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lis_solver_bicgstab.c
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lis_solver_bicgstab.c
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/**********************************************************************
* Author : suifengls
* E-mail : suifengls@gmail.com
* Last modified : 2013-07-07 23:13
* Description : Fault-Tolerant BiCGSATB
**********************************************************************/
/* Copyright (C) The Scalable Software Infrastructure Project. All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
1. Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
2. Redistributions in binary form must reproduce the above copyright
notice, this list of conditions and the following disclaimer in the
documentation and/or other materials provided with the distribution.
3. Neither the name of the project nor the names of its contributors
may be used to endorse or promote products derived from this software
without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE SCALABLE SOFTWARE INFRASTRUCTURE PROJECT
``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED
TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE SCALABLE SOFTWARE INFRASTRUCTURE
PROJECT BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY,
OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
POSSIBILITY OF SUCH DAMAGE.
*/
#ifdef HAVE_CONFIG_H
#include "lis_config.h"
#else
#ifdef HAVE_CONFIG_WIN_H
#include "lis_config_win.h"
#endif
#endif
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#ifdef HAVE_MALLOC_H
#include <malloc.h>
#endif
#include <string.h>
#include <stdarg.h>
#ifdef _OPENMP
#include <omp.h>
#endif
#ifdef USE_MPI
#include <mpi.h>
#endif
#include "lislib.h"
/***************************************************
* Preconditioned BiConjugate Gradient STABilized *
***************************************************
r(0) = b - Ax(0)
rtld(0) = r(0) or random
rho(-1) = 1
p(0) = (0,...,0)^T
s(0) = (0,...,0)^T
phat(0) = (0,...,0)^T
shat(0) = (0,...,0)^T
***************************************************
for k=1,2,...
rho = <rtld,r>
beta = (rho / rho_old) * (alpha / omega)
p = r + beta*(p - omega*v)
phat = M^-1 * p
v = A * phat
tmpdot1 = <rtld,v>
alpha = rho / tmpdot1
s = r - alpha*v
shat = M^-1 * s
t = A * shat
tmpdot1 = <t,s>
tmpdot2 = <t,t>
omega = tmpdot1 / tmpdot2
x = x + alpha*phat + omega*shat
r = s - omega*t
***************************************************/
#define NWORK 7
#undef __FUNC__
#define __FUNC__ "lis_bicgstab_check_params"
LIS_INT lis_bicgstab_check_params(LIS_SOLVER solver)
{
LIS_DEBUG_FUNC_IN;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
#undef __FUNC__
#define __FUNC__ "lis_bicgstab_malloc_work"
LIS_INT lis_bicgstab_malloc_work(LIS_SOLVER solver)
{
LIS_VECTOR *work;
LIS_INT i,j,worklen,err;
LIS_DEBUG_FUNC_IN;
// suifengls: allocate extra working vecotr: 2 = sumA + Ones, 4 = ckpX + ckpP + ckpR + ckpV
worklen = NWORK + 2 + 4;
work = (LIS_VECTOR *)lis_malloc( worklen*sizeof(LIS_VECTOR),"lis_bicgstab_malloc_work::work" );
if( work==NULL )
{
LIS_SETERR_MEM(worklen*sizeof(LIS_VECTOR));
return LIS_ERR_OUT_OF_MEMORY;
}
if( solver->precision==LIS_PRECISION_DEFAULT )
{
for(i=0;i<worklen;i++)
{
err = lis_vector_duplicate(solver->A,&work[i]);
if( err ) break;
}
}
else
{
for(i=0;i<worklen;i++)
{
err = lis_vector_duplicateex(LIS_PRECISION_QUAD,solver->A,&work[i]);
if( err ) break;
memset(work[i]->value_lo,0,solver->A->np*sizeof(LIS_SCALAR));
}
}
if( i<worklen )
{
for(j=0;j<i;j++) lis_vector_destroy(work[j]);
lis_free(work);
return err;
}
solver->worklen = worklen;
solver->work = work;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
#undef __FUNC__
#define __FUNC__ "lis_bicgstab"
LIS_INT lis_bicgstab(LIS_SOLVER solver)
{
LIS_MATRIX A;
LIS_PRECON M;
LIS_VECTOR b,x;
LIS_VECTOR r,rtld, t,p,v, s, phat, shat;
LIS_SCALAR alpha, beta, omega, rho, rho_old, tmpdot1, tmpdot2;
LIS_REAL bnrm2, nrm2, tol;
LIS_INT iter,maxiter,n,output,conv;
double times,ptimes;
// suifengls: ft-defined variables
int rank;
const LIS_INT CHECK_ITER = 15;
const LIS_INT ERROR_ITER = 43;
const LIS_INT CHKPT_ITER = 15;
const LIS_SCALAR eps = 1e-10, epsT = 1e-6;
LIS_INT flag = 0;
LIS_SCALAR rerrX, rerrP, rerrT; // to add more
LIS_INT localN, globalN;
LIS_VECTOR sumA, Ones;
LIS_SCALAR cksA, cksR, cksP, cksV, cksPh, cksS, cksSh, cksT, cksX, checksum;
// suifengls: checkpointing variables
LIS_VECTOR ckpX, ckpR, ckpP, ckpV;
LIS_SCALAR ckpx, ckpr, ckpp, ckpv, ckprho = 0.0, ckpalpha = 0.0, ckpomega = 0.0;
LIS_INT ckpiter = 0;
LIS_DEBUG_FUNC_IN;
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
// At = solver->A;
A = solver->A;
M = solver->precon;
b = solver->b;
x = solver->x;
n = A->n;
maxiter = solver->options[LIS_OPTIONS_MAXITER];
output = solver->options[LIS_OPTIONS_OUTPUT];
conv = solver->options[LIS_OPTIONS_CONV_COND];
ptimes = 0.0;
rtld = solver->work[0];
// suifengls: r and s share the same work vector
r = solver->work[1];
s = solver->work[1];
t = solver->work[2];
p = solver->work[3];
v = solver->work[4];
phat = solver->work[5];
shat = solver->work[6];
alpha = (LIS_SCALAR)1.0;
omega = (LIS_SCALAR)1.0;
rho_old = (LIS_SCALAR)1.0;
// suifengls: assign vectors
sumA = solver->work[7];
Ones = solver->work[8];
// suifengls: assign ckp vectors
ckpP = solver->work[9];
ckpR = solver->work[10];
ckpX = solver->work[11];
ckpV = solver->work[12];
// get global size of A
lis_matrix_get_size(A, &localN, &globalN);
lis_vector_set_all(0.0,p);
lis_vector_set_all(0.0,phat);
lis_vector_set_all(0.0,s);
lis_vector_set_all(0.0,shat);
/* Initial Residual */
if( lis_solver_get_initial_residual(solver,NULL,NULL,r,&bnrm2) )
{
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
tol = solver->tol;
lis_solver_set_shadowresidual(solver,r,rtld);
// suifengls: initialze all checksums
lis_vector_set_all(1.0, Ones);
// At * Ones to get column sum
lis_matvect(A, Ones, sumA);
lis_vector_dot(Ones, sumA, &cksA);
lis_vector_axpy(-cksA/(globalN+1), Ones, sumA);
lis_vector_dot(Ones, sumA, &cksA);
// other checksums
cksP = 0.0, cksV = 0.0, cksPh = 0.0, cksS = 0.0, cksSh = 0.0, cksT =0.0, checksum = 0.0;
lis_vector_dot(Ones, x, &cksX);
lis_vector_dot(Ones, r, &cksR);
flag = 0;
for( iter=1; iter<=maxiter; iter++ )
{
/* rho = <rtld,r> */
lis_vector_dot(rtld,r,&rho);
/* test breakdown */
if( rho==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
// suifengls: introduce an error
if(!rank && iter == ERROR_ITER)
{
printf("========== Introducing an error at iteration %d ==========\n", iter);
//lis_vector_set_value(LIS_INS_VALUE, 0, 16, v);
}
if( iter==1 )
{
lis_vector_copy(r,p);
// suifengls: checksum P
cksP = cksR;
}
else
{
/* beta = (rho / rho_old) * (alpha / omega) */
beta = (rho / rho_old) * (alpha / omega);
/* p = r + beta*(p - omega*v) */
lis_vector_axpy(-omega,v,p);
lis_vector_xpay(r,beta,p);
// suifengls: checksum P
cksP = cksR + beta * (cksP - omega * cksV);
}
/* phat = M^-1 * p */
times = lis_wtime();
lis_psolve(solver, p, phat);
ptimes += lis_wtime()-times;
// suifengls: checksum Phat, no error
lis_vector_dot(Ones, phat, &cksPh);
/* v = A * phat */
LIS_MATVEC(A,phat,v);
// suifengls: checksum V
lis_vector_dot(phat, sumA, &cksV);
cksV = cksV + cksA * cksPh;
// suifengls: checking test
lis_vector_dot(Ones, v, &checksum);
if(!rank)
printf("sum = %10.8e, cks = %10.8e, rel = %10.8e\n", checksum, cksV, fabs(checksum-cksV)/fabs(cksV));
/* tmpdot1 = <rtld,v> */
lis_vector_dot(rtld,v,&tmpdot1);
/* test breakdown */
/* */
/* alpha = rho / tmpdot1 */
alpha = rho / tmpdot1;
/* s = r - alpha*v, (s = r)*/
lis_vector_axpy(-alpha,v,r);
// suifengls: checksum S, very close to ZERO !!!
// cksS = cksR - alpha * cksV;
lis_vector_dot(Ones, r, &cksS);
/* Early check for tolerance */
lis_solver_get_residual[conv](s,solver,&nrm2);
/* lis_vector_nrm2(s,&nrm2);
nrm2 = nrm2 * bnrm2;*/
if( nrm2 <= tol )
{
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
lis_vector_axpy(alpha,phat,x);
solver->retcode = LIS_SUCCESS;
solver->iter = iter;
solver->resid = nrm2;
solver->ptimes = ptimes;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
/* shat = M^-1 * s */
times = lis_wtime();
lis_psolve(solver, s, shat);
ptimes += lis_wtime()-times;
// suifengls: checksum Shat, no error
lis_vector_dot(Ones, shat, &cksSh);
/* t = A * shat */
LIS_MATVEC(A,shat,t);
// suifengls: checksum T
lis_vector_dot(shat, sumA, &cksT);
cksT = cksT + cksA * cksSh;
/* tmpdot1 = <t,s> */
/* tmpdot2 = <t,t> */
/* omega = tmpdot1 / tmpdot2 */
lis_vector_dot(t,s,&tmpdot1);
lis_vector_dot(t,t,&tmpdot2);
omega = tmpdot1 / tmpdot2;
/* x = x + alpha*phat + omega*shat */
lis_vector_axpy(alpha,phat,x);
lis_vector_axpy(omega,shat,x);
// suifengls: checksum X
cksX = cksX + alpha * cksPh + omega * cksSh;
/* r = s - omega*t, (s = r) */
lis_vector_axpy(-omega,t,r);
// suifengls: checksum R
cksR = cksS - omega * cksT;
rho_old = rho;
/* convergence check */
lis_solver_get_residual[conv](r,solver,&nrm2);
/* lis_vector_nrm2(r,&nrm2);
nrm2 = nrm2 * bnrm2;*/
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
// suifengls: checking, checkpointing, recovering
if(nrm2 <= tol || iter % CHECK_ITER == 0)
{
// suifengls: checking checksum X
lis_vector_dot(Ones, x, &checksum);
rerrX = fabs(checksum - cksX)/fabs(cksX);
if(rerrX > eps && !flag)
{
flag = 1;
if(!rank)
printf("========== Error detected in X: %e at iteration %d\n", rerrX, iter);
}
// suifengls: checking checksum P
lis_vector_dot(Ones, p, &checksum);
rerrP = fabs(checksum - cksP)/fabs(cksP);
if(rerrP > eps && !flag)
{
flag = 1;
if(!rank)
printf("========== Error detected in P: %e at iteration %d\n", rerrP, iter);
}
/*
// suifengls: checking checksum T
lis_vector_dot(Ones, t, &checksum);
rerrT = fabs(checksum - cksT)/fabs(cksT);
if(rerrT > eps && !flag)
{
flag = 1;
if(!rank)
printf("==========Error detected in T: %e at iteration %d\n", rerrT, iter);
}
*/
// suifengls: checkpointing and recover
if(!flag && nrm2 > tol) // no error and not the last iteration
{
if(!rank)
printf("========== Checkpointing at iteration %d ==========\n", iter);
ckpiter = iter;
ckprho = rho_old;
ckpalpha = alpha;
ckpomega = omega;
lis_vector_copy(r, ckpR);
ckpr = cksR;
lis_vector_copy(p, ckpP);
ckpp = cksP;
lis_vector_copy(x, ckpX);
ckpx = cksX;
lis_vector_copy(v, ckpV);
ckpv = cksV;
}
else if(flag) // recovering
{
if(!rank)
printf("========== Rollback to iteration %d ==========\n", ckpiter);
//iter = ckpiter;
rho_old = ckprho;
alpha = ckpalpha;
omega = ckpomega;
lis_vector_copy(ckpR, r);
cksR = ckpr;
lis_vector_copy(ckpP, p);
cksP = ckpp;
lis_vector_copy(ckpX, x);
cksX = ckpx;
lis_vector_copy(ckpV, v);
cksV = ckpv;
flag = 0;
}
}
if( tol >= nrm2 )
{
solver->retcode = LIS_SUCCESS;
solver->iter = iter;
solver->resid = nrm2;
solver->ptimes = ptimes;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
if( omega==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
}
solver->retcode = LIS_MAXITER;
solver->iter = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_MAXITER;
}
#ifdef USE_QUAD_PRECISION
#undef __FUNC__
#define __FUNC__ "lis_bicgstab_quad"
LIS_INT lis_bicgstab_quad(LIS_SOLVER solver)
{
LIS_MATRIX A;
LIS_PRECON M;
LIS_VECTOR b,x;
LIS_VECTOR r,rtld, t,p,v, s, phat, shat;
LIS_QUAD_PTR alpha, beta, omega, rho, rho_old, tmpdot1, tmpdot2;
LIS_REAL bnrm2, nrm2, tol;
LIS_INT iter,maxiter,n,output,conv;
double times,ptimes;
LIS_DEBUG_FUNC_IN;
A = solver->A;
M = solver->precon;
b = solver->b;
x = solver->x;
n = A->n;
maxiter = solver->options[LIS_OPTIONS_MAXITER];
output = solver->options[LIS_OPTIONS_OUTPUT];
conv = solver->options[LIS_OPTIONS_CONV_COND];
ptimes = 0.0;
rtld = solver->work[0];
r = solver->work[1];
s = solver->work[1];
t = solver->work[2];
p = solver->work[3];
v = solver->work[4];
phat = solver->work[5];
shat = solver->work[6];
LIS_QUAD_SCALAR_MALLOC(alpha,0,1);
LIS_QUAD_SCALAR_MALLOC(beta,1,1);
LIS_QUAD_SCALAR_MALLOC(rho,2,1);
LIS_QUAD_SCALAR_MALLOC(rho_old,3,1);
LIS_QUAD_SCALAR_MALLOC(tmpdot1,4,1);
LIS_QUAD_SCALAR_MALLOC(omega,6,1);
LIS_QUAD_SCALAR_MALLOC(tmpdot2,7,1);
rho_old.hi[0] = 1.0;
rho_old.lo[0] = 0.0;
alpha.hi[0] = 1.0;
alpha.lo[0] = 0.0;
omega.hi[0] = 1.0;
omega.lo[0] = 0.0;
lis_vector_set_allex_nm(0.0, p);
lis_vector_set_allex_nm(0.0, phat);
lis_vector_set_allex_nm(0.0, s);
lis_vector_set_allex_nm(0.0, shat);
/* Initial Residual */
if( lis_solver_get_initial_residual(solver,NULL,NULL,r,&bnrm2) )
{
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
tol = solver->tol;
lis_solver_set_shadowresidual(solver,r,rtld);
for( iter=1; iter<=maxiter; iter++ )
{
/* rho = <rtld,r> */
lis_vector_dotex_mmm(rtld,r,&rho);
/* test breakdown */
if( rho.hi[0]==0.0 && rho.lo[0]==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
if( iter==1 )
{
lis_vector_copyex_mm(r,p);
}
else
{
/* beta = (rho / rho_old) * (alpha / omega) */
lis_quad_div((LIS_QUAD *)beta.hi,(LIS_QUAD *)rho.hi,(LIS_QUAD *)rho_old.hi);
lis_quad_div((LIS_QUAD *)tmpdot1.hi,(LIS_QUAD *)alpha.hi,(LIS_QUAD *)omega.hi);
lis_quad_mul((LIS_QUAD *)beta.hi,(LIS_QUAD *)beta.hi,(LIS_QUAD *)tmpdot1.hi);
/* p = r + beta*(p - omega*v) */
lis_quad_minus((LIS_QUAD *)omega.hi);
lis_vector_axpyex_mmm(omega,v,p);
lis_vector_xpayex_mmm(r,beta,p);
}
/* phat = M^-1 * p */
times = lis_wtime();
lis_psolve(solver, p, phat);
ptimes += lis_wtime()-times;
/* v = A * phat */
LIS_MATVEC(A,phat,v);
/* tmpdot1 = <rtld,v> */
lis_vector_dotex_mmm(rtld,v,&tmpdot1);
/* test breakdown */
/* */
/* alpha = rho / tmpdot1 */
lis_quad_div((LIS_QUAD *)alpha.hi,(LIS_QUAD *)rho.hi,(LIS_QUAD *)tmpdot1.hi);
/* s = r - alpha*v */
lis_quad_minus((LIS_QUAD *)alpha.hi);
lis_vector_axpyex_mmm(alpha,v,r);
/* Early check for tolerance */
lis_solver_get_residual[conv](s,solver,&nrm2);
if( tol > nrm2 )
{
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
lis_quad_minus((LIS_QUAD *)alpha.hi);
lis_vector_axpyex_mmm(alpha,phat,x);
solver->retcode = LIS_SUCCESS;
solver->iter = iter;
solver->resid = nrm2;
solver->ptimes = ptimes;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
/* shat = M^-1 * s */
times = lis_wtime();
lis_psolve(solver, s, shat);
ptimes += lis_wtime()-times;
/* t = A * shat */
LIS_MATVEC(A,shat,t);
/* tmpdot1 = <t,s> */
/* tmpdot2 = <t,t> */
/* omega = tmpdot1 / tmpdot2 */
lis_vector_dotex_mmm(t,s,&tmpdot1);
lis_vector_dotex_mmm(t,t,&tmpdot2);
lis_quad_div((LIS_QUAD *)omega.hi,(LIS_QUAD *)tmpdot1.hi,(LIS_QUAD *)tmpdot2.hi);
/* x = x + alpha*phat + omega*shat */
lis_quad_minus((LIS_QUAD *)alpha.hi);
lis_vector_axpyex_mmm(alpha,phat,x);
lis_vector_axpyex_mmm(omega,shat,x);
/* r = s - omega*t */
lis_quad_minus((LIS_QUAD *)omega.hi);
lis_vector_axpyex_mmm(omega,t,r);
lis_quad_minus((LIS_QUAD *)omega.hi);
/* convergence check */
lis_solver_get_residual[conv](r,solver,&nrm2);
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
if( tol > nrm2 )
{
solver->retcode = LIS_SUCCESS;
solver->iter = iter;
solver->resid = nrm2;
solver->ptimes = ptimes;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
if( omega.hi[0]==0.0 && omega.lo[0]==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
rho_old.hi[0] = rho.hi[0];
rho_old.lo[0] = rho.lo[0];
}
solver->retcode = LIS_MAXITER;
solver->iter = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_MAXITER;
}
#undef __FUNC__
#define __FUNC__ "lis_bicgstab_switch"
LIS_INT lis_bicgstab_switch(LIS_SOLVER solver)
{
LIS_MATRIX A;
LIS_PRECON M;
LIS_VECTOR b,x;
LIS_VECTOR r,rtld, t,p,v, s, phat, shat;
LIS_QUAD_PTR alpha, beta, omega, rho, rho_old, tmpdot1, tmpdot2;
LIS_REAL bnrm2, nrm2, tol, tol2;
LIS_INT iter,maxiter,n,output,conv;
LIS_INT iter2,maxiter2;
double times,ptimes;
LIS_DEBUG_FUNC_IN;
A = solver->A;
M = solver->precon;
b = solver->b;
x = solver->x;
n = A->n;
maxiter = solver->options[LIS_OPTIONS_MAXITER];
maxiter2 = solver->options[LIS_OPTIONS_SWITCH_MAXITER];
output = solver->options[LIS_OPTIONS_OUTPUT];
conv = solver->options[LIS_OPTIONS_CONV_COND];
tol = solver->params[LIS_PARAMS_RESID-LIS_OPTIONS_LEN];
tol2 = solver->params[LIS_PARAMS_SWITCH_RESID-LIS_OPTIONS_LEN];
ptimes = 0.0;
rtld = solver->work[0];
r = solver->work[1];
s = solver->work[1];
t = solver->work[2];
p = solver->work[3];
v = solver->work[4];
phat = solver->work[5];
shat = solver->work[6];
LIS_QUAD_SCALAR_MALLOC(alpha,0,1);
LIS_QUAD_SCALAR_MALLOC(beta,1,1);
LIS_QUAD_SCALAR_MALLOC(rho,2,1);
LIS_QUAD_SCALAR_MALLOC(rho_old,3,1);
LIS_QUAD_SCALAR_MALLOC(tmpdot1,4,1);
LIS_QUAD_SCALAR_MALLOC(omega,6,1);
LIS_QUAD_SCALAR_MALLOC(tmpdot2,7,1);
rho_old.hi[0] = 1.0;
rho_old.lo[0] = 0.0;
alpha.hi[0] = 1.0;
alpha.lo[0] = 0.0;
omega.hi[0] = 1.0;
omega.lo[0] = 0.0;
lis_vector_set_allex_nm(0.0, p);
lis_vector_set_allex_nm(0.0, phat);
lis_vector_set_allex_nm(0.0, s);
lis_vector_set_allex_nm(0.0, shat);
/* Initial Residual */
if( lis_solver_get_initial_residual(solver,NULL,NULL,r,&bnrm2) )
{
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
tol2 = solver->tol_switch;
lis_solver_set_shadowresidual(solver,r,rtld);
s->precision = LIS_PRECISION_DEFAULT;
shat->precision = LIS_PRECISION_DEFAULT;
p->precision = LIS_PRECISION_DEFAULT;
phat->precision = LIS_PRECISION_DEFAULT;
for( iter=1; iter<=maxiter2; iter++ )
{
/* rho = <rtld,r> */
lis_vector_dot(rtld,r,&rho.hi[0]);
/* test breakdown */
if( rho.hi[0]==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter;
solver->iter2 = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
if( iter==1 )
{
lis_vector_copy(r,p);
}
else
{
/* beta = (rho / rho_old) * (alpha / omega) */
beta.hi[0] = (rho.hi[0] / rho_old.hi[0]) * (alpha.hi[0] / omega.hi[0]);
/* p = r + beta*(p - omega*v) */
lis_vector_axpy(-omega.hi[0],v,p);
lis_vector_xpay(r,beta.hi[0],p);
}
/* phat = M^-1 * p */
times = lis_wtime();
lis_psolve(solver, p, phat);
ptimes += lis_wtime()-times;
/* v = A * phat */
LIS_MATVEC(A,phat,v);
/* tmpdot1 = <rtld,v> */
lis_vector_dot(rtld,v,&tmpdot1.hi[0]);
/* test breakdown */
/* */
/* alpha = rho / tmpdot1 */
alpha.hi[0] = rho.hi[0] / tmpdot1.hi[0];
/* s = r - alpha*v */
lis_vector_axpy(-alpha.hi[0],v,r);
/* Early check for tolerance */
lis_solver_get_residual[conv](s,solver,&nrm2);
if( nrm2 <= tol2 )
{
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
lis_vector_axpy(alpha.hi[0],phat,x);
solver->iter = iter;
solver->iter2 = iter;
solver->ptimes = ptimes;
break;
}
/* shat = M^-1 * s */
times = lis_wtime();
lis_psolve(solver, s, shat);
ptimes += lis_wtime()-times;
/* t = A * shat */
LIS_MATVEC(A,shat,t);
/* tmpdot1 = <t,s> */
/* tmpdot2 = <t,t> */
/* omega = tmpdot1 / tmpdot2 */
lis_vector_dot(t,s,&tmpdot1.hi[0]);
lis_vector_dot(t,t,&tmpdot2.hi[0]);
omega.hi[0] = tmpdot1.hi[0] / tmpdot2.hi[0];
/* x = x + alpha*phat + omega*shat */
lis_vector_axpy(alpha.hi[0],phat,x);
lis_vector_axpy(omega.hi[0],shat,x);
/* r = s - omega*t */
lis_vector_axpy(-omega.hi[0],t,r);
/* convergence check */
lis_solver_get_residual[conv](r,solver,&nrm2);
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
if( nrm2 <= tol2 )
{
solver->iter = iter;
solver->iter2 = iter;
solver->ptimes = ptimes;
break;
}
if( omega.hi[0]==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter;
solver->iter2 = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
rho_old.hi[0] = rho.hi[0];
}
s->precision = LIS_PRECISION_QUAD;
shat->precision = LIS_PRECISION_QUAD;
p->precision = LIS_PRECISION_QUAD;
phat->precision = LIS_PRECISION_QUAD;
solver->options[LIS_OPTIONS_INITGUESS_ZEROS] = LIS_FALSE;
lis_vector_copyex_mn(x,solver->xx);
rho_old.hi[0] = 1.0;
alpha.hi[0] = 1.0;
omega.hi[0] = 1.0;
lis_vector_set_allex_nm(0.0, p);
lis_vector_set_allex_nm(0.0, phat);
lis_vector_set_allex_nm(0.0, s);
lis_vector_set_allex_nm(0.0, shat);
/* Initial Residual */
lis_solver_get_initial_residual(solver,NULL,NULL,r,&bnrm2);
tol = solver->tol;
lis_solver_set_shadowresidual(solver,r,rtld);
for( iter2=iter+1; iter2<=maxiter; iter2++ )
{
/* rho = <rtld,r> */
lis_vector_dotex_mmm(rtld,r,&rho);
/* test breakdown */
if( rho.hi[0]==0.0 && rho.lo[0]==0.0 )
{
solver->retcode = LIS_BREAKDOWN;
solver->iter = iter2;
solver->iter2 = iter;
solver->resid = nrm2;
LIS_DEBUG_FUNC_OUT;
return LIS_BREAKDOWN;
}
if( iter2==1 )
{
lis_vector_copyex_mm(r,p);
}
else
{
/* beta = (rho / rho_old) * (alpha / omega) */
lis_quad_div((LIS_QUAD *)beta.hi,(LIS_QUAD *)rho.hi,(LIS_QUAD *)rho_old.hi);
lis_quad_div((LIS_QUAD *)tmpdot1.hi,(LIS_QUAD *)alpha.hi,(LIS_QUAD *)omega.hi);
lis_quad_mul((LIS_QUAD *)beta.hi,(LIS_QUAD *)beta.hi,(LIS_QUAD *)tmpdot1.hi);
/* p = r + beta*(p - omega*v) */
lis_quad_minus((LIS_QUAD *)omega.hi);
lis_vector_axpyex_mmm(omega,v,p);
lis_vector_xpayex_mmm(r,beta,p);
}
/* phat = M^-1 * p */
times = lis_wtime();
lis_psolve(solver, p, phat);
ptimes += lis_wtime()-times;
/* v = A * phat */
LIS_MATVEC(A,phat,v);
/* tmpdot1 = <rtld,v> */
lis_vector_dotex_mmm(rtld,v,&tmpdot1);
/* test breakdown */
/* */
/* alpha = rho / tmpdot1 */
lis_quad_div((LIS_QUAD *)alpha.hi,(LIS_QUAD *)rho.hi,(LIS_QUAD *)tmpdot1.hi);
/* s = r - alpha*v */
lis_quad_minus((LIS_QUAD *)alpha.hi);
lis_vector_axpyex_mmm(alpha,v,r);
/* Early check for tolerance */
lis_solver_get_residual[conv](s,solver,&nrm2);
if( tol > nrm2 )
{
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter2] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
lis_quad_minus((LIS_QUAD *)alpha.hi);
lis_vector_axpyex_mmm(alpha,phat,x);
solver->retcode = LIS_SUCCESS;
solver->iter = iter2;
solver->iter2 = iter;
solver->resid = nrm2;
solver->ptimes = ptimes;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
/* shat = M^-1 * s */
times = lis_wtime();
lis_psolve(solver, s, shat);
ptimes += lis_wtime()-times;
/* t = A * shat */
LIS_MATVEC(A,shat,t);
/* tmpdot1 = <t,s> */
/* tmpdot2 = <t,t> */
/* omega = tmpdot1 / tmpdot2 */
lis_vector_dotex_mmm(t,s,&tmpdot1);
lis_vector_dotex_mmm(t,t,&tmpdot2);
lis_quad_div((LIS_QUAD *)omega.hi,(LIS_QUAD *)tmpdot1.hi,(LIS_QUAD *)tmpdot2.hi);
/* x = x + alpha*phat + omega*shat */
lis_quad_minus((LIS_QUAD *)alpha.hi);
lis_vector_axpyex_mmm(alpha,phat,x);
lis_vector_axpyex_mmm(omega,shat,x);
/* r = s - omega*t */
lis_quad_minus((LIS_QUAD *)omega.hi);
lis_vector_axpyex_mmm(omega,t,r);
lis_quad_minus((LIS_QUAD *)omega.hi);
/* convergence check */
lis_solver_get_residual[conv](r,solver,&nrm2);
if( output )
{
if( output & LIS_PRINT_MEM ) solver->residual[iter2] = nrm2;
if( output & LIS_PRINT_OUT && A->my_rank==0 ) lis_print_rhistory(iter,nrm2);
}
if( tol > nrm2 )
{
solver->retcode = LIS_SUCCESS;
solver->iter = iter2;
solver->iter2 = iter;
solver->resid = nrm2;
solver->ptimes = ptimes;
LIS_DEBUG_FUNC_OUT;
return LIS_SUCCESS;
}
if( omega.hi[0]==0.0 && omega.lo[0]==0.0 )