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/*
Copyright (C) 2008-2020 Michele Martone
This file is part of librsb.
librsb 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 3 of the License, or
(at your option) any later version.
librsb 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 librsb; see the file COPYING.
If not, see <http://www.gnu.org/licenses/>.
*/
/* @cond INNERDOC */
/*!
* @file
* @author Michele Martone
* @brief
* This source file contains functions for sparse matrices multiplication.
*/
/* FIXME : UNFINISHED, UNCHECKED, UNSECURED, preliminar code
* TODO : spscatter
* should parallelize this code (not difficult; based on nproc accumulator arrays, one external omp loop)
* */
#include "rsb_common.h"
#include "rsb_clone.h"
#define RSB_WANT_SPGEMM_MFLOPS 1
#define RSB_WANT_SPGEMM_VERBOSE (RSB_WANT_SPGEMM_MFLOPS&&0)
#define RSB_WANT_SPGEMM_VERBOSE_PROGRAM 1
#define WANT_SPGEMM_FULL 1
// take care that having more threads will not give you benefits if memory access is slow
#define RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS RSB_WANT_OMP_RECURSIVE_KERNELS
#if 0
/* 20120930 unused ?! */
static rsb_err_t rsb_spgemm_sym_count_blocks(const struct rsb_mtx_t * mtxAp, const struct rsb_mtx_t * mtxBp, rsb_nnz_idx_t * cblocksp)
{
/**
* \ingroup gr_unfinished
* Counts an upper bound estimate of the output blocks of A * B conformant sparse matrices product.
* It is a valid estimate for the expected work.
* Matrices must be pairwise CSR and CSC formats or BCSR br x bc and BCSC bc x br formats to conform.
* Matrices should be unsymmetric (although no error would be issues on symmetric matrices as input).
*
* ...
* */
rsb_nnz_idx_t cblocks=0;
rsb_err_t errval = RSB_ERR_NO_ERROR;
rsb_coo_idx_t bi,bj;
rsb_coo_idx_t cm,ck;
if(!mtxAp || !mtxBp || !cblocksp || !rsb_are_matrices_spgemm_block_conformant(mtxAp,mtxBp))
{errval = RSB_ERR_BADARGS;goto err;}
cm=mtxAp->nr;
ck=mtxBp->nc;
for(bi=0;bi<cm;++bi)
for(bj=0;bj<ck;++bj)
{
rsb_nnz_idx_t aro=mtxAp->bpntr[bi];
rsb_nnz_idx_t are=mtxAp->bpntr[bi+1];
// rsb_nnz_idx_t arb=mtxAp->bpntr[bi+1] - mtxAp->bpntr[bi];
rsb_nnz_idx_t bro=mtxBp->bpntr[bj];
rsb_nnz_idx_t bre=mtxBp->bpntr[bj+1];
// rsb_nnz_idx_t bcb=mtxBp->bpntr[bj+1] - mtxBp->bpntr[bj];
rsb_nnz_idx_t al=0,bl=0;
if(/* arb<bcb*/ 1 )
{
for(al=aro,bl=bro;al<are&&bl<bre;)
{
while(mtxBp->bindx[bl]<mtxAp->bindx[al] && bl<bre)
++bl;
/* TODO : a fast binary search codelet here */
while(mtxBp->bindx[bl]>mtxAp->bindx[al] && al<are)
++al;
if(mtxAp->bindx[al]==mtxBp->bindx[bl])
++cblocks,++al;
}
}
else
{
/* FIXME : write me */
}
}
*cblocksp=cblocks;
err:
RSB_DO_ERR_RETURN(errval)
}
#endif
RSB_INTERNALS_COMMON_HEAD_DECLS
static rsb_err_t rsb_spgemm_inner(const struct rsb_coo_matrix_t * acoo, const struct rsb_coo_matrix_t * bcoo, rsb_nnz_idx_t * cblocksp, rsb_coo_idx_t ** PA, rsb_coo_idx_t ** JA, void ** VA, size_t * opsp)
{
/**
* \ingroup gr_unfinished
* Counts an upper bound estimate of the output blocks of A * B conformant sparse matrices product.
* It is a valid estimate for the expected work.
* Matrices must be pairwise CSR formats or CSC formats to conform.
* Matrices should be unsymmetric (although no error would be issues on symmetric matrices as input).
*
* CSR-CSR or CSC-CSC (and swapped A/B)
* ...
* */
rsb_nnz_idx_t cblocks=0;
rsb_err_t errval = RSB_ERR_NO_ERROR;
rsb_coo_idx_t bi;
rsb_coo_idx_t ai,aj;
// rsb_coo_idx_t ci,cj;
rsb_coo_idx_t cm,ck;
/*rsb_coo_idx_t am,ak*/;
rsb_coo_idx_t /*bm,*/bk;
rsb_coo_idx_t al,bl;
size_t el_size=0;
rsb_coo_idx_t*abpntr=NULL,*bbpntr=NULL;
rsb_coo_idx_t*abindx=NULL,*bbindx=NULL;
void *acc=NULL;
rsb_nnz_idx_t * p=NULL;
#if RSB_WANT_SPGEMM_MFLOPS
rsb_nnz_idx_t ops=0;
rsb_time_t t=0;
#endif /* RSB_WANT_SPGEMM_MFLOPS */
if(!acoo || !bcoo || !cblocksp /* || !rsb_are_matrices_spgemm_block_conformant(acoo,bcoo)*/)
{errval = RSB_ERR_BADARGS;goto err;}
el_size = RSB_SIZEOF(acoo->typecode);
abpntr=acoo->IA;
bbpntr=bcoo->IA;
abindx=acoo->JA;
bbindx=bcoo->JA;
#if RSB_WANT_SPGEMM_MFLOPS
t = - rsb_time();
#endif /* RSB_WANT_SPGEMM_MFLOPS */
cm=acoo->nr;
/*bm=bcoo->nr;*/
bk=bcoo->nc;
ck=bcoo->nc;
/*ak=acoo->nc;*/
acc = rsb__calloc(el_size*bk);
if(!acc) {errval = RSB_ERR_BADARGS;goto err;}
p = rsb__calloc(sizeof(rsb_nnz_idx_t)*(bk+1));
if(!p) {errval = RSB_ERR_BADARGS;goto err;}
if(PA && JA && VA)
*PA = rsb__calloc(sizeof(rsb_coo_idx_t)*(cm+1));
if(!*PA)
{
RSB_CONDITIONAL_FREE(*PA);
errval = RSB_ERR_BADARGS;goto err;
}
for(ai=0;ai<cm;++ai)
{
rsb_nnz_idx_t aro;
rsb_nnz_idx_t are;
/* rsb_nnz_idx_t arb; */
rsb_nnz_idx_t marker;
rsb_nnz_idx_t rcblocks=0;
marker=cblocks+1;
aro=abpntr[ai];
are=abpntr[ai+1];
/* arb=abpntr[ai+1] - abpntr[ai]; */
/* we start row ai of target matrix C */
for(al=aro;al<are;++al)
{
rsb_nnz_idx_t bro;
rsb_nnz_idx_t bre;
/* rsb_nnz_idx_t bcb; */
aj=abindx[al];
bi=aj;
bro=bbpntr[bi];
bre=bbpntr[bi+1];
/* bcb=bbpntr[bi+1] - bbpntr[bi]; */
for(bl=bro;bl<bre;++bl)
{
rsb_coo_idx_t bj;
bj=bbindx[bl];
// RSB_STDOUT("(%d %d) x (%d %d)\n",ai,aj,bi,bj);
if(p[bj]<marker)
p[bj]=marker,
rcblocks++;
else
;
}
}
if(!RSB_IS_VALID_NNZ_SUM(cblocks,rcblocks))
{
RSB_ERROR("number of matrices product nnz may exceed maximum allowed.\n");
errval = RSB_ERR_LIMITS;
goto err;
}
cblocks += rcblocks;
(*PA)[ai+1]=cblocks;
}
if(cblocksp)
*cblocksp=cblocks;
/* FIXME: and what to do if cblocks == 0 ? */
if(PA && JA && VA)
{
*JA = rsb__calloc(sizeof(rsb_coo_idx_t)*cblocks);
*VA = rsb__calloc(el_size*cblocks);
if(!*PA || !*JA || !*VA)
{
RSB_CONDITIONAL_FREE(*PA);
RSB_CONDITIONAL_FREE(*JA);
RSB_CONDITIONAL_FREE(*VA);
errval = RSB_ERR_BADARGS;goto err;
}
#if RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS
#pragma omp parallel RSB_NTC
{
const rsb_thread_t nt = omp_get_num_threads();
const rsb_thread_t tn = omp_get_thread_num();
rsb_coo_idx_t bj;
void *acc_=NULL; rsb_nnz_idx_t *p_=NULL;
#pragma omp critical (spgemm_alloc)
{
#if RSB_WANT_SPGEMM_VERBOSE
//if(!tn)RSB_STDOUT("parallel SPGEMM with %d threads\n",nt);
#endif /* RSB_WANT_SPGEMM_VERBOSE */
if(tn)
{
acc_=rsb__calloc(el_size*bk);
if(!acc_) {errval = RSB_ERR_BADARGS;}
p_=rsb__calloc(sizeof(rsb_nnz_idx_t)*(bk+1));
if(!p_) {errval = RSB_ERR_BADARGS;}
}
else
{
acc_=acc;p_=p;
for(bj=0;bj<bk;++bj) p_[bj]=0;
}
}
if(RSB_SOME_ERROR(errval))
goto ierr;
/* FIXME: ops in parallel section ! */
rsb__do_util_csr_csr_sparse_mul_serial(*PA,*JA,*VA,abpntr,bbpntr,abindx,bbindx,acoo->VA,bcoo->VA,cm,ck,p_,acc_,&ops,acoo->typecode,tn,nt);
ierr:
#pragma omp critical (spgemm_alloc)
{ if(tn) { RSB_CONDITIONAL_FREE(acc_);RSB_CONDITIONAL_FREE(p_); } }
}
#else /* RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS */
{
rsb_coo_idx_t bj;
for(bj=0;bj<bk;++bj)
p[bj]=0;
//rsb__do_util_csr_csr_sparse_mul_serial(*PA,*JA,*VA,acoo->bpntr,bcoo->bpntr,acoo->bindx,bcoo->bindx,acoo->VA,bcoo->VA,cm,ck,p,acc,&ops,acoo->typecode,0,1);
rsb__do_util_csr_csr_sparse_mul_serial(*PA,*JA,*VA,acoo->IA,bcoo->IA,acoo->JA,bcoo->JA,acoo->VA,bcoo->VA,cm,ck,p,acc,&ops,acoo->typecode,0,1);
}
#endif /* RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS */
}
/* CSR to COO conversion */
*PA = rsb__realloc(*PA,RSB_MAX(cblocks,RSB_MAX(1+cm,ck))*sizeof(rsb_nnz_idx_t));
RSB_DO_ERROR_CUMULATE(errval,rsb__do_switch_compressed_array_to_fullword_coo(*PA,cm,0,NULL));
#if RSB_WANT_SPGEMM_MFLOPS
ops*=2;
t += rsb_time();
#endif /* RSB_WANT_SPGEMM_MFLOPS */
#if RSB_WANT_SPGEMM_VERBOSE
#if RSB_ALLOW_STDOUT
RSB_STDOUT("%zd nonzeros , %zd x %zd\n",(size_t)cblocks,cm,ck);
RSB_STDOUT("%g MFLOPS\n",((double)(ops))/(t*1000000));
#endif /* RSB_ALLOW_STDOUT */
#endif /* RSB_WANT_SPGEMM_VERBOSE */
err:
RSB_CONDITIONAL_FREE(acc);
RSB_CONDITIONAL_FREE(p);
if(opsp)*opsp=ops;
if(RSB_SOME_ERROR(errval))
{
RSB_CONDITIONAL_FREE(*PA);
RSB_CONDITIONAL_FREE(*JA);
RSB_CONDITIONAL_FREE(*VA);
}
RSB_DO_ERR_RETURN(errval)
}
static rsb_err_t rsb_do_spgemm_dense_inner(rsb_coo_idx_t ldc, rsb_coo_idx_t nr, rsb_coo_idx_t nc, rsb_bool_t isccolmajor, void *cVA_, const struct rsb_coo_matrix_t * acoo, const struct rsb_coo_matrix_t * bcoo, rsb_nnz_idx_t * cblocksp, size_t * opsp)
{
/**
* \ingroup gr_unfinished
* */
//rsb_nnz_idx_t cblocks=0;
rsb_err_t errval = RSB_ERR_NO_ERROR;
//rsb_coo_idx_t bi;
//rsb_coo_idx_t ai,aj;
rsb_coo_idx_t cm,ck;
rsb_coo_idx_t /*am,*/ak;
rsb_coo_idx_t bm,bk;
//rsb_coo_idx_t al,bl;
size_t el_size=0;
#if RSB_WANT_SPGEMM_MFLOPS
rsb_nnz_idx_t ops=0;
rsb_time_t t=0;
#endif /* RSB_WANT_SPGEMM_MFLOPS */
rsb_coo_idx_t*abpntr=NULL,*bbpntr=NULL;
rsb_coo_idx_t*abindx=NULL,*bbindx=NULL;
if(!acoo || !bcoo || !cblocksp /* || !rsb_are_matrices_spgemm_block_conformant(acoo,bcoo)*/)
{errval = RSB_ERR_BADARGS;goto err;}
el_size = RSB_SIZEOF(acoo->typecode);
if( (isccolmajor && (ldc<nr)) || ((!isccolmajor) && (ldc<nc))
|| (acoo->nc != bcoo->nr) || (acoo->nr > nr) || (bcoo->nc > nc)
)
{
errval = RSB_ERR_BADARGS;
goto err;
}
#if RSB_WANT_SPGEMM_MFLOPS
t = - rsb_time();
#endif /* RSB_WANT_SPGEMM_MFLOPS */
abpntr=acoo->IA;
bbpntr=bcoo->IA;
abindx=acoo->JA;
bbindx=bcoo->JA;
cm=acoo->nr;
bm=bcoo->nr;
bk=bcoo->nc;
ck=bcoo->nc;
ak=acoo->nc;
{
rsb_nnz_idx_t opss=0;
#if RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS
#if RSB_WANT_SPGEMM_MFLOPS
//size_t opss=0;
#else /* RSB_WANT_SPGEMM_MFLOPS */
//size_t opss=NULL;
#endif /* RSB_WANT_SPGEMM_MFLOPS */
#pragma omp parallel reduction(+:opss) RSB_NTC
{
const rsb_thread_t nt = omp_get_num_threads();
const rsb_thread_t tn = omp_get_thread_num();
//rsb_coo_idx_t bj;
rsb__do_util_csr_csr_dense_mul_serial(ldc,nr,nc,isccolmajor,cVA_,abpntr,bbpntr,abindx,bbindx,acoo->VA,bcoo->VA,cm,ck,&opss,acoo->typecode,tn,nt);
}
#else /* RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS */
{
rsb__do_util_csr_csr_dense_mul_serial(ldc,nr,nc,isccolmajor,cVA_,abpntr,bbpntr,abindx,bbindx,acoo->VA,bcoo->VA,cm,ck,&opss,acoo->typecode,0,1);
}
#endif /* RSB_WANT_OMP_RECURSIVE_SPGEMM_KERNELS */
ops+=opss;
}
#if RSB_WANT_SPGEMM_MFLOPS
ops*=2;
t += rsb_time();
#endif /* RSB_WANT_SPGEMM_MFLOPS */
#if RSB_WANT_SPGEMM_VERBOSE
#if RSB_ALLOW_STDOUT
//RSB_STDOUT("%zd nonzeros , %zd x %zd\n",(size_t)cblocks,cm,ck);
RSB_STDOUT("%g MFLOPS\n",((double)(ops))/(t*1000000));
#endif /* RSB_ALLOW_STDOUT */
#endif /* RSB_WANT_SPGEMM_VERBOSE */
if(opsp)*opsp=ops;
err:
RSB_DO_ERR_RETURN(errval)
}
static struct rsb_mtx_t * rsb_spgemm_tmp(rsb_type_t typecode, const struct rsb_mtx_t * mtxAp, const struct rsb_mtx_t * mtxBp, rsb_trans_t transA, rsb_trans_t transB, const void *alphap, const void *betap, rsb_err_t *errvalp, rsb_time_t * dtp, size_t * opsp)
{
/**
* \ingroup gr_unfinished
* FIXME: requires CSR format everywhere !
* TODO need to-CSR cloning, here!
* FIXME: missing a smart approach for handling symmetric matrices (current policy is explicit expansion)
* */
// FIXME: WON'T WORK FOR SOME VERY SPARSE MATRICES
void * VA = NULL;
rsb_coo_idx_t * IA = NULL, *JA = NULL;
rsb_nnz_idx_t nnz = 0;
rsb_err_t errval = RSB_ERR_NO_ERROR;
rsb_flags_t flags = RSB_FLAG_DEFAULT_RSB_MATRIX_FLAGS;
struct rsb_coo_matrix_t acsr,bcsr;
struct rsb_mtx_t *mtxCp = NULL;
rsb_time_t dt = RSB_CONST_IMPOSSIBLY_BIG_TIME;
rsb_coo_idx_t cm = 0,ck = 0;
rsb_coo_idx_t tak = 0, tbm = 0;
RSB_BZERO_P(&acsr);
RSB_BZERO_P(&bcsr);
if(RSB_MATRIX_UNSUPPORTED_TYPE(typecode))
{
errval = RSB_ERR_UNSUPPORTED_TYPE;
RSB_PERR_GOTO(err,RSB_ERRM_EM);
}
if( !mtxAp || !mtxBp )
{
RSB_ERROR("Supplied a NULL matrix pointer.\n");
errval = RSB_ERR_BADARGS;
goto err;
}
RSB_DO_FLAG_DEL(flags,RSB_FLAG_FORTRAN_INDICES_INTERFACE);
#if 0
if( mtxAp->typecode != mtxBp->typecode )
{
RSB_ERROR("Matrix types do not match.\n");
errval = RSB_ERR_BADARGS;
goto err;
}
#else
#endif
cm = RSB_MTX_TRANSPOSED_ROWS(mtxAp,transA);
ck = RSB_MTX_TRANSPOSED_COLS(mtxBp,transB);
tak = RSB_MTX_TRANSPOSED_COLS(mtxAp,transA);
tbm = RSB_MTX_TRANSPOSED_ROWS(mtxBp,transB);
if( (transA != RSB_TRANSPOSITION_N) || (transB != RSB_TRANSPOSITION_N) )
{
RSB_ERROR("Transposition parameter not yet supported !\n");
errval = RSB_ERR_UNIMPLEMENTED_YET;
goto err;
}
if(tak!=tbm)
{
RSB_ERROR("Matrix sizes do not match.\n");
errval = RSB_ERR_BADARGS;
goto err;
}
acsr.nr = mtxAp->nr;
acsr.nc = mtxAp->nc;
acsr.nnz = RSB_MAX(mtxAp->nnz,RSB_MAX(mtxAp->nr+1,mtxAp->nc+1)); /* FIXME: temporary !*/
acsr.nnz += mtxAp->nnz+RSB_MIN(mtxAp->nr+1,mtxAp->nc+1); /* FIXME: temporary, in case of symmetry & diagonal !*/
acsr.typecode = typecode;
if((rsb__allocate_coo_matrix_t(&acsr)!=&acsr))
{
RSB_ERROR("problem converting the A matrix\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
//acsr.nnz=mtxAp->nnz;
bcsr.nr = mtxBp->nr;
bcsr.nc = mtxBp->nc;
bcsr.nnz = RSB_MAX(mtxBp->nnz,RSB_MAX(mtxBp->nr+1,mtxBp->nc+1)); /* FIXME: temporary !*/
bcsr.nnz += mtxBp->nnz+RSB_MIN(mtxBp->nr+1,mtxBp->nc+1); /* FIXME: temporary, in case of symmetry & diagonal !*/
bcsr.typecode = typecode;
if((rsb__allocate_coo_matrix_t(&bcsr)!=&bcsr))
{
RSB_ERROR("problem converting the B matrix\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
//bcsr.nnz=mtxBp->nnz;
errval = rsb__do_get_csr(typecode,mtxAp,acsr.VA,acsr.IA,acsr.JA,RSB_FLAG_DEFAULT_CSR_MATRIX_FLAGS);
if(RSB_SOME_ERROR(errval))
{
RSB_ERROR("csr extraction problems from matrix A\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
errval = rsb__do_get_csr(typecode,mtxBp,bcsr.VA,bcsr.IA,bcsr.JA,RSB_FLAG_DEFAULT_CSR_MATRIX_FLAGS);
if(RSB_SOME_ERROR(errval))
{
RSB_ERROR("csr extraction problems from matrix B\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
acsr.nnz=acsr.IA[acsr.nr];
bcsr.nnz=bcsr.IA[bcsr.nr];
if(!mtxAp || !mtxBp)
{
RSB_ERROR(RSB_ERRM_ES);
errval = RSB_ERR_BADARGS;
goto err;
}
if(dtp)dt = - rsb_time();
if((errval = rsb_spgemm_inner(&acsr,&bcsr,&nnz,&IA,&JA,&VA,opsp))!=RSB_ERR_NO_ERROR)
/* FIXME: warning: allocation size may not be max(nnz,m) in mtxCp arrays, now ! */
{
//RSB_ERROR(RSB_ERRM_ES);
rsb__do_perror(NULL,errval);
goto err;
}
if(dtp)dt += rsb_time();
//else rsb__test_print_coo_mm(mtxAp->typecode,mtxAp->flags,IA,JA,VA,mtxAp->nr,mtxBp->nc,nnz,RSB_BOOL_TRUE,RSB_DEFAULT_STREAM);
mtxCp = rsb__do_mtx_alloc_from_coo_inplace(VA,IA,JA,nnz,typecode,cm,ck,RSB_DEFAULT_ROW_BLOCKING,RSB_DEFAULT_COL_BLOCKING,flags,&errval);
if(mtxCp)RSB_DO_FLAG_DEL(mtxCp->flags,RSB_FLAG_EXTERNALLY_ALLOCATED_ARRAYS);
if(!mtxCp)
{
RSB_ERROR("Failed allocating a matrix\n.");
if(errval == RSB_ERR_NO_ERROR)
errval = RSB_ERR_INTERNAL_ERROR;
RSB_CONDITIONAL_FREE(IA);
RSB_CONDITIONAL_FREE(JA);
RSB_CONDITIONAL_FREE(VA);
goto err;
}
//else rsb__print_matrix_unsorted_coo(mtxCp);
err:
if(dtp)*dtp=dt;
rsb__destroy_coo_matrix_t(&acsr);
rsb__destroy_coo_matrix_t(&bcsr);
RSB_CONDITIONAL_ERRPSET(errvalp,errval);
return mtxCp;
}
rsb_err_t rsb__do_spgemm_to_dense(rsb_type_t typecode, rsb_trans_t transA, const void *alphap, const struct rsb_mtx_t * mtxAp, rsb_trans_t transB, const void *betap, const struct rsb_mtx_t * mtxBp, rsb_coo_idx_t ldc, rsb_coo_idx_t nr, rsb_coo_idx_t nc, rsb_bool_t isccolmajor, void *cVA, rsb_time_t * dtp, size_t * opsp)
{
/**
* \ingroup gr_unfinished
* TODO: missing input validation
* FIXME: WON'T WORK FOR SOME VERY SPARSE MATRICES
* FIXME: alphap,betap,transA,transB still unused
* */
rsb_nnz_idx_t nnz=0;
rsb_err_t errval = RSB_ERR_NO_ERROR;
rsb_flags_t flags = RSB_FLAG_DEFAULT_CSR_MATRIX_FLAGS;
struct rsb_coo_matrix_t acsr,bcsr;
rsb_time_t dt=RSB_CONST_IMPOSSIBLY_BIG_TIME;
RSB_BZERO_P(&acsr);
RSB_BZERO_P(&bcsr);
if( RSB_INVALID_COO_INDEX(nr) || RSB_INVALID_COO_INDEX(nc) || RSB_INVALID_COO_INDEX(ldc) || !mtxAp || !mtxBp
#if 0
|| (mtxAp->typecode != mtxBp->typecode)
#endif
)
{
errval = RSB_ERR_BADARGS;
goto err;
}
if( (transA != RSB_TRANSPOSITION_N) || (transB != RSB_TRANSPOSITION_N) )
{
RSB_ERROR("Transposition parameter not yet supported !\n");
errval = RSB_ERR_UNIMPLEMENTED_YET;
goto err;
}
acsr.nr=mtxAp->nr;
acsr.nc=mtxAp->nc;
acsr.nnz = RSB_MAX(mtxAp->nnz,RSB_MAX(mtxAp->nr+1,mtxAp->nc+1)); /* FIXME: temporary !*/
//acsr.typecode=mtxAp->typecode;
acsr.typecode=typecode;
if((rsb__allocate_coo_matrix_t(&acsr)!=&acsr))
{
RSB_ERROR("allocaton problem\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
acsr.nnz=mtxAp->nnz;
bcsr.nr=mtxBp->nr;
bcsr.nc=mtxBp->nc;
bcsr.nnz = RSB_MAX(mtxBp->nnz,RSB_MAX(mtxBp->nr+1,mtxBp->nc+1)); /* FIXME: temporary !*/
//bcsr.typecode=mtxBp->typecode;
bcsr.typecode=typecode;
if((rsb__allocate_coo_matrix_t(&bcsr)!=&bcsr))
{
RSB_ERROR("allocaton problem\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
bcsr.nnz=mtxBp->nnz;
errval = rsb__do_get_csr(typecode,mtxAp,acsr.VA,acsr.IA,acsr.JA,flags);
if(RSB_SOME_ERROR(errval))
{
RSB_ERROR("csr extraction problems from matrix A\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
errval = rsb__do_get_csr(typecode,mtxBp,bcsr.VA,bcsr.IA,bcsr.JA,flags);
if(RSB_SOME_ERROR(errval))
{
RSB_ERROR("csr extraction problems from matrix B\n");
errval = RSB_ERR_INTERNAL_ERROR; goto err;
}
if(dtp)dt = - rsb_time();
if((errval = rsb_do_spgemm_dense_inner(ldc,nr,nc,isccolmajor,cVA,&acsr,&bcsr,&nnz,opsp))!=RSB_ERR_NO_ERROR)
{
RSB_ERROR(RSB_ERRM_ES);
goto err;
}
if(dtp)dt += rsb_time();
err:
if(dtp)*dtp=dt;
rsb__destroy_coo_matrix_t(&acsr);
rsb__destroy_coo_matrix_t(&bcsr);
return errval;
}
rsb_err_t rsb_do_spgemm_test_code(const int argc, char * const argv[])
{
/**
* \ingroup gr_unfinished
* FIXME : temporary, testing code */
#if WANT_SPGEMM_FULL
struct rsb_mtx_t *mtxCp = NULL;
#else /* WANT_SPGEMM_FULL */
void * CVA=NULL; rsb_coo_idx_t * CIA=NULL,*CJA=NULL;
#endif /* WANT_SPGEMM_FULL */
//rsb_coo_idx_t m=0,k=0,nnz=0;
rsb_type_t typecode = RSB_NUMERICAL_TYPE_DEFAULT;
//rsb_flags_t flags = 0;
//rsb_flags_t flags = RSB_FLAG_DEFAULT_CSR_MATRIX_FLAGS;
rsb_flags_t flags = RSB_FLAG_DEFAULT_RSB_MATRIX_FLAGS;
rsb_err_t errval = RSB_ERR_NO_ERROR;
const char * filename=NULL;
const char * cfilename=NULL;
struct rsb_mtx_t *mtxAp = NULL;
struct rsb_mtx_t *mtxBp = NULL;
int br,bc;
/* 4x4 and 1x8 blockings give various results, as a numerical side effect */
//rsb_nnz_idx_t cblocks=0;
rsb_trans_t transA = RSB_TRANSPOSITION_N;
rsb_trans_t transB = RSB_TRANSPOSITION_N;
//rsb_aligned_t errnorm[];
#if 0
rsb_aligned_t alpha[RSB_CONST_ENOUGH_ALIGNED_FOR_ANY_TYPE];
rsb_aligned_t beta[RSB_CONST_ENOUGH_ALIGNED_FOR_ANY_TYPE];
rsb_byte_t * alphap=alpha;
rsb_byte_t * betap=beta;
#else
rsb_byte_t * alphap=NULL;
rsb_byte_t * betap=NULL;
#endif
rsb_time_t rsb_spg_time = RSB_CONST_IMPOSSIBLY_BIG_TIME,csr_spg_time = RSB_CONST_IMPOSSIBLY_BIG_TIME;
rsb_time_t t = RSB_CONST_IMPOSSIBLY_BIG_TIME;
rsb_thread_t nt = rsb_get_num_threads();
size_t ops=0;
//rsb_option options[] = { RSB_BENCH_PROG_OPTS {0,0,0,0} };
br=1,bc=8; br=4,bc=4; br=1,bc=1;
RSB_DO_FLAG_ADD(flags,RSB_FLAG_SORT_INPUT);
filename = "pd.mtx";
if(argc>=2)
filename=argv[1];
if((errval = rsb_lib_init(RSB_NULL_INIT_OPTIONS)) != RSB_ERR_NO_ERROR)
goto err;
if((errval = rsb__do_load_matrix_file_as_matrix_market(&mtxAp,filename,flags,typecode))!=RSB_ERR_NO_ERROR)
goto err;
if(argc>=3 && strcmp(argv[2],argv[1]))
errval = rsb__do_load_matrix_file_as_matrix_market(&mtxBp,argv[2],flags,typecode);
else
mtxBp=mtxAp;
if(argc>=4)
cfilename = argv[3];
else
cfilename = "pd.tmp.mtx";
t = - rsb_time();
if((mtxCp = rsb_spgemm_tmp(typecode,mtxAp,mtxBp,transA,transB,alphap,betap,&errval,&csr_spg_time,&ops))==NULL)
goto err;
#if RSB_WANT_SPGEMM_VERBOSE
//RSB_STDOUT("%zd nonzeros, %g s (%g Mnnz/s)\n",(size_t)cblocks,t,((double)(cblocks))/(t*1000000));
#endif /* RSB_WANT_SPGEMM_VERBOSE */
err:
t += rsb_time();
rsb_spg_time=t;
#if RSB_WANT_SPGEMM_VERBOSE_PROGRAM
#if RSB_ALLOW_STDOUT
RSB_STDOUT_MATRIX_SUMMARY(mtxAp);
RSB_STDOUT("\n * \n");
RSB_STDOUT_MATRIX_SUMMARY(mtxBp);
RSB_STDOUT("\n = \n");
RSB_STDOUT_MATRIX_SUMMARY(mtxCp);
RSB_STDOUT("\n");
RSB_STDOUT("%%:CSR_SPGEMM_PERFORMANCE:");RSB_STDOUT_MATRIX_ESSENTIALS(mtxCp,filename,nt);RSB_STDOUT("\t%10.6lf\n",(RSB_FPINV(csr_spg_time)*ops)/RSB_MILLION_I );
RSB_STDOUT("%%:RSB_SPGEMM_PERFORMANCE:");RSB_STDOUT_MATRIX_ESSENTIALS(mtxCp,filename,nt);RSB_STDOUT("\t%10.6lf\n",(RSB_FPINV(rsb_spg_time)*ops)/RSB_MILLION_I );
RSB_STDOUT("%%:CSR_SPGEMM_TIME:");RSB_STDOUT_MATRIX_ESSENTIALS(mtxCp,filename,nt);RSB_STDOUT("\t%10.6lf\n",(csr_spg_time));
RSB_STDOUT("%%:RSB_SPGEMM_TIME:");RSB_STDOUT_MATRIX_ESSENTIALS(mtxCp,filename,nt);RSB_STDOUT("\t%10.6lf\n",(rsb_spg_time));
RSB_STDOUT("%%:SPGEMM_OPS:");RSB_STDOUT_MATRIX_ESSENTIALS(mtxCp,filename,nt);RSB_STDOUT("\t%zd\n",ops);
#endif /* RSB_ALLOW_STDOUT */
#endif /* RSB_WANT_SPGEMM_VERBOSE_PROGRAM */
rsb__do_perror(NULL,errval);
if(mtxBp && mtxBp!=mtxAp)
RSB_MTX_FREE(mtxBp);
if(mtxAp)
RSB_MTX_FREE(mtxAp);
errval = rsb_file_mtx_save(mtxCp, cfilename);
rsb__do_perror(NULL,errval);
#if WANT_SPGEMM_FULL
if(mtxCp)
RSB_MTX_FREE(mtxCp)
#else /* WANT_SPGEMM_FULL */
RSB_CONDITIONAL_FREE(CIA);
RSB_CONDITIONAL_FREE(CJA);
RSB_CONDITIONAL_FREE(CVA);
#endif /* WANT_SPGEMM_FULL */
if((errval = rsb_lib_exit(RSB_NULL_EXIT_OPTIONS)) != RSB_ERR_NO_ERROR)
;
RSB_DO_ERR_RETURN(errval)
}
struct rsb_mtx_t * rsb__do_matrix_mul(rsb_type_t typecode, rsb_trans_t transA, const void *alphap, const struct rsb_mtx_t * mtxAp, rsb_trans_t transB, const void *betap, const struct rsb_mtx_t * mtxBp, rsb_err_t * errvalp)
{
return rsb_spgemm_tmp(typecode,mtxAp,mtxBp,transA,transB,alphap,betap,errvalp,NULL,NULL);
}
/* @endcond */
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