test_problems/d_tools.c

/**************************************************************************************************
*                                                                                                 *
* This file is part of HPMPC.                                                                     *
*                                                                                                 *
* HPMPC -- Library for High-Performance implementation of solvers for MPC.                        *
* Copyright (C) 2014-2015 by Technical University of Denmark. All rights reserved.                *
*                                                                                                 *
* HPMPC 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 2.1 of the License, or (at your option) any later version.                              *
*                                                                                                 *
* HPMPC 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 for more details.                                     *
*                                                                                                 *
* You should have received a copy of the GNU Lesser General Public                                *
* License along with HPMPC; if not, write to the Free Software                                    *
* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301  USA                  *
*                                                                                                 *
* Author: Gianluca Frison, giaf (at) dtu.dk                                                       *
*                                                                                                 *
**************************************************************************************************/

#include <stdio.h>
#include <stdlib.h>
#include <math.h>

#include <blasfeo_d_aux_ext_dep.h>



// matrix-vector multiplication
void dgemv_n_3l(int m, int n, double *A, int lda , double *x, double *z)
	{
	
	int ii, jj;
	
	for(ii=0; ii<m; ii++)
		{
		z[ii] = 0.0;
		for(jj=0; jj<n; jj++)
			{
			z[ii] += A[ii+lda*jj] * x[jj];
			}
		}
	
	return;
	
	}


// matrix-matrix multiplication
void dgemm_nn_3l(int m, int n, int k, double *A, int lda , double *B, int ldb, double *C, int ldc)
	{
	
	int ii, jj, kk;
	
	for(jj=0; jj<n; jj++)
		{
		for(ii=0; ii<m; ii++)
			{
			C[ii+ldc*jj] = 0;
			for(kk=0; kk<k; kk++)
				{
				C[ii+ldc*jj] += A[ii+lda*kk] * B[kk+ldb*jj];
				}
			}
		}
	
	return;
	
	}


void daxpy_3l(int n, double da, double *dx, double *dy)
	{
	int i;
	for(i=0; i<n; i++)
		{
		dy[i] += da*dx[i];
		}
	}



void dscal_3l(int n, double da, double *dx)
	{
	int i;
	for(i=0; i<n; i++)
		{
		dx[i] *= da;
		}
	}



/************************************************
 Routine that copies a matrix 
************************************************/
void dmcopy(int row, int col, double *A, int lda, double *B, int ldb)
	{
	int i, j;
	for(j=0; j<col; j++)
		{
		for(i=0; i<row; i++)
			{
			B[i+j*ldb] = A[i+j*lda];
			}
		}
	}



int idamax_3l(int n, double *x)
	{
	
	if(n<=0)
		return 0;
	if(n==1)
		return 0;	

	double dabs;
	double dmax = (x[0]>0 ? x[0] : -x[0]);
	int idmax = 0;
	int jj;
	for(jj=1; jj<n; jj++)
		{
		dabs = (x[jj]>0 ? x[jj] : -x[jj]);
		if(dabs>dmax)
			{
			dmax = dabs;
			idmax = jj;
			}
		}
	
	return idmax;

	}



void dswap_3l(int n, double *x, int incx, double *y, int incy)
	{
	
	if(n<=0)
		return;
	
	double temp;
	int jj;
	for(jj=0; jj<n; jj++)
		{
		temp = x[0];
		x[0] = y[0];
		y[0] = temp;
		x += incx;
		y += incy;
		}
	
	}



void dger_3l(int m, int n, double alpha, double *x, int incx, double *y, int incy, double *A, int lda)
	{
	
	if(m==0 || n==0 || alpha==0.0)
		return;
	
	int i, j;
	double *px, *py, temp;
	
	py = y;
	for(j=0; j<n; j++)
		{
		temp = alpha * py[0];
		px = x;
		for(i=0; i<m; i++)
			{
			A[i+lda*j] += px[0] * temp;
			px += incx;
			}
		py += incy;
		}
	
	return;
	
	}



void dgetf2_3l(int m, int n, double *A, int lda, int *ipiv, int *info)
	{
	
	if(m<=0 || n<=0)
		return;
	
	int i, j, jp;
	
	double Ajj;
	
	int size_min = ( m<n ? m : n );
	
	for(j=0; j<size_min; j++)
		// find the pivot and test for singularity
		{
		jp = j + idamax_3l(m-j, &A[j+lda*j]);
		ipiv[j] = jp;
		if( A[jp+lda*j]!=0)
			{
			// apply the interchange to columns 0:n-1
			if(jp!=j)
				{
				dswap_3l(n, &A[j], lda, &A[jp], lda);
				}
			// compute elements j+1:m-1 of j-th column
			if(j<m-1)
				{
				Ajj = A[j+lda*j];
				if( ( Ajj>0 ? Ajj : -Ajj ) >= 2.22e-16 )
					{
					dscal_3l(m-j-1, 1.0/Ajj, &A[j+1+lda*j]);
					}
				else
					{
					for(i=j+1; i<m; i++)
						{
						A[i+lda*j] /= Ajj;
						}
					}
				}
			}
		else if(*info==0)
			{
			*info = j+1;
			}
		
		if( j < size_min )
			{
			// update trailing submatrix
			dger_3l(m-j-1, n-j-1, -1.0, &A[j+1+lda*j], 1, &A[j+lda*(j+1)], lda, &A[j+1+lda*(j+1)], lda);
			}
		
		}

	return;	
	
	}



void dlaswp_3l(int n, double *A, int lda, int k1, int k2, int *ipiv)
	{
	
	int i, j, k, ix, ix0, i1, i2, n32, ip;
	double temp;

	ix0 = k1;
	i1 = k1;
	i2 = k2;
	
	n32 = (n/32)*32;
	if(n32!=0)
		{
		for(j=0; j<n32; j+=32)
			{
			ix = ix0;
			for(i=i1; i<i2; i++)
				{
				ip = ipiv[ix];
				if(ip!=i)
					{
					for(k=j; k<j+32; k++)
						{
						temp = A[i+lda*k];
						A[i+lda*k] = A[ip+lda*k];
						A[ip+lda*k] = temp;
						}
					}
				ix++;
				}
			}
		}
	if(n32!=n)
		{
		ix = ix0;
		for(i=i1; i<i2; i++)
			{
			ip = ipiv[ix];
			if(ip!=i)
				{
				for(k=n32; k<n; k++)
					{
					temp = A[i+lda*k];
					A[i+lda*k] = A[ip+lda*k];
					A[ip+lda*k] = temp;
					}
				}
			ix++;
			}
		}

	return;
	
	}



// left lower no-transp unit
void dtrsm_l_l_n_u_3l(int m, int n, double *A, int lda, double *B, int ldb)
	{
	
	if(m==0 || n==0)
		return;
	
	int i, j, k;
	
	for(j=0; j<n; j++)
		{
		for(k=0; k<m; k++)
			{
			for(i=k+1; i<m; i++)
				{
				B[i+ldb*j] -= B[k+ldb*j] * A[i+lda*k];
				}
			}
		}
	
	return;
	
	}



// left upper no-transp non-unit
void dtrsm_l_u_n_n_3l(int m, int n, double *A, int lda, double *B, int ldb)
	{
	
	if(m==0 || n==0)
		return;
	
	int i, j, k;
	
	for(j=0; j<n; j++)
		{
		for(k=m-1; k>=0; k--)
			{
			B[k+ldb*j] /= A[k+lda*k];
			for(i=0; i<k; i++)
				{
				B[i+ldb*j] -= B[k+ldb*j] * A[i+lda*k];
				}
			}
		}

	return;
	
	}



void dgetrs_3l(int n, int nrhs, double *A, int lda, int *ipiv, double *B, int ldb, int *info)
	{
	
	if(n==0 || nrhs==0)
		return;
	
	// solve A * X = B

	// apply row interchanges to the rhs
	dlaswp_3l(nrhs, B, ldb, 0, n, ipiv);

	// solve L*X = B, overwriting B with X
	dtrsm_l_l_n_u_3l(n, nrhs, A, lda, B, ldb);

	// solve U*X = B, overwriting B with X
	dtrsm_l_u_n_n_3l(n, nrhs, A, lda, B, ldb);

	return;
	  	
	}



void dgesv_3l(int n, int nrhs, double *A, int lda, int *ipiv, double *B, int ldb, int *info)
	{
	
	// compute the LU factorization of A
	dgetf2_3l(n, n, A, lda, ipiv, info);
	
	if(*info==0)
		{
		// solve the system A*X = B, overwriting B with X
		dgetrs_3l(n, nrhs, A, lda, ipiv, B, ldb, info);
		}

	return;
	
	}



/* one norm of a matrix */
double onenorm(int row, int col, double *ptrA)
	{
	double max, temp;
	int i, j;
	temp = 0;
	for(j=0; j<col; j++)
		{
		temp = fabs(*(ptrA+j*row));
		for(i=1; i<row; i++)
			{
			temp += fabs(*(ptrA+j*row+i));
			}
		if(j==0) max = temp;
		else if(max>temp) temp = max;
		}
	return temp;
	}



/* computes the Pade approximation of degree m of the matrix A */
void padeapprox(int m, int row, double *A)
	{
	int row2 = row*row;
/*	int i1 = 1;*/
/*	double d0 = 0;*/
/*	double d1 = 1;*/
/*	double dm1 = -1;*/
	
	int ii;
	
	double *U = malloc(row*row*sizeof(double));
	double *V = malloc(row*row*sizeof(double));

	if(m==3)
		{
		double c[] = {120, 60, 12, 1};
		double *A0 = malloc(row*row*sizeof(double)); for(ii=0; ii<row2; ii++) A0[ii] = 0.0; for(ii=0; ii<row; ii++) A0[ii*(row+1)] = 1.0;
		double *A2 = malloc(row*row*sizeof(double));
//		char ta = 'n'; double alpha = 1; double beta = 0;
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, A, &row, &beta, A2, &row);
		dgemm_nn_3l(row, row, row, A, row, A, row, A2, row);
		double *temp = malloc(row*row*sizeof(double));
//		dscal_(&row2, &d0, temp, &i1);
		dscal_3l(row2, 0, temp);
//		daxpy_(&row2, &c[3], A2, &i1, temp, &i1);
		daxpy_3l(row2, c[3], A2, temp);
//		daxpy_(&row2, &c[1], A0, &i1, temp, &i1);
		daxpy_3l(row2, c[1], A0, temp);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, temp, &row, &beta, U, &row);
		dgemm_nn_3l(row, row, row, A, row, temp, row, U, row);
//		dscal_(&row2, &d0, V, &i1);
		dscal_3l(row2, 0, V);
//		daxpy_(&row2, &c[2], A2, &i1, V, &i1);
		daxpy_3l(row2, c[2], A2, V);
//		daxpy_(&row2, &c[0], A0, &i1, V, &i1);
		daxpy_3l(row2, c[0], A0, V);
		free(A0);
		free(A2);
		free(temp);
		}
	else if(m==5)
		{
		double c[] = {30240, 15120, 3360, 420, 30, 1};
		double *A0 = malloc(row*row*sizeof(double)); for(ii=0; ii<row2; ii++) A0[ii] = 0.0; for(ii=0; ii<row; ii++) A0[ii*(row+1)] = 1.0;
		double *A2 = malloc(row*row*sizeof(double));
		double *A4 = malloc(row*row*sizeof(double));
//		char ta = 'n'; double alpha = 1; double beta = 0;
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, A, &row, &beta, A2, &row);
		dgemm_nn_3l(row, row, row, A, row, A, row, A2, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A2, &row, A2, &row, &beta, A4, &row);
		dgemm_nn_3l(row, row, row, A2, row, A2, row, A4, row);
		dmcopy(row, row, A4, row, V, row);
		double *temp = malloc(row*row*sizeof(double));
		dmcopy(row, row, A4, row, temp, row);
//		daxpy_(&row2, &c[3], A2, &i1, temp, &i1);
		daxpy_3l(row2, c[3], A2, temp);
//		daxpy_(&row2, &c[1], A0, &i1, temp, &i1);
		daxpy_3l(row2, c[1], A0, temp);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, temp, &row, &beta, U, &row);
		dgemm_nn_3l(row, row, row, A, row, temp, row, U, row);
//		dscal_(&row2, &c[4], V, &i1);
		dscal_3l(row2, c[4], V);
//		daxpy_(&row2, &c[2], A2, &i1, V, &i1);
		daxpy_3l(row2, c[2], A2, V);
//		daxpy_(&row2, &c[0], A0, &i1, V, &i1);
		daxpy_3l(row2, c[0], A0, V);
		free(A0);
		free(A2);
		free(A4);
		free(temp);
		}
	else if(m==7)
		{
		double c[] = {17297280, 8648640, 1995840, 277200, 25200, 1512, 56, 1};
		double *A0 = malloc(row*row*sizeof(double)); for(ii=0; ii<row2; ii++) A0[ii] = 0.0; for(ii=0; ii<row; ii++) A0[ii*(row+1)] = 1.0;
		double *A2 = malloc(row*row*sizeof(double));
		double *A4 = malloc(row*row*sizeof(double));
		double *A6 = malloc(row*row*sizeof(double));
//		char ta = 'n'; double alpha = 1; double beta = 1;
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, A, &row, &beta, A2, &row);
		dgemm_nn_3l(row, row, row, A, row, A, row, A2, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A2, &row, A2, &row, &beta, A4, &row);
		dgemm_nn_3l(row, row, row, A2, row, A2, row, A4, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A4, &row, A2, &row, &beta, A6, &row);
		dgemm_nn_3l(row, row, row, A4, row, A2, row, A6, row);
		double *temp = malloc(row*row*sizeof(double));
//		dscal_(&row2, &d0, temp, &i1);
		dscal_3l(row2, 0, temp);
//		daxpy_(&row2, &c[3], A2, &i1, temp, &i1);
		daxpy_3l(row2, c[3], A2, temp);
//		daxpy_(&row2, &c[1], A0, &i1, temp, &i1);
		daxpy_3l(row2, c[1], A0, temp);
//		daxpy_(&row2, &c[5], A4, &i1, temp, &i1);
		daxpy_3l(row2, c[5], A4, temp);
//		daxpy_(&row2, &c[7], A6, &i1, temp, &i1);
		daxpy_3l(row2, c[7], A6, temp);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, temp, &row, &beta, U, &row);
		dgemm_nn_3l(row, row, row, A, row, temp, row, U, row);
//		dscal_(&row2, &d0, V, &i1);
		dscal_3l(row2, 0, V);
//		daxpy_(&row2, &c[2], A2, &i1, V, &i1);
		daxpy_3l(row2, c[2], A2, V);
//		daxpy_(&row2, &c[0], A0, &i1, V, &i1);
		daxpy_3l(row2, c[0], A0, V);
//		daxpy_(&row2, &c[4], A4, &i1, V, &i1);
		daxpy_3l(row2, c[4], A4, V);
//		daxpy_(&row2, &c[6], A6, &i1, V, &i1);
		daxpy_3l(row2, c[6], A6, V);
		free(A0);
		free(A2);
		free(A4);
		free(A6);
		free(temp);
		}
	else if(m==9)
		{
		double c[] = {17643225600, 8821612800, 2075673600, 302702400, 30270240, 2162160, 110880, 3960, 90, 1};		
		double *A0 = malloc(row*row*sizeof(double)); for(ii=0; ii<row2; ii++) A0[ii] = 0.0; for(ii=0; ii<row; ii++) A0[ii*(row+1)] = 1.0;
		double *A2 = malloc(row*row*sizeof(double));
		double *A4 = malloc(row*row*sizeof(double));
		double *A6 = malloc(row*row*sizeof(double));
		double *A8 = malloc(row*row*sizeof(double));
//		char ta = 'n'; double alpha = 1; double beta = 0;
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, A, &row, &beta, A2, &row);
		dgemm_nn_3l(row, row, row, A, row, A, row, A2, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A2, &row, A2, &row, &beta, A4, &row);
		dgemm_nn_3l(row, row, row, A2, row, A2, row, A4, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A4, &row, A2, &row, &beta, A6, &row);
		dgemm_nn_3l(row, row, row, A4, row, A2, row, A6, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A6, &row, A2, &row, &beta, A8, &row);
		dgemm_nn_3l(row, row, row, A6, row, A2, row, A8, row);
		dmcopy(row, row, A8, row, V, row);
		double *temp = malloc(row*row*sizeof(double));
		dmcopy(row, row, A8, row, temp, row);
//		daxpy_(&row2, &c[3], A2, &i1, temp, &i1);
		daxpy_3l(row2, c[3], A2, temp);
//		daxpy_(&row2, &c[1], A0, &i1, temp, &i1);
		daxpy_3l(row2, c[1], A0, temp);
//		daxpy_(&row2, &c[5], A4, &i1, temp, &i1);
		daxpy_3l(row2, c[5], A4, temp);
//		daxpy_(&row2, &c[7], A6, &i1, temp, &i1);
		daxpy_3l(row2, c[7], A6, temp);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, temp, &row, &beta, U, &row);
		dgemm_nn_3l(row, row, row, A, row, temp, row, U, row);
//		dscal_(&row2, &c[8], V, &i1);
		dscal_3l(row2, c[8], V);
//		daxpy_(&row2, &c[2], A2, &i1, V, &i1);
		daxpy_3l(row2, c[2], A2, V);
//		daxpy_(&row2, &c[0], A0, &i1, V, &i1);
		daxpy_3l(row2, c[0], A0, V);
//		daxpy_(&row2, &c[4], A4, &i1, V, &i1);
		daxpy_3l(row2, c[4], A4, V);
//		daxpy_(&row2, &c[6], A6, &i1, V, &i1);
		daxpy_3l(row2, c[6], A6, V);
		free(A0);
		free(A2);
		free(A4);
		free(A6);
		free(A8);
		free(temp);
		}
	else if(m==13) // tested
		{
		double c[] = {64764752532480000, 32382376266240000, 7771770303897600, 1187353796428800, 129060195264000, 10559470521600, 670442572800, 33522128640, 1323241920, 40840800, 960960, 16380, 182, 1};
		double *A0 = malloc(row*row*sizeof(double)); for(ii=0; ii<row2; ii++) A0[ii] = 0.0; for(ii=0; ii<row; ii++) A0[ii*(row+1)] = 1.0;
		double *A2 = malloc(row*row*sizeof(double));
		double *A4 = malloc(row*row*sizeof(double));
		double *A6 = malloc(row*row*sizeof(double));
//		char ta = 'n'; double alpha = 1; double beta = 0;
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, A, &row, &beta, A2, &row);
		dgemm_nn_3l(row, row, row, A, row, A, row, A2, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A2, &row, A2, &row, &beta, A4, &row);
		dgemm_nn_3l(row, row, row, A2, row, A2, row, A4, row);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A4, &row, A2, &row, &beta, A6, &row);
		dgemm_nn_3l(row, row, row, A4, row, A2, row, A6, row);
		dmcopy(row, row, A2, row, U, row);
		double *temp = malloc(row*row*sizeof(double));
//		dscal_(&row2, &c[9], U, &i1);
		dscal_3l(row2, c[9], U);
//		daxpy_(&row2, &c[11], A4, &i1, U, &i1);
		daxpy_3l(row2, c[11], A4, U);
//		daxpy_(&row2, &c[13], A6, &i1, U, &i1);
		daxpy_3l(row2, c[13], A6, U);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A6, &row, U, &row, &beta, temp, &row);
		dgemm_nn_3l(row, row, row, A6, row, U, row, temp, row);
//		daxpy_(&row2, &c[7], A6, &i1, temp, &i1);
		daxpy_3l(row2, c[7], A6, temp);
//		daxpy_(&row2, &c[5], A4, &i1, temp, &i1);
		daxpy_3l(row2, c[5], A4, temp);
//		daxpy_(&row2, &c[3], A2, &i1, temp, &i1);
		daxpy_3l(row2, c[3], A2, temp);
//		daxpy_(&row2, &c[1], A0, &i1, temp, &i1);
		daxpy_3l(row2, c[1], A0, temp);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, temp, &row, &beta, U, &row);
		dgemm_nn_3l(row, row, row, A, row, temp, row, U, row);
		dmcopy(row, row, A2, row, temp, row);
//		dscal_(&row2, &c[8], V, &i1);
		dscal_3l(row2, c[8], V);
//		daxpy_(&row2, &c[12], A6, &i1, temp, &i1);
		daxpy_3l(row2, c[12], A6, temp);
//		daxpy_(&row2, &c[10], A4, &i1, temp, &i1);
		daxpy_3l(row2, c[10], A4, temp);
//		dgemm_(&ta, &ta, &row, &row, &row, &alpha, A6, &row, temp, &row, &beta, V, &row);
		dgemm_nn_3l(row, row, row, A6, row, temp, row, V, row);
//		daxpy_(&row2, &c[6], A6, &i1, V, &i1);
		daxpy_3l(row2, c[6], A6, V);
//		daxpy_(&row2, &c[4], A4, &i1, V, &i1);
		daxpy_3l(row2, c[4], A4, V);
//		daxpy_(&row2, &c[2], A2, &i1, V, &i1);
		daxpy_3l(row2, c[2], A2, V);
//		daxpy_(&row2, &c[0], A0, &i1, V, &i1);
		daxpy_3l(row2, c[0], A0, V);
		free(A0);
		free(A2);
		free(A4);
		free(A6);
		free(temp);
		}
	else
		{
		printf("%s\n", "Wrong Pade approximatin degree");
		exit(1);
		}
	double *D = malloc(row*row*sizeof(double));
//	dcopy_(&row2, V, &i1, A, &i1);
	dmcopy(row, row, V, row, A, row);
//	daxpy_(&row2, &d1, U, &i1, A, &i1);
	daxpy_3l(row2, 1.0, U, A);
//	dcopy_(&row2, V, &i1, D, &i1);
	dmcopy(row, row, V, row, D, row);
//	daxpy_(&row2, &dm1, U, &i1, D, &i1);
	daxpy_3l(row2, -1.0, U, D);
	int *ipiv = (int *) malloc(row*sizeof(int));
	int info = 0;
//	dgesv_(&row, &row, D, &row, ipiv, A, &row, &info);
	dgesv_3l(row, row, D, row, ipiv, A, row, &info);
	free(ipiv);
	free(D);
	free(U);
	free(V);
	}	



void expm(int row, double *A)
	{
	
	int i;
	
	int m_vals[] = {3, 5, 7, 9, 13};
	double theta[] = {0.01495585217958292, 0.2539398330063230, 0.9504178996162932, 2.097847961257068, 5.371920351148152};
	int lentheta = 5;
	
	double normA = onenorm(row, row, A);

	if(normA<=theta[4])
		{
		for(i=0; i<lentheta; i++)
			{
			if(normA<=theta[i])
				{
				padeapprox(m_vals[i], row, A);
				break;
				}
			}
		}
	else
		{
		int s;
		double t = frexp(normA/(theta[4]), &s);
		s = s - (t==0.5);
		t = pow(2,-s);
		int row2 = row*row;
/*		int i1 = 1;*/
//		dscal_(&row2, &t, A, &i1);
		dscal_3l(row2, t, A);
		padeapprox(m_vals[4], row, A);
		double *temp = malloc(row*row*sizeof(double));
//		char ta = 'n'; double alpha = 1; double beta = 0;
		for(i=0; i<s; i++)
			{
//			dgemm_(&ta, &ta, &row, &row, &row, &alpha, A, &row, A, &row, &beta, temp, &row);
			dgemm_nn_3l(row, row, row, A, row, A, row, temp, row);
			dmcopy(row, row, temp, row, A, row);
			}
		free(temp);
		}
	}