static char help[] = "Test Matrix products for AIJ matrices\n\ Input arguments are:\n\ -fA -fB -fC : file to load\n\n"; /* Example of usage: ./ex62 -fA -fB mpiexec -n 3 ./ex62 -fA medium -fB medium */ #include /* B = A - B norm = norm(B) */ PetscErrorCode MatNormDifference(Mat A,Mat B,PetscReal *norm) { PetscFunctionBegin; PetscCall(MatAXPY(B,-1.0,A,DIFFERENT_NONZERO_PATTERN)); PetscCall(MatNorm(B,NORM_FROBENIUS,norm)); PetscFunctionReturn(0); } int main(int argc,char **args) { Mat A,A_save,B,C,P,C1,R; PetscViewer viewer; PetscErrorCode ierr; PetscMPIInt size,rank; PetscInt i,j,*idxn,PM,PN = PETSC_DECIDE,rstart,rend; PetscReal norm; PetscRandom rdm; char file[2][PETSC_MAX_PATH_LEN] = { "", ""}; PetscScalar *a,rval,alpha; PetscBool Test_MatMatMult=PETSC_TRUE,Test_MatTrMat=PETSC_TRUE,Test_MatMatTr=PETSC_TRUE; PetscBool Test_MatPtAP=PETSC_TRUE,Test_MatRARt=PETSC_TRUE,flg,seqaij,flgA,flgB; MatInfo info; PetscInt nzp = 5; /* num of nonzeros in each row of P */ MatType mattype; const char *deft = MATAIJ; char A_mattype[256], B_mattype[256]; PetscInt mcheck = 10; PetscCall(PetscInitialize(&argc,&args,(char*)0,help)); PetscCallMPI(MPI_Comm_size(PETSC_COMM_WORLD,&size)); PetscCallMPI(MPI_Comm_rank(PETSC_COMM_WORLD,&rank)); /* Load the matrices A_save and B */ ierr = PetscOptionsBegin(PETSC_COMM_WORLD,"","","");PetscCall(ierr); PetscCall(PetscOptionsBool("-test_rart","Test MatRARt","",Test_MatRARt,&Test_MatRARt,NULL)); PetscCall(PetscOptionsInt("-PN","Number of columns of P","",PN,&PN,NULL)); PetscCall(PetscOptionsInt("-mcheck","Number of matmult checks","",mcheck,&mcheck,NULL)); PetscCall(PetscOptionsString("-fA","Path for matrix A","",file[0],file[0],sizeof(file[0]),&flg)); PetscCheck(flg,PETSC_COMM_WORLD,PETSC_ERR_USER_INPUT,"Must indicate a file name for matrix A with the -fA option."); PetscCall(PetscOptionsString("-fB","Path for matrix B","",file[1],file[1],sizeof(file[1]),&flg)); PetscCall(PetscOptionsFList("-A_mat_type","Matrix type","MatSetType",MatList,deft,A_mattype,256,&flgA)); PetscCall(PetscOptionsFList("-B_mat_type","Matrix type","MatSetType",MatList,deft,B_mattype,256,&flgB)); ierr = PetscOptionsEnd();PetscCall(ierr); PetscCall(PetscViewerBinaryOpen(PETSC_COMM_WORLD,file[0],FILE_MODE_READ,&viewer)); PetscCall(MatCreate(PETSC_COMM_WORLD,&A_save)); PetscCall(MatLoad(A_save,viewer)); PetscCall(PetscViewerDestroy(&viewer)); if (flg) { PetscCall(PetscViewerBinaryOpen(PETSC_COMM_WORLD,file[1],FILE_MODE_READ,&viewer)); PetscCall(MatCreate(PETSC_COMM_WORLD,&B)); PetscCall(MatLoad(B,viewer)); PetscCall(PetscViewerDestroy(&viewer)); } else { PetscCall(PetscObjectReference((PetscObject)A_save)); B = A_save; } if (flgA) { PetscCall(MatConvert(A_save,A_mattype,MAT_INPLACE_MATRIX,&A_save)); } if (flgB) { PetscCall(MatConvert(B,B_mattype,MAT_INPLACE_MATRIX,&B)); } PetscCall(MatSetFromOptions(A_save)); PetscCall(MatSetFromOptions(B)); PetscCall(MatGetType(B,&mattype)); PetscCall(PetscMalloc(nzp*(sizeof(PetscInt)+sizeof(PetscScalar)),&idxn)); a = (PetscScalar*)(idxn + nzp); PetscCall(PetscRandomCreate(PETSC_COMM_WORLD,&rdm)); PetscCall(PetscRandomSetFromOptions(rdm)); /* 1) MatMatMult() */ /* ----------------*/ if (Test_MatMatMult) { PetscCall(MatDuplicate(A_save,MAT_COPY_VALUES,&A)); /* (1.1) Test developer API */ PetscCall(MatProductCreate(A,B,NULL,&C)); PetscCall(MatSetOptionsPrefix(C,"AB_")); PetscCall(MatProductSetType(C,MATPRODUCT_AB)); PetscCall(MatProductSetAlgorithm(C,MATPRODUCTALGORITHMDEFAULT)); PetscCall(MatProductSetFill(C,PETSC_DEFAULT)); PetscCall(MatProductSetFromOptions(C)); /* we can inquire about MATOP_PRODUCTSYMBOLIC even if the destination matrix type has not been set yet */ PetscCall(MatHasOperation(C,MATOP_PRODUCTSYMBOLIC,&flg)); PetscCall(MatProductSymbolic(C)); PetscCall(MatProductNumeric(C)); PetscCall(MatMatMultEqual(A,B,C,mcheck,&flg)); PetscCheck(flg,PETSC_COMM_SELF,PETSC_ERR_PLIB,"Error in C=A*B"); /* Test reuse symbolic C */ alpha = 0.9; PetscCall(MatScale(A,alpha)); PetscCall(MatProductNumeric(C)); PetscCall(MatMatMultEqual(A,B,C,mcheck,&flg)); PetscCheck(flg,PETSC_COMM_SELF,PETSC_ERR_PLIB,"Error in C=A*B"); PetscCall(MatDestroy(&C)); /* (1.2) Test user driver */ PetscCall(MatMatMult(A,B,MAT_INITIAL_MATRIX,PETSC_DEFAULT,&C)); /* Test MAT_REUSE_MATRIX - reuse symbolic C */ alpha = 1.0; for (i=0; i<2; i++) { alpha -= 0.1; PetscCall(MatScale(A,alpha)); PetscCall(MatMatMult(A,B,MAT_REUSE_MATRIX,PETSC_DEFAULT,&C)); } PetscCall(MatMatMultEqual(A,B,C,mcheck,&flg)); PetscCheck(flg,PETSC_COMM_SELF,PETSC_ERR_PLIB,"Error: MatMatMult()"); PetscCall(MatDestroy(&A)); /* Test MatProductClear() */ PetscCall(MatProductClear(C)); PetscCall(MatDestroy(&C)); /* Test MatMatMult() for dense and aij matrices */ PetscCall(PetscObjectTypeCompareAny((PetscObject)A,&flg,MATSEQAIJ,MATMPIAIJ,"")); if (flg) { PetscCall(MatConvert(A_save,MATDENSE,MAT_INITIAL_MATRIX,&A)); PetscCall(MatMatMult(A,B,MAT_INITIAL_MATRIX,PETSC_DEFAULT,&C)); PetscCall(MatDestroy(&C)); PetscCall(MatDestroy(&A)); } } /* Create P and R = P^T */ /* --------------------- */ PetscCall(MatGetSize(B,&PM,NULL)); if (PN < 0) PN = PM/2; PetscCall(MatCreate(PETSC_COMM_WORLD,&P)); PetscCall(MatSetSizes(P,PETSC_DECIDE,PETSC_DECIDE,PM,PN)); PetscCall(MatSetType(P,MATAIJ)); PetscCall(MatSeqAIJSetPreallocation(P,nzp,NULL)); PetscCall(MatMPIAIJSetPreallocation(P,nzp,NULL,nzp,NULL)); PetscCall(MatGetOwnershipRange(P,&rstart,&rend)); for (i=0; i PETSC_SMALL,PETSC_COMM_WORLD,PETSC_ERR_PLIB,"Error in MatTransposeMatMult(): %g",(double)norm); PetscCall(MatDestroy(&C1)); /* Test MatDuplicate() of C=P^T*B */ PetscCall(MatDuplicate(C,MAT_COPY_VALUES,&C1)); PetscCall(MatDestroy(&C1)); } else { PetscCall(PetscPrintf(PETSC_COMM_WORLD,"MatTransposeMatMult not supported\n")); } PetscCall(MatDestroy(&C)); } /* 3) MatMatTransposeMult() */ /* ------------------------ */ if (Test_MatMatTr) { /* C = B*R^T */ PetscCall(PetscObjectBaseTypeCompare((PetscObject)B,MATSEQAIJ,&seqaij)); if (seqaij) { PetscCall(MatMatTransposeMult(B,R,MAT_INITIAL_MATRIX,PETSC_DEFAULT,&C)); PetscCall(MatSetOptionsPrefix(C,"ABt_")); /* enable '-ABt_' for matrix C */ PetscCall(MatGetInfo(C,MAT_GLOBAL_SUM,&info)); /* Test MAT_REUSE_MATRIX - reuse symbolic C */ PetscCall(MatMatTransposeMult(B,R,MAT_REUSE_MATRIX,PETSC_DEFAULT,&C)); /* Check */ PetscCall(MatMatMult(B,P,MAT_INITIAL_MATRIX,PETSC_DEFAULT,&C1)); PetscCall(MatNormDifference(C,C1,&norm)); PetscCheckFalse(norm > PETSC_SMALL,PETSC_COMM_WORLD,PETSC_ERR_PLIB,"Error in MatMatTransposeMult() %g",(double)norm); PetscCall(MatDestroy(&C1)); PetscCall(MatDestroy(&C)); } } /* 4) Test MatPtAP() */ /*-------------------*/ if (Test_MatPtAP) { PetscCall(MatDuplicate(A_save,MAT_COPY_VALUES,&A)); /* (4.1) Test developer API */ PetscCall(MatProductCreate(A,P,NULL,&C)); PetscCall(MatSetOptionsPrefix(C,"PtAP_")); PetscCall(MatProductSetType(C,MATPRODUCT_PtAP)); PetscCall(MatProductSetAlgorithm(C,MATPRODUCTALGORITHMDEFAULT)); PetscCall(MatProductSetFill(C,PETSC_DEFAULT)); PetscCall(MatProductSetFromOptions(C)); PetscCall(MatProductSymbolic(C)); PetscCall(MatProductNumeric(C)); PetscCall(MatPtAPMultEqual(A,P,C,mcheck,&flg)); PetscCheck(flg,PETSC_COMM_WORLD,PETSC_ERR_PLIB,"Error in MatProduct_PtAP"); PetscCall(MatProductNumeric(C)); /* reuse symbolic C */ PetscCall(MatPtAPMultEqual(A,P,C,mcheck,&flg)); PetscCheck(flg,PETSC_COMM_WORLD,PETSC_ERR_PLIB,"Error in MatProduct_PtAP"); PetscCall(MatDestroy(&C)); /* (4.2) Test user driver */ PetscCall(MatPtAP(A,P,MAT_INITIAL_MATRIX,PETSC_DEFAULT,&C)); /* Test MAT_REUSE_MATRIX - reuse symbolic C */ alpha = 1.0; for (i=0; i<2; i++) { alpha -= 0.1; PetscCall(MatScale(A,alpha)); PetscCall(MatPtAP(A,P,MAT_REUSE_MATRIX,PETSC_DEFAULT,&C)); } PetscCall(MatPtAPMultEqual(A,P,C,mcheck,&flg)); PetscCheck(flg,PETSC_COMM_WORLD,PETSC_ERR_PLIB,"Error in MatPtAP"); /* 5) Test MatRARt() */ /* ----------------- */ if (Test_MatRARt) { Mat RARt; /* (5.1) Test developer driver RARt = R*A*Rt */ PetscCall(MatProductCreate(A,R,NULL,&RARt)); PetscCall(MatSetOptionsPrefix(RARt,"RARt_")); PetscCall(MatProductSetType(RARt,MATPRODUCT_RARt)); PetscCall(MatProductSetAlgorithm(RARt,MATPRODUCTALGORITHMDEFAULT)); PetscCall(MatProductSetFill(RARt,PETSC_DEFAULT)); PetscCall(MatProductSetFromOptions(RARt)); PetscCall(MatHasOperation(RARt,MATOP_PRODUCTSYMBOLIC,&flg)); if (flg) { PetscCall(MatProductSymbolic(RARt)); /* equivalent to MatSetUp() */ PetscCall(MatSetOption(RARt,MAT_USE_INODES,PETSC_FALSE)); /* illustrate how to call MatSetOption() */ PetscCall(MatProductNumeric(RARt)); PetscCall(MatProductNumeric(RARt)); /* test reuse symbolic RARt */ PetscCall(MatDestroy(&RARt)); /* (2.2) Test user driver RARt = R*A*Rt */ PetscCall(MatRARt(A,R,MAT_INITIAL_MATRIX,2.0,&RARt)); PetscCall(MatRARt(A,R,MAT_REUSE_MATRIX,2.0,&RARt)); PetscCall(MatNormDifference(C,RARt,&norm)); PetscCheckFalse(norm > PETSC_SMALL,PETSC_COMM_SELF,PETSC_ERR_PLIB,"|PtAP - RARt| = %g",(double)norm); } else { PetscCall(PetscPrintf(PETSC_COMM_WORLD,"MatRARt not supported\n")); } PetscCall(MatDestroy(&RARt)); } PetscCall(MatDestroy(&A)); PetscCall(MatDestroy(&C)); } /* Destroy objects */ PetscCall(PetscRandomDestroy(&rdm)); PetscCall(PetscFree(idxn)); PetscCall(MatDestroy(&A_save)); PetscCall(MatDestroy(&B)); PetscCall(MatDestroy(&P)); PetscCall(MatDestroy(&R)); PetscCall(PetscFinalize()); return 0; } /*TEST test: suffix: 1 requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium output_file: output/ex62_1.out test: suffix: 2_ab_scalable requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm scalable -matmatmult_via scalable -AtB_mat_product_algorithm outerproduct -mattransposematmult_via outerproduct output_file: output/ex62_1.out test: suffix: 3_ab_scalable_fast requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm scalable_fast -matmatmult_via scalable_fast -matmattransmult_via color output_file: output/ex62_1.out test: suffix: 4_ab_heap requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm heap -matmatmult_via heap -PtAP_mat_product_algorithm rap -matptap_via rap output_file: output/ex62_1.out test: suffix: 5_ab_btheap requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm btheap -matmatmult_via btheap -matrart_via r*art output_file: output/ex62_1.out test: suffix: 6_ab_llcondensed requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm llcondensed -matmatmult_via llcondensed -matrart_via coloring_rart output_file: output/ex62_1.out test: suffix: 7_ab_rowmerge requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm rowmerge -matmatmult_via rowmerge output_file: output/ex62_1.out test: suffix: 8_ab_hypre requires: hypre datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm hypre -matmatmult_via hypre -PtAP_mat_product_algorithm hypre -matptap_via hypre output_file: output/ex62_1.out test: suffix: hypre_medium nsize: {{1 3}} requires: hypre datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -A_mat_type hypre -B_mat_type hypre -test_rart 0 output_file: output/ex62_hypre.out test: suffix: hypre_tiny nsize: {{1 3}} requires: hypre !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -A_mat_type hypre -B_mat_type hypre -test_rart 0 output_file: output/ex62_hypre.out test: suffix: 9_mkl TODO: broken MatScale? requires: mkl_sparse datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -A_mat_type aijmkl -B_mat_type aijmkl output_file: output/ex62_1.out test: suffix: 10 requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) nsize: 3 args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium output_file: output/ex62_1.out test: suffix: 10_backend requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) nsize: 3 args: -fA ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm backend -matmatmult_via backend -AtB_mat_product_algorithm backend -mattransposematmult_via backend -PtAP_mat_product_algorithm backend -matptap_via backend output_file: output/ex62_1.out test: suffix: 11_ab_scalable requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) nsize: 3 args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm scalable -matmatmult_via scalable -AtB_mat_product_algorithm scalable -mattransposematmult_via scalable output_file: output/ex62_1.out test: suffix: 12_ab_seqmpi requires: datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) nsize: 3 args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm seqmpi -matmatmult_via seqmpi -AtB_mat_product_algorithm at*b -mattransposematmult_via at*b output_file: output/ex62_1.out test: suffix: 13_ab_hypre requires: hypre datafilespath !complex double !defined(PETSC_USE_64BIT_INDICES) nsize: 3 args: -fA ${DATAFILESPATH}/matrices/medium -fB ${DATAFILESPATH}/matrices/medium -AB_mat_product_algorithm hypre -matmatmult_via hypre -PtAP_mat_product_algorithm hypre -matptap_via hypre output_file: output/ex62_1.out test: suffix: 14_seqaij requires: !complex double !defined(PETSC_USE_64BIT_INDICES) args: -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system output_file: output/ex62_1.out test: suffix: 14_seqaijcusparse requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type aijcusparse -B_mat_type aijcusparse -mat_form_explicit_transpose -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system output_file: output/ex62_1.out test: suffix: 14_seqaijcusparse_cpu requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type aijcusparse -B_mat_type aijcusparse -mat_form_explicit_transpose -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -AB_mat_product_algorithm_backend_cpu -matmatmult_backend_cpu -PtAP_mat_product_algorithm_backend_cpu -matptap_backend_cpu -RARt_mat_product_algorithm_backend_cpu -matrart_backend_cpu output_file: output/ex62_1.out test: suffix: 14_mpiaijcusparse_seq nsize: 1 requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type mpiaijcusparse -B_mat_type mpiaijcusparse -mat_form_explicit_transpose -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system output_file: output/ex62_1.out test: suffix: 14_mpiaijcusparse_seq_cpu nsize: 1 requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type mpiaijcusparse -B_mat_type mpiaijcusparse -mat_form_explicit_transpose -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -AB_mat_product_algorithm_backend_cpu -matmatmult_backend_cpu -PtAP_mat_product_algorithm_backend_cpu -matptap_backend_cpu output_file: output/ex62_1.out test: suffix: 14_mpiaijcusparse nsize: 3 requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type mpiaijcusparse -B_mat_type mpiaijcusparse -mat_form_explicit_transpose -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system output_file: output/ex62_1.out test: suffix: 14_mpiaijcusparse_cpu nsize: 3 requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type mpiaijcusparse -B_mat_type mpiaijcusparse -mat_form_explicit_transpose -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -AB_mat_product_algorithm_backend_cpu -matmatmult_backend_cpu -PtAP_mat_product_algorithm_backend_cpu -matptap_backend_cpu output_file: output/ex62_1.out test: nsize: {{1 3}} suffix: 14_aijkokkos requires: !sycl kokkos_kernels !complex double !defined(PETSC_USE_64BIT_INDICES) args: -A_mat_type aijkokkos -B_mat_type aijkokkos -fA ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system -fB ${wPETSC_DIR}/share/petsc/datafiles/matrices/tiny_system output_file: output/ex62_1.out # these tests use matrices with many zero rows test: suffix: 15_seqaijcusparse requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) datafilespath args: -A_mat_type aijcusparse -mat_form_explicit_transpose -fA ${DATAFILESPATH}/matrices/matmatmult/A4.BGriffith output_file: output/ex62_1.out test: suffix: 15_mpiaijcusparse_seq nsize: 1 requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) datafilespath args: -A_mat_type mpiaijcusparse -mat_form_explicit_transpose -fA ${DATAFILESPATH}/matrices/matmatmult/A4.BGriffith output_file: output/ex62_1.out test: nsize: 3 suffix: 15_mpiaijcusparse requires: cuda !complex double !defined(PETSC_USE_64BIT_INDICES) datafilespath args: -A_mat_type mpiaijcusparse -mat_form_explicit_transpose -fA ${DATAFILESPATH}/matrices/matmatmult/A4.BGriffith output_file: output/ex62_1.out TEST*/