseholders, order_v;
	long m = re - rb + 1, n = ce - cb + 1;
	long rbc = rb, rec = re, cbc = cb, cec = ce;

	if (incv != 1)	/* by column (QR) */
	{
		numberOfHouseholders = mv > nv ? nv : mv - 1;
		order_v = mv;
	}
	else /* by row (RQ) */
	{
		numberOfHouseholders = nv > mv ? mv : nv - 1;
		order_v = nv;
	}

	Melder_assert (m > 0 && n > 0 && mv > 0 && nv > 0);
	Melder_assert (numberOfHouseholders <= MAX (m, n));
	Melder_assert ((left && m == order_v) || (! left && n == order_v));

	if ((left && ! transpose) || (! left && transpose))
	{
		i_begin = numberOfHouseholders;
		i_end = 0;
		i_inc = -1;
	}
	else
	{
		i_begin = 1;
		i_end = numberOfHouseholders + 1;
		i_inc = 1;
	}

	i = i_begin;
	while (i != i_end)
	{
		double save, *v1; long vr, vc;
		if (incv == 1)
		{
			vr = rev - i + 1;
			vc = cev - i + 1;
			if (left) rec = re - i + 1;
			else cec = ce - i + 1;
			v1 = v[vr];
		}
		else
		{
			vr = rbv + i - 1;
			vc = cbv + i - 1;
			if (left) rbc = rb + i - 1;
			else cbc = cb + i - 1;
			v1 = TOVEC (v[vr][vc]);
		}
		save = v[vr][vc]; v[vr][vc] = 1;
		NUMapplyFactoredHouseholder (c, rbc, rec, cbc, cec, v1, incv, tau[i],
			side);
		v[vr][vc] = save;

		i += i_inc;
	}
}

void NUMhouseholderQR (double **a, long rb, long re, long cb, long ce,
	long lda, double tau[])
{
	long i, m = re - rb + 1, n = ce - cb + 1;
	long numberOfHouseholders = MIN (m, n);

	Melder_assert (numberOfHouseholders > 0);

	if (numberOfHouseholders == m)
	{
		tau[m] = 0; numberOfHouseholders--;
	}

	for (i = 1; i <= numberOfHouseholders; i++)
	{
		long ri = rb + i - 1, ci = cb + i - 1;

		/*
			Generate elementary reflector H(i) to annihilate "A(i+1:m,i)"
		*/

		NUMfindHouseholder (m - i + 1, &a[ri][ci], TOVEC (a[ri + 1][ci]),
			lda, &tau[i]);

		if (i < n)
		{
			/*
				Apply H(i) to "A(i:m, i+1:n)" from the left
			*/

			double save = a[ri][ci];
			a[ri][ci] = 1;
			NUMapplyFactoredHouseholder (a, ri, re, cb + i, ce,
				TOVEC(a[ri][ci]), lda, tau[i], NUM_LEFT);
			a[ri][ci] = save;
		}
	}
}


int NUMhouseholderQRwithColumnPivoting (long m, long n, double **a, long lda,
	long pivot[], double tau[])
{
	long numberOfHouseholders = MIN (m, n);

	Melder_assert (numberOfHouseholders > 0);

	if (! pivot)
	{
		NUMhouseholderQR (a, 1, m, 1, n, lda, tau); return 1;
	}

	if (numberOfHouseholders == m)
	{
		tau[m] = 0; numberOfHouseholders--;
	}

	autoNUMvector<double> colnorm (1, 2 * n);
	long itmp = 1;
	for (long i = 1; i <= n; i++)
	{
		if (pivot[i] != 0)
		{
			if (i != itmp)
			{
				for (long j = 1; j <= m; j++)
				{
					double tmp = a[j][i];
					a[j][i] = a[j][itmp];
					a[j][itmp] = tmp;
				}
				pivot[i] = pivot[itmp]; pivot[itmp] = i;
			}
			else pivot[i] = i;
			itmp++;
		}
		else pivot[i] = i;
	}
	itmp--;

	/*
		Compute the QR factorization and update remaining columns
	*/

	if (itmp > 0)
	{
		long ma = MIN (itmp, m);
		NUMhouseholderQR (a, 1, m, 1, ma, lda, tau);
		if (ma < n) NUMapplyFactoredHouseholders (a, 1, m, ma + 1, n, a, 1, m,
			1, ma, lda, tau, NUM_LEFT, NUM_TRANSPOSE);
	}

	if (itmp >= numberOfHouseholders) goto end;

	/*
		Initialize partial column norms. the first n elements of
		colnorm store the exact column norms.
	*/

	for (long i = itmp + 1; i <= n; i++)
	{
		colnorm[n+i] = colnorm[i] = NUMnorm2 (m - itmp, TOVEC(a[itmp+1][i]),
			lda);
	}

	/*
		Compute factorization
	*/

	for (long i = itmp + 1; i <= numberOfHouseholders; i++)
	{
		/*
			Determine ith pivot column and swap if necessary
		*/

		double max = colnorm[i]; long pvt = i;
		for (long j = i + 1; j <= n; j++)
		{
			if (fabs (colnorm[j]) > max)
			{
				max = fabs (colnorm[j]);
				pvt = j;
			}
		}

		if (pvt != i)
		{
            for (long j = 1; j <= m; j++)
            {
            	double tmp = a[j][i];
				a[j][i] = a[j][pvt];
				a[j][pvt] = tmp;
            }

			itmp = pivot[pvt];
			pivot[pvt] = pivot[i];
			pivot[i] = itmp;
			colnorm[pvt] = colnorm[i];
			colnorm[n+pvt] = colnorm[n+i];
		}

		/*
			Generate elementary reflector H(i)
		*/

		NUMfindHouseholder (m - i + 1, &a[i][i], TOVEC(a[i + 1][i]), lda,
			&tau[i]);

		if (i < n)
		{
			/*
				Apply H(i) to A(i:m,i+1:n) from the left
			*/

			double save = a[i][i];
			a[i][i] = 1;
			NUMapplyFactoredHouseholder (a, i, m, i + 1, n, TOVEC(a[i][i]),
				lda, tau[i], NUM_LEFT);
			a[i][i] = save;
		}

		/*
			Update partial column norms.
		*/
		for (long j = i + 1; j <= n; j++)
		{
			if (colnorm[j] == 0) continue;
			double t = a[i][j] / colnorm[j];
			double tmp = 1 - t * t;
			if (tmp < 0) tmp = 0;
			t = colnorm[j] / colnorm[n + j];
			if ((1 + 0.05 * tmp * t * t) == 1)
			{
				if (m - i > 0)
				{
					colnorm[n+j] = colnorm[j] = NUMnorm2 (m - i,
						TOVEC(a[i+1][j]), lda);
				}
				else
				{
					colnorm[j] = colnorm[n+j] = 0;
				}
			}
			else colnorm[j] *= sqrt (tmp);
		}
	}
end:
	return ! Melder_hasError ();
}


void NUMhouseholderRQ (double **a, long rb, long re, long cb, long ce,
	double tau[])
{
	long m = re - rb + 1, n = ce - cb + 1;
	long numberOfHouseholders = MIN (m, n);

	Melder_assert (numberOfHouseholders > 0);

	if (numberOfHouseholders == n)
	{
		tau[n] = 0; numberOfHouseholders--;
	}

	for (long i = 1; i <= numberOfHouseholders; i++)
	{
		/*
			Generate elementary reflector H(i) to annihilate "A(m-i+1,1:n-i)"
		*/

		long ri = re - i + 1, ci = ce - i + 1, order = n - i + 1;

		NUMfindHouseholder (order, &a[ri][ci], a[ri], 1, &tau[i]);

		if (i < m)
		{
			/*
				Apply H(i) to "A(1:m-i,1:n-i+1)" from the right
			*/

			double save = a[ri][ci];
			a[ri][ci] = 1;
			NUMapplyFactoredHouseholder (a, rb, re - i, cb, ci, a[ri], 1,
				tau[i], NUM_RIGHT);
			a[ri][ci] = save;
		}
	}
}


void NUMparallelVectors (long n, double x[], long incx, double y[], long incy,
	double *svmin)
{
	double a11, c, svmax, tau;

	if (n <= 1)
	{
		*svmin = 0;
		return;
	}

	/*
		Compute the QR factorization of the n-by-2 matrix ( x y )
	*/

	NUMfindHouseholder (n, &x[1], TOVEC(x[1 + incx]), incx, &tau);

	a11 = x[1];
	x[1] = 1;

	c = - tau * NUMdotproduct (n, x, incx, y, incy);
	NUMdaxpy (n, c, x, incx, y, incy);

	NUMfindHouseholder (n - 1, &y[1 + incy], TOVEC(y[1 + 2 * incy]), incy, &tau);

	// Compute the svd of 2-by-2 upper triangular matrix.

	NUMsvcmp22 (a11, y[1], y[1 + incy], svmin, &svmax);
}

void NUMsvdcmp22 (double f, double g, double h, double *svmin, double *svmax,
	double *snr, double *csr, double *snl, double *csl)
{
	double a, clt, crt, slt, srt, tsign;
	double ft = f, fa = fabs (f);
	double ht = h, ha = fabs (h);
	double gt = g, ga = fabs (g);

	long pmax = 1;	/* pmax: maximum absolute entry of matrix (f=1, g=2, h=3). */

	bool swap = ha > fa;
	if (swap)
	{
		double tmp = ft;
		ft = ht;
		ht = tmp;
		tmp = fa;
		fa = ha;
		ha = tmp;
		pmax = 3;
	}

	if (ga == 0)
	{
		/* diagonal matrix */

		*svmin = ha;
		*svmax = fa;
		clt = crt = 1;
		slt = srt = 0;
	}
	else
	{
		int gasmal = 1;
		if (ga > fa)
		{
			pmax = 2;
			if (! NUMfpp) NUMmachar ();
			if (fa / ga <= NUMfpp -> eps)
			{
				/* very large ga */
				gasmal = 0;
				*svmax = ga;
				*svmin = ha > 1 ? fa / (ga / ha) : (fa / ga) * ha;
				clt = 1;
				slt = ht / gt;
				srt = 1;
				crt = ft / gt;
			}
		}
		if (gasmal)
		{
			/*
				normal case
			*/

			double m, mm, l, t, tt, r, s, d = fa - ha;

			l = d == fa ? 1 : d / fa;	/* copes with infinite f or h. */

			m = gt / ft;
			mm = m * m;
			t = 2 - l;
			tt = t * t;
			s = sqrt (tt + mm);
			r = l == 0 ? fabs (m) : sqrt (l * l + mm);
			a = 0.5 * (s + r);
			*svmin = ha / a;
			*svmax = fa * a;
			t = mm == 0 ? (l == 0 ? SIGN (2, ft) * SIGN (1, gt) :
					gt / SIGN (d, ft) + m / t) :
					(m / (s + t) + m / (r + l)) * (1 + a);
			l = sqrt (t * t + 4);
			crt = 2 / l;
			srt = t / l;
			clt = (crt + srt * m) / a;
			slt = (ht / ft) * srt / a;
		}
	}
	if (swap)
	{
		*csl = srt;
		*snl = crt;
		*csr = slt;
		*snr = clt;
	}
	else
	{
		*csl = clt;
		*snl = slt;
		*csr = crt;
		*snr = srt;
	}

	/*
		Correct the signs of svmin and svmax
	*/

	if (pmax == 1)
		tsign = SIGN (1, *csr) * SIGN (1, *csl) * SIGN (1, f);
	else if (pmax == 2)
		tsign = SIGN (1, *snr) * SIGN (1, *csl) * SIGN (1, g);
	else /* pmax == 3 */
		tsign = SIGN (1, *snr) * SIGN (1, *snl) * SIGN (1, h);

	*svmax = SIGN (*svmax, tsign);
	*svmin = SIGN (*svmin, tsign * SIGN (1, f) * SIGN(1, h));
}

/* Bai & Demmel, page 1472 */
void NUMgsvdcmp22 (int upper, int productsvd, double a1, double a2, double a3,
	double b1, double b2, double b3, double *csu, double *snu, double *csv,
	double *snv, double *csq, double *snq)
{
	double a, aua11, aua12, aua21, aua22, avb12, avb11;
    double avb21, avb22, b, c, csl, csr, d, g, r, s1, s2;
    double snl, snr, ua11, ua11r, ua12, ua21, ua22;
    double ua22r, vb11, vb11r, vb12, vb21, vb22, vb22r;

	if (upper)
	{
		/*
			Input matrices A and B are upper triangular matrices
			Form matrix C = A * adj(B) =  ( a b )
										  ( 0 d )
		*/

		if (productsvd)
		{
		/*
			This is to simplistic, will not work.
			Form: C = A.B:
			a = a1 * b1;
			d = a3 * b3;
			b = a1 * b2 + a2 * b3;
			Form C = B.A
		*/
			a = a1 * b1;
			d = a3 * b3;
			b = a2 * b2 + a3 * b2;
		}
		else
		{
			a = a1 * b3;
			d = a3 * b1;
			b = a2 * b1 - a1 * b2;
		}

		/*
			the svd of real 2-by-2 triangular C

			( csl -snl )*( a b )*(  csr  snr ) = ( r 0 )
			( snl  csl ) ( 0 d ) ( -snr  csr )   ( 0 t )
		*/

		NUMsvdcmp22 (a, b, d, &s1, &s2, &snr, &csr, &snl, &csl);

		if (fabs (csl) >= fabs (snl) || fabs (csr) >= fabs(snr))
		{

			/*
				Compute the (1,1) and (1,2) elements of U' * A and V' * B,
				and (1,2) element of |U|' * |A| and |V|' * |B|.
			*/

			ua11r = csl * a1;
			ua12 = csl * a2 + snl * a3;
            vb11r = csr * b1;
			vb12 = csr * b2 + snr * b3;
            aua12 = fabs (csl) * fabs (a2) + fabs (snl) * fabs (a3);
            avb12 = fabs (csr) * fabs (b2) + fabs (snr) * fabs (b3);
			g = fabs (ua11r) + fabs (ua12);

			/* Zero (1,2) elements of U'*A and V' * B */

			if (g != 0 && aua12 / g <= avb12 / (fabs (vb11r) + fabs (vb12)))
				NUMfindGivens (-ua11r, ua12, csq, snq, &r);
            else NUMfindGivens (-vb11r, vb12, csq, snq, &r);

            *csu = csl;
			*snu = -snl;
			*csv = csr;
			*snv = -snr;
		}
		else
		{
			/*
				Compute the (2,1) and (2,2) elements of U' * A and V' * B,
				and (2,2) element of |U|' * |A| and |V|' * |B|.
			*/
			ua21 = -snl * a1;
			ua22 = -snl * a2 + csl * a3;
			vb21 = -snr * b1;
			vb22 = -snr * b2 + csr * b3;
			aua22 = fabs (snl) * fabs (a2) + fabs (csl) * fabs (a3);
			avb22 = fabs (snr) * fabs (b2) + fabs (csr) * fabs (b3);
			g = fabs (ua21) + fabs (ua22);

			/* Zero (2,2) elements of U' * A and V' * B, and then swap. */

            if (g != 0 && aua22 / g <= avb22 / (fabs (vb21) + fabs (vb22)))
				NUMfindGivens (-ua21, ua22, csq, snq, &r);
			else NUMfindGivens (-vb21, vb22, csq, snq, &r);

            *csu = snl;
			*snu = csl;
			*csv = snr;
			*snv = csr;
		}
	}
	else
	{
		/*
			Input matrices A and B are lower triangular matrices
			Form matrix C = A * adj(B) = ( a 0 )
										 ( c d )
		*/
		if (productsvd)
		{
			a = a1 * b1;
			d = a3 * b3;
			c = a2 * b1 + a3 * b2;
		}
		else
		{
			a = a1 * b3;
			d = a3 * b1;
			c = a2 * b3 - a3 * b2;
		}

		/*
			The svd of real 2-by-2 triangular C
			( csl -snl ) * ( a 0 ) * (  csr  snr ) = ( r 0 )
			( snl  csl )   ( c d )   ( -snr  csr )   ( 0 t )
		*/
		NUMsvdcmp22 (a, c, d, &s1, &s2, &snr, &csr, &snl, &csl);

		if (fabs (csr) >= fabs (snr) || fabs (csl) >= fabs (snl))
		{
			/*
				Compute the (2,1) and (2,2) elements of U' * A and V' * B,
				and (2,1) element of |U|' * |A| and |V|' * |B|.
			*/

            ua21 = -snr * a1 + csr * a2;
			ua22r = csr * a3;
            vb21 = -snl * b1 + csl * b2;
			vb22r = csl * b3;
            aua21 = fabs (snr) * fabs (a1) + fabs (csr) * fabs (a2);
            avb21 = fabs (snl) * fabs (b1) + fabs (csl) * fabs (b2);
			g = fabs (ua21) + fabs (ua22r);

			/* Zero (2,1) elements of U' * A and V' * B. */

            if (g != 0 && aua21 / g <= avb21 / (fabs (vb21) + fabs(vb22r)))
				NUMfindGivens (ua22r, ua21, csq, snq, &r);
			else NUMfindGivens (vb22r, vb21, csq, snq, &r);

            *csu = csr;
			*snu = -snr;
			*csv = csl;
			*snv = -snl;
		}
		else
		{
			/*
				Compute the (1,1) and (1,2) elements of U' * A and V' * B,
				and (1,1) element of |U|' * |A| and |V|' * |B|.
			*/

            ua11 = csr * a1 + snr * a2;
			ua12 = snr * a3;
            vb11 = csl * b1 + snl * b2;
			vb12 = snl * b3;
            aua11 = fabs (csr) * fabs (a1) + fabs (snr) * fabs (a2);
            avb11 = fabs (csl) * fabs (b1) + fabs (snl) * fabs (b2);
			g = fabs (ua11) + fabs (ua12);

			/* Zero (1,1) elements of U' * A and V' * B, and then swap. */

            if (g != 0 && aua11 / g <= avb11 / (fabs (vb11) + fabs (vb12)))
				NUMfindGivens (ua12, ua11, csq, snq, &r);
			else NUMfindGivens (vb12, vb11, csq, snq, &r);

            *csu = snr;
			*snu = csr;
			*csv = snl;
			*snv = csl;
		}
	}
}


void NUMsvcmp22 (double f, double g, double h, double *svmin, double *svmax)
{
	double as, at, au, c;

	double fa = fabs (f), ga = fabs (g), ha = fabs (h);
    double fhmn = MIN (fa, ha), fhmx = MAX (fa, ha);

	if (fhmn == 0)
	{
		*svmin = 0;

		if (fhmx == 0) *svmax = ga;
		else
		{
			double tmp = MIN (fhmx, ga) / MAX (fhmx, ga);
			*svmax = MAX (fhmx, ga) * sqrt (1 + tmp * tmp);
		}
	}
	else
	{
		if (ga < fhmx)
		{
			as = 1 + fhmn / fhmx;
			at = (fhmx - fhmn) / fhmx;
			au = ga / fhmx;
			au *= au;
			c = 2 / (sqrt(as * as + au) + sqrt (at * at + au));
            *svmin = fhmn * c;
			*svmax = fhmx / c;
		}
		else
		{
			au = fhmx / ga;
			if( au == 0)
			{
				/*
					Avoid possible harmful underflow if exponent range
					asymmetric (true svmin may not underflow even if au
					underflows)
				*/

				*svmin = (fhmn * fhmx) / ga;
				*svmax = ga;
			}
			else
			{
				double t1, t2;
				as = 1 + fhmn / fhmx;
				at = (fhmx - fhmn) / fhmx;
				t1 = as * au;
				t2 = at * au;
				c = 1 / (sqrt (1 + t1 * t1) + sqrt (1 + t2 * t2));
				*svmin = (fhmn * c) * au;
				*svmin += *svmin;
				*svmax = ga / (c + c);
            }
		}
	}
}

#define MAXIT 50

int NUMgsvdFromUpperTriangulars (double **a, long m, long n, double **b,
	long p, int product, long k, long l, double tola, double tolb,
	double *alpha, double *beta, double **u, double **v, double **q,
	long *ncycle)
{
	int upper = 0; long iter, maxmn = MAX (m, n);
	double a1, a2, a3, b1, b2, b3, csq, csu, csv;
	double snq, snu, snv;

	Melder_assert (m > 0 && p > 0 && n > 0 && k <= maxmn && l <= maxmn);

	autoNUMvector<double> work (1, 2 * n);

	for (iter = 1; iter <= MAXIT; iter++)
	{
		upper = ! upper;

		for (long i=1; i <= l-1; i++)
		{
			for (long j=i+1; j <= l; j++)
			{
				a1 = a2 = a3 = 0;
				if (k + i <= m) a1 = a[k + i][n - l + i];
				if (k + j <= m) a3 = a[k + j][n - l + j];

				b1 = b[i][n - l + i]; b3 = b[j][n - l + j];

				if (upper)
				{
					if (k + i <= m) a2 = a[k + i][n - l + j];
					b2 = b[i][n - l + j];
				}
				else
				{
					if (k + j <= m) a2 = a[k + j][n - l + i];
					b2 = b[j][n - l + i];
				}

				NUMgsvdcmp22 (upper, product, a1, a2, a3, b1, b2, b3,
					&csu, &snu, &csv, &snv, &csq, &snq);

				/*
					Update (k+i)-th and (k+j)-th rows of matrix A: U'*A
				*/

				if (k + j <= m) NUMplaneRotation (l, TOVEC(a[k+j][n-l+1]), 1,
					TOVEC(a[k+i][n-l+1]), 1, csu, snu);

				/*
					Update i-th and j-th rows of matrix B: V' * B
				*/

				NUMplaneRotation (l, TOVEC(b[j][n-l+1]), 1, TOVEC(b[i][n-l+1]),
					1, csv, snv );

				/*
					Update (n-l+i)-th and (n-l+j)-th columns of matrices
					A and B: A * Q and B * Q
				*/

				NUMplaneRotation (MIN (k+l, m), TOVEC(a[1][n-l+j]), n,
					TOVEC(a[1][n-l+i]), n, csq, snq);

				NUMplaneRotation (l, TOVEC(b[1][n-l+j]), n, TOVEC(b[1][n-l+i]),
					n, csq, snq);

				if (upper)
				{
					if (k + i <= m) a[k + i][n - l + j] = 0;
					b[i][n - l + j] = 0;
                }
				else
				{
					if (k + j <= m) a[k + j][n - l + i] = 0;
					b[j][n - l + i] = 0;
				}

				/*
					Update columns of orthogonal matrices U, V, Q, if desired.
				*/

				if (u && k + j <= m)
					NUMplaneRotation (m, TOVEC(u[1][k+j]), m, TOVEC(u[1][k+i]),
						m, csu, snu);

				if (v) NUMplaneRotation (p, TOVEC(v[1][j]), p, TOVEC(v[1][i]),
					p, csv, snv );

				if (q) NUMplaneRotation (n, TOVEC(q[1][n-l+j]), n,
					TOVEC(q[1][n-l+i]), n, csq, snq);
			}
		}
		if (! upper)
		{
			/*
				The matrices A13 and B13 were lower triangular at the start
				of the cycle, and are now upper triangular.

				Convergence test: test the parallelism of the corresponding
				rows of A and B.
			*/

            double error = 0, svmin;
            for (long i=1; i <= MIN (l, m - k); i++)
            {
				long jj = n - l + i;
            	for (long j=1; j <= l-i+1; j++, jj++)
            	{
            		work[j] = a[k+i][jj];
					work[l+j] = b[i][jj];
            	}
				NUMparallelVectors (l - i + 1, work.peek(), 1, TOVEC(work[l + 1]), 1,
					&svmin);
				if (svmin > error) error = svmin;
			}
			if (fabs (error) <=  MIN (tola, tolb) * n) break;
		}
	}

	/*
		Has the algorithm converged after maxit cycles?
	*/

	if (iter == MAXIT + 1)
	{
		(void) Melder_error3 (L"NUMgsvdFromUpperTriangulars: "
			"No convergence after ", Melder_integer (MAXIT), L" iterations.");
		*ncycle = MAXIT; goto end;
	}

	*ncycle = iter;

	/*
		Compute the generalized singular value pairs (alpha, beta), and
		set the triangular matrix R to matrix a.
	*/

	for (long i=1; i <= k; i++)
	{
         alpha[i] = 1;
		 beta[i] = 0;
	}

	for (long i=1; i <= MIN (l, m-k); i++)
	{
         a1 = a[k + i][n - l + i];
		 b1 = b[i][n - l + i];

         if (a1 != 0)
         {
			double gamma = b1 / a1, rwk;
			if (gamma < 0)
            {
				/*
					Change sign of i-th row of B and i-th column of V:
						B(i, n-l+i:n) := - B(i, n-l+i:n)
						V(1:p, i) := - V(1:p, i)
				*/

           		for (long j=n-l+i; j <= n; j++) b[i][j] = -b[i][j];
				if (v) for (long j=1; j <= p; j++) v[j][i] = - v[j][i];
			}

			NUMfindGivens (fabs (gamma), 1, &beta[k+i], &alpha[k+i], &rwk);

            if (alpha[k+i] >= beta[k+i])
            {
            	for (long j=n-l+i; j <= n; j++) a[k+i][j] /= alpha[k+i];
			}
            else
            {
            	for (long j=n-l+i; j <= n; j++)
            	{
            		b[i][j] /= beta[k+i];
					a[k+i][j] = b[i][j];
            	}
			}
		}
		else
		{
			alpha[k+i] = 0;
			beta[k+i] = 1;
            for (long j=n-l+i; j <= n; j++) a[k+i][j] = b[i][j];
		}
	}

	/*
		Post-assignment
	*/

	for (long i=m+1; i <= k+l; i++)
	{
         alpha[i] = 0;
		 beta[i] = 1;
	}
	if (k+l < n)
	{
		for (long i=k+l+1; i <= n; i++)
		{
            alpha[i] = beta[i] = 0;
		}
	}
end:
	return ! Melder_hasError ();
}


int NUMmatricesToUpperTriangularForms (double **a, long m, long n, double **b,
	long p, double tola, double tolb, long *kk, long *ll, double **u,
	double **v, double **q)
{
	int forward = 1;
	long i, j, k = 0, l = 0, lda = n, ldb = n;

	Melder_assert (m > 0 && p > 0 && n > 0);

	*kk = *ll = 0;

	autoNUMvector<long> pivot (1, n);
	autoNUMvector<double> tau (1, n);

	if (v) NUMidentity (v, 1, p, 1);
	if (u) NUMidentity (u, 1, m, 1);
	if (q) NUMidentity (q, 1, n, 1);

	/*
		QR with column pivoting of B: B * P = V * ( B11 B12 )
											      (  0   0  ),
		where V = H(1)H(2)...H(min(p,n))
	*/

	if (! NUMhouseholderQRwithColumnPivoting (p, n, b, ldb, pivot.peek(), tau.peek()))
		 goto end;

	if (v) NUMapplyFactoredHouseholders (v, 1, p, 1, p, b, 1, p, 1, n, ldb,
		tau.peek(), NUM_RIGHT, NUM_NOTRANSPOSE);

	if (q) NUMpermuteColumns (forward, n, n, q, pivot.peek());

	/*
		Update A := A * P
	*/

	NUMpermuteColumns (forward, m, n, a, pivot.peek());

	/*
		Determine the effective rank of matrix B and clean up B.
	*/

	for (l = 0, i = 1; i <= MIN (p, n); i++)
	{
		if (fabs (b[i][i]) > tolb) l++;
	}

	for (i = 2; i <= p; i++)
	{
		for (j = 1; j <= (i <= l ? i - 1 : n); j++) b[i][j] = 0;
	}

	if (p >= l && n != l)
	{
		/*
			RQ factorization of (B11 B12): ( B11 B12 ) = ( 0 B12 ) * Z
		*/

		NUMhouseholderRQ (b, 1, l, 1, n, tau.peek());

		/*
			Update A := A * Z' and Q := Q * Z'
			Householder vectors are stored in rows of B.
		*/

		NUMapplyFactoredHouseholders (a, 1, m, 1, n, b, 1, l, 1, n, 1,
			tau.peek(), NUM_RIGHT, NUM_NOTRANSPOSE);
		if (q) NUMapplyFactoredHouseholders (q, 1, n, 1, n, b, 1, l, 1, n, 1,
			tau.peek(), NUM_RIGHT, NUM_NOTRANSPOSE);

		/*
			Clean up B
		*/

		for (i=1; i <= l; i++)
		{
			for (j=1; j <= n - l + i - 1; j++) b[i][j] = 0;
		}
	}

	/*
		We are done with B, now proceed with A.

		Let              n-l     l
					A = ( A11    A12 ) m,

		then the following does the complete QR decomposition of A11:

				A11 = U * (  0  T12 ) * P1'
						  (  0   0  )
	*/

	if (n - l > 0)
	{
		for (i = 1; i <= n - l; i++) pivot[i] = 0;

		if (! NUMhouseholderQRwithColumnPivoting (m, n - l, a, lda, pivot.peek(), tau.peek()))
			goto end;

		/*
			Determine the effective rank of A11
		*/

		for (k = 0, i=1; i <= MIN (m, n - l); i++)
		{
			if (fabs (a[i][i]) > tola) k++;
		}

		/*
			Update A12 := U' * A12, where A12 = A (1:m, n-l+1:n)
		*/

		NUMapplyFactoredHouseholders (a, 1, m, n - l + 1, n, a, 1, m, 1, n - l,
			lda, tau.peek(), NUM_LEFT, NUM_TRANSPOSE);

		if (u) NUMapplyFactoredHouseholders (u, 1, m, 1, m, a, 1, m, 1, n - l,
			lda, tau.peek(), NUM_RIGHT, NUM_NOTRANSPOSE);

		/*
			Update Q(1:n, 1:n-l)  = Q(1:n, 1:n-l) * P1
		*/

		if (q) NUMpermuteColumns (forward, n, n - l, q, pivot.peek());

		/*
			Clean up A: set the strictly lower triangular part of
			A(1:k, 1:k) = 0, and A(k+1:m, 1:n-l) = 0.
		*/

		for (i = 2; i <= k; i++)
		{
			for (j=1; j <= i-1; j++)  a[i][j] = 0;
		}
		for (i=k+1; i <= m; i++)
		{
			for (j=1; j <= n-l; j++) a[i][j] = 0;
		}
	}
	if (n - l > k)
	{
		/*
			RQ factorization of ( T11 T12 ) = ( 0 T12 ) * Z1
		*/

		NUMhouseholderRQ (a, 1, k, 1, n - l, tau.peek());

		/*
			Update Q(1:n,1:n-l) = Q(1:n,1:n-l ) * Z1'
			djmw: was transpose instead of no_transpose
		*/

		if (q) NUMapplyFactoredHouseholders (q, 1, n, 1, n - l, a, 1, k, 1, n -
			l, 1, tau.peek(), NUM_RIGHT, NUM_NOTRANSPOSE);

		/*
			Clean up A
		*/

		for (i = 1; i <= k; i++)
		{
			for (j = 1; j <= n - l - k + i - 1; j++)  a[i][j] = 0;
		}
	}

	if (m > k)
	{
		/*
			QR factorization of A (k+1:m, n-l+1:n)
		*/

		NUMhouseholderQR (a, k + 1, m, n - l + 1, n, lda, tau.peek());

		/*
			Update U(:,k+1:m) := U(:,k+1:m)*U1
		*/

		if (u) NUMapplyFactoredHouseholders (u, 1, m, k + 1, m, a, k + 1, m,
			n - l + 1, n, lda, tau.peek(), NUM_RIGHT, NUM_NOTRANSPOSE);

		/*
			Clean up
		*/

		for (j = n - l + 1; j <= n; j++)
		{
			for (i = j - n + k + l + 1; i <= m; i++) a[i][j] = 0;
		}
	}
end:
	*kk = k; *ll = l;
	return ! Melder_hasError ();
}


int NUMgsvdcmp (double **a, long m, long n, double **b, long p, int productsvd,
	long *k, long *l, double *alpha, double *beta, double **u, double **v,
	double **q, int invertR)
{
	long ncycle;
	double anorm, bnorm, tola, tolb;

	Melder_assert (m > 0 && n > 0 && p > 0);

	/*
		Get machine precision and set up threshold for determining
		the effective numerical rank of the matrices a and b.
	*/

	if (! NUMfpp) NUMmachar ();

	anorm = NUMfrobeniusnorm (m, n, a);
	bnorm = NUMfrobeniusnorm (p, n, b);

	if (anorm == 0 || bnorm == 0)
	{
		return Melder_error1 (L"NUMgsvdcmp: empty matrix.");
	}

	tola = MAX (m, n) * MAX (anorm, NUMfpp -> sfmin) * NUMfpp -> prec;
	tolb = MAX (p, n) * MAX (bnorm, NUMfpp -> sfmin) * NUMfpp -> prec;

	if (! NUMmatricesToUpperTriangularForms (a, m, n, b, p, tola, tolb,
		k, l, u, v, q)) return 0;

	if (! NUMgsvdFromUpperTriangulars (a, m, n, b, p, productsvd, *k, *l, tola,
		tolb, alpha, beta, u, v, q, &ncycle)) return 0;

	if (q && invertR)
	{
		long i, j, ki, nr = *k + *l;
		int upper, unitDiagonal;

		autoNUMmatrix<double> r (1, nr, 1, nr);
		autoNUMvector<double> norms (1, *l);
		autoNUMvector<double> xrow (n-*k-*l+1, n);

		if (m - *k - *l >= 0)
		{
			/*
							 n-k-l  k    l
				( 0 R ) = k (  0   R11  R12 )
						  l (  0    0   R22 )

				R is stored in A (1:k+l, n-k-l+1:n).
			*/

			for (i = 1; i <= nr; i++)
			{
				for (j = i; j <= nr; j++) r[i][j] = a[i][n - *k - *l + j];
			}
		}
		else
		{
			/*
								 n-k-l  k   m-k  k+l-m
				( 0 R ) =     k ( 0    R11  R12  R13  )
							m-k ( 0     0   R22  R23  )
						  k+l-m ( 0     0    0   R33  )

				(R11 R12 R13 ) is stored in A (1:m, n-k-l+1:n), and R33 is
				stored ( 0  R22 R23 ) in B (m-k+1:l, n+m-k-l+1:n).
			*/

			for (i = 1; i <= m; i++)
			{
				for (j = i; j <= nr; j++)
				{
					r[i][j] = a[i][n - *k - *l + j];
				}
			}
			for (i = m + 1; i <= nr; i++)
			{
				for (j = i; j <= nr; j++)
				{
					r[i][j] = b[i - *k][n - *k - *l + j];
				}
			}
		}

		/*
			Form X = Q * ( I   0    )
					     ( 0 inv(R) ) and store result in Q.
		*/

		NUMtriangularInverse ((upper = 1), (unitDiagonal = 0), nr, r.peek());

		for (i = 1; i <= n; i++)
		{
			for (j = n - *k - *l + 1; j <= n; j++)
			{
				xrow[j] = 0;
				for (ki = n - *k - *l + 1; ki <= j; ki++)
				{
					xrow[j] += q[i][ki] * r[ki][j];
				}
			}
			for (j = n - *k - *l + 1; j <= n; j++)
			{
				q[i][j] = xrow[j];
			}
		}

		/*
			Get norms of eigenvectors.
		*/

		for (i = 1; i <= *l; i++)
		{
			norms[i] = NUMnorm2 (n, TOVEC (q[1][*k+i]), n);
			printf ("%f ", norms[i]);
		}
	}
	return ! Melder_hasError ();
}

void NUMtriangularInverse (int upper, int unitDiagonal, long n, double **a)
{
	long j, i, k;
	double ajj, tmp;

	Melder_assert (n > 0);

	if (upper)
	{
		for (j = 1; j <= n; j++)
		{
            if (! unitDiagonal)
            {
               a[j][j] = 1 / a[j][j];
			   ajj = -a[j][j];
			}
            else ajj = -1;
			/*
				Compute elements 1:j-1 of j-th column.
			*/
			for (k = 1; k <= j-1; k++)
			{
				if (a[k][j] == 0) continue;
				tmp = a[k][j];
				for (i = 1; i <= k-1; i++)
				{
					a[i][j] += tmp * a[i][k];
				}
				if (! unitDiagonal) a[k][j] *= a[k][k];
			}
			for (k = 1; k <= j - 1; k++) a[k][j] *= ajj;
		}
	}
	else
	{
		for (j = n; j >= 1; j--)
		{
            if (! unitDiagonal)
            {
				a[j][j] = 1 / a[j][j];
				ajj = -a[j][j];
			}
            else ajj = -1;
			if (j < n)
			{
				/*
					Compute elements j+1:n of j-th column.
				*/
				for (k = n; k >= j + 1; k--)
				{
					if (a[k][j] == 0) continue;
					tmp = a[k][j];
					for (i = n; i >= k + 1; i--)
					{
						a[i][j] += tmp * a[i][k];
					}
					if (! unitDiagonal) a[k][j] *= a[k][k];
				}
				for (k = 1; k <= n-j; k++)
				{
					a[j+k][j] *= ajj;
				}
			}
		}
	}
}

void NUMeigencmp22 (double a, double b, double c, double *rt1, double *rt2,
	double *cs1, double *sn1)
{
	long sgn1, sgn2;
	double ab, acmn, acmx, acs, adf, cs, ct, df, rt, sm, tb, tn;

	sm = a + c;
	df = a - c;
	adf = fabs (df);
	tb = b + b;
	ab = fabs (tb);
	if (fabs (a) > fabs (c))
	{
		acmx = a;
		acmn = c;
	}
	else
	{
		acmx = c;
		acmn = a;
	}
	if (adf > ab)
	{
		tn = ab / adf;
		rt = adf * sqrt (1 + tn * tn);
	}
	else if (adf < ab)
	{
		tn = adf / ab;
		rt = ab * sqrt (1 + tn * tn);
	}
	else rt = ab * sqrt (2);

	if (sm < 0)
	{
		*rt1 = 0.5 * (sm - rt);
		sgn1 = -1;
		/*
			Order of execution important.
			To get fully accurate smaller eigenvalue,
			next line needs to be executed in higher precision.
		*/
		*rt2 = (acmx / *rt1) * acmn - (b / *rt1) * b;
	}
	else if (sm > 0)
	{
		*rt1 = 0.5 * (sm + rt);
		sgn1 = 1;
		/*
			Order of execution important.
			To get fully accurate smaller eigenvalue,
			next line needs to be executed in higher precision.
		*/
		*rt2 = (acmx / *rt1) * acmn - (b / *rt1) * b;
	}
	else
	{
		*rt1 = 0.5 * rt;
		*rt2 = -0.5 * rt;
		sgn1 = 1;
	}

	/*
		Compute the eigenvector
	*/

	if (df >= 0)
	{
		cs = df + rt;
		sgn2 = 1;
	}
	else
	{
		cs = df - rt;
		sgn2 = -1;
	}
	acs = fabs (cs);
	if (acs > ab)
	{
		ct = -tb / cs;
		*sn1 = 1 / sqrt(1 + ct * ct);
		*cs1 = ct * *sn1;
	}
	else
	{
		if (ab == 0)
		{
			*cs1 = 1;
			*sn1 = 0;
		}
		else
		{
            tn = -cs / tb;
			*cs1 = 1 / sqrt(1 + tn * tn);
			*sn1 = tn * *cs1;
		}
	}
	if (sgn1 == sgn2)
	{
		tn = *cs1;
		*cs1 = -*sn1;
		*sn1 = tn;
	}
}

/* End of file NUMlapack.c */
