Developer Reference for Intel® oneAPI Math Kernel Library for Fortran
                    
                        ID
                        766686
                    
                
                
                    Date
                    3/22/2024
                
                
                    Public
                
            A newer version of this document is available. Customers should click here to go to the newest version.
                        
                        
                            
                            
                                Getting Help and Support
                            
                        
                            
                            
                                What's New
                            
                        
                            
                            
                                Notational Conventions
                            
                        
                            
                                Overview
                            
                            
                        
                            
                                OpenMP* Offload
                            
                            
                        
                            
                                BLAS and Sparse BLAS Routines
                            
                            
                        
                            
                                LAPACK Routines
                            
                            
                        
                            
                                ScaLAPACK Routines
                            
                            
                        
                            
                                Sparse Solver Routines
                            
                            
                        
                            
                                Extended Eigensolver Routines
                            
                            
                        
                            
                                Vector Mathematical Functions
                            
                            
                        
                            
                                Statistical Functions
                            
                            
                        
                            
                                Fourier Transform Functions
                            
                            
                        
                            
                                PBLAS Routines
                            
                            
                        
                            
                                Partial Differential Equations Support
                            
                            
                        
                            
                                Nonlinear Optimization Problem Solvers
                            
                            
                        
                            
                                Support Functions
                            
                            
                        
                            
                                BLACS Routines
                            
                            
                        
                            
                                Data Fitting Functions
                            
                            
                        
                            
                                Appendix A: Linear Solvers Basics
                            
                            
                        
                            
                                Appendix B: Routine and Function Arguments
                            
                            
                        
                            
                            
                                Appendix C: Specific Features of Fortran 95 Interfaces for LAPACK Routines
                            
                        
                            
                                Appendix D: FFTW Interface to Intel® Math Kernel Library
                            
                            
                        
                            
                                Appendix E: Code Examples
                            
                            
                        
                            
                                Appendix F: oneMKL Functionality
                            
                            
                        
                            
                            
                                Bibliography
                            
                        
                            
                            
                                Glossary
                            
                        
                            
                            
                                Notices and Disclaimers
                            
                        
                    
                
                                                            
                                                            
                                                                
                                                                
                                                                    mkl_?csrgemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrgemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?coogemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diagemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrsymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrsymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?coosymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diasymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrtrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrtrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?cootrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diatrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?csrgemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?bsrgemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?coogemv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?csrsymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?bsrsymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?coosymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?csrtrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?bsrtrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_cspblas_?cootrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrmv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrmv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?cscmv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?coomv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?cscsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?coosv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrmm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrmm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?cscmm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?coomm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrsm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?cscsm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?coosm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?bsrsm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diamv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?skymv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diasv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?skysv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diamm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?skymm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?diasm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?skysm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?dnscsr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrcoo
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrbsr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrcsc
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrdia
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrsky
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csradd
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrmultcsr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_?csrmultd
                                                                
                                                                
                                                            
                                                        
                                                    
                                                
                                                
                                                    
                                                    
                                                        Naming Conventions in Inspector-Executor Sparse BLAS Routines
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse Matrix Storage Formats for Inspector-executor Sparse BLAS Routines
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Supported Inspector-executor Sparse BLAS Operations
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Two-stage Algorithm in Inspector-Executor Sparse BLAS Routines
                                                    
                                                    
                                                
                                                    
                                                        Matrix Manipulation Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Inspector-Executor Sparse BLAS Analysis Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Inspector-Executor Sparse BLAS Execution Routines
                                                    
                                                    
                                                    
                                                
                                            
                                        
                                                            
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_create_csr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_create_csc
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_create_coo
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_create_bsr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_copy
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_destroy
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_convert_csr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_convert_bsr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_export_csr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_export_csc
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_export_bsr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_set_value
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_update_values
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_order
                                                                
                                                                
                                                            
                                                        
                                                    
                                                            
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_lu_smoother
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_mv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_trsv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_mm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_trsm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_add
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_spmm
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_spmmd
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_sp2m
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_sp2md
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_sypr
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_syprd
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_symgs
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_symgs_mv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_syrk
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_syrkd
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_dotmv
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    mkl_sparse_?_sorv
                                                                
                                                                
                                                            
                                                        
                                                    
                                                
                                                
                                                    
                                                    
                                                        ?axpy_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?axpy_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?axpby
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gem2vu
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gem2vc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemmt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm3m
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm3m_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm3m_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?trsm_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?trsm_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?imatcopy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?imatcopy_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?imatcopy_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?omatadd_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?omatcopy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?omatcopy_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?omatcopy_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?omatcopy2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?omatadd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm_pack_get_size, gemm_*_pack_get_size
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm_pack
                                                    
                                                    
                                                
                                                    
                                                    
                                                        gemm_*_pack
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm_compute
                                                    
                                                    
                                                
                                                    
                                                    
                                                        gemm_*_compute
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemm_free
                                                    
                                                    
                                                
                                                    
                                                    
                                                        gemm_*
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemv_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gemv_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?dgmm_batch_strided
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?dgmm_batch
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_jit_create_?gemm
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_jit_get_?gemm_ptr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_jit_destroy
                                                    
                                                    
                                                
                                            
                                        
                                    
                                    
                                        
                                        
                                            Naming Conventions for LAPACK Routines
                                        
                                        
                                    
                                        
                                            Fortran 95 Interface Conventions for LAPACK Routines
                                        
                                        
                                        
                                    
                                        
                                        
                                            Matrix Storage Schemes for LAPACK Routines
                                        
                                        
                                    
                                        
                                        
                                            Mathematical Notation for LAPACK Routines
                                        
                                        
                                    
                                        
                                        
                                            Error Analysis
                                        
                                        
                                    
                                        
                                            LAPACK Linear Equation Routines
                                        
                                        
                                        
                                    
                                        
                                            LAPACK Least Squares and Eigenvalue Problem Routines
                                        
                                        
                                        
                                    
                                        
                                            LAPACK Auxiliary Routines
                                        
                                        
                                        
                                    
                                        
                                            LAPACK Utility Functions and Routines
                                        
                                        
                                        
                                    
                                        
                                            LAPACK Test Functions and Routines
                                        
                                        
                                        
                                    
                                        
                                        
                                            Additional LAPACK Routines (Included for Compatibility with Netlib LAPACK)
                                        
                                        
                                    
                                
                            
                                                            
                                                            
                                                                
                                                                    Matrix Factorization: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Solving Systems of Linear Equations: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Estimating the Condition Number: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Refining the Solution and Estimating Its Error: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Matrix Inversion: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Matrix Equilibration: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                        
                                                    
                                                                        
                                                                        
                                                                            
                                                                            
                                                                                ?getrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?getrf_batch
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?getrf_batch_strided
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                mkl_?getrfnp
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?getrfnp_batch_strided
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                mkl_?getrfnpi
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?getrf2
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?getri_oop_batch
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?getri_oop_batch_strided
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?gbtrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?gttrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?dttrfb
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?potrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?potrf2
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?pstrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?pftrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?pptrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?pbtrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?pttrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?sytrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?sytrf_aa
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?sytrf_rook
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?sytrf_rk
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?hetrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?hetrf_aa
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?hetrf_rook
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?hetrf_rk
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?sptrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                ?hptrf
                                                                            
                                                                            
                                                                        
                                                                            
                                                                            
                                                                                mkl_?spffrt2, mkl_?spffrtx
                                                                            
                                                                            
                                                                        
                                                                    
                                                                
                                                            
                                                            
                                                                
                                                                    Orthogonal Factorizations: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Singular Value Decomposition: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Symmetric Eigenvalue Problems: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Generalized Symmetric-Definite Eigenvalue Problems: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Nonsymmetric Eigenvalue Problems: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Generalized Nonsymmetric Eigenvalue Problems: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Generalized Singular Value Decomposition: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Cosine-Sine Decomposition: LAPACK Computational Routines
                                                                
                                                                
                                                                
                                                            
                                                        
                                                    
                                                            
                                                            
                                                                
                                                                    Linear Least Squares (LLS) Problems: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Generalized Linear Least Squares (LLS) Problems: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Symmetric Eigenvalue Problems: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Nonsymmetric Eigenvalue Problems: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Singular Value Decomposition: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Cosine-Sine Decomposition: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Generalized Symmetric Definite Eigenvalue Problems: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                                
                                                                    Generalized Nonsymmetric Eigenvalue Problems: LAPACK Driver Routines
                                                                
                                                                
                                                                
                                                            
                                                        
                                                    
                                                
                                                
                                                    
                                                    
                                                        ?lacgv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lacrm
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lacrt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laesy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?rot
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?spmv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?spr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?syconv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?symv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?syr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        i?max1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?sum1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gbtf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gebd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gehd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gelq2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gelqt3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?geql2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?geqr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?geqr2p
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?geqrt2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?geqrt3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gerq2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gesc2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?getc2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?getf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gtts2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?isnan
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laisnan
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?labrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lacn2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lacon
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lacpy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?ladiv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lae2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laebz
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed4
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed6
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed7
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed8
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laed9
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laeda
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laein
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laev2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laexc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lag2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lags2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lagtf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lagtm
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lagts
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lagv2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahqr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laic1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lakf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laln2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lals0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lalsa
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lalsd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lamrg
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lamswlq
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lamtsqr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laneg
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?langb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lange
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?langt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanhs
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lansb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanhb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lansp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanhp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanst/?lanht
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lansy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanhe
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lantb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lantp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lantr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanv2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lapll
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lapmr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lapmt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lapy2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lapy3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqgb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqge
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqhb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqp2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqps
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr4
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqsb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqsp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqsy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqtr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqz0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lar1v
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lar2v
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laran
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larfb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larfg
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larfgp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larft
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larfx
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larfy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?large
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?largv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larnd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larnv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laror
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larot
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larra
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larre
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrj
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrk
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lartg
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lartgp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lartgs
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lartv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laruv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larz
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larzb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larzt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?las2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lascl
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd4
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd6
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd7
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd8
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasd9
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasda
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasdq
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasdt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laset
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasq1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasq2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasq3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasq4
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasq5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasq6
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasrt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lassq
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasv2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laswlq
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laswp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasy2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasyf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasyf_aa
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasyf_rook
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahef
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahef_aa
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahef_rook
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latbs
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latm1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latm2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latm3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latm5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latm6
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latme
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latmr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latdf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latps
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latrs
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latrz
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?latsqr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lauu2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lauum
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orbdb1/?unbdb1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orbdb2/?unbdb2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orbdb3/?unbdb3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orbdb4/?unbdb4
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orbdb5/?unbdb5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orbdb6/?unbdb6
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?org2l/?ung2l
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?org2r/?ung2r
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orgl2/?ungl2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orgr2/?ungr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orm2l/?unm2l
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orm2r/?unm2r
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?orml2/?unml2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?ormr2/?unmr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?ormr3/?unmr3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?pbtf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?potf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?ptts2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?rscl
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?syswapr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?heswapr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?syswapr1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?sygs2/?hegs2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?sytd2/?hetd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?sytf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?sytf2_rook
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?hetf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?hetf2_rook
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tgex2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tgsy2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?trti2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        clag2z
                                                    
                                                    
                                                
                                                    
                                                    
                                                        dlag2s
                                                    
                                                    
                                                
                                                    
                                                    
                                                        slag2d
                                                    
                                                    
                                                
                                                    
                                                    
                                                        zlag2c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larfp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ila?lc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ila?lr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gsvj0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?gsvj1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?sfrk
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?hfrk
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tfsm
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lansf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lanhf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tfttp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tfttr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tplqt2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tpqrt2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tprfb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tpttf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?tpttr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?trttf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?trttp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?pstf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        dlat2s
                                                    
                                                    
                                                
                                                    
                                                    
                                                        zlat2c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lacp2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gbamv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gbrcond
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gbrcond_c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gbrcond_x
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gbrfsx_extended
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gbrpvgrw
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_geamv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gercond
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gercond_c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gercond_x
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gerfsx_extended
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_heamv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_hercond_c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_hercond_x
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_herfsx_extended
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_herpvgrw
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_lin_berr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_porcond
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_porcond_c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_porcond_x
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_porfsx_extended
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_porpvgrw
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqhe
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqhp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larcm
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_gerpvgrw
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larscl2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lascl2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_syamv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_syrcond
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_syrcond_c
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_syrcond_x
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_syrfsx_extended
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_syrpvgrw
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?la_wwaddw
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?tppack
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_?tpunpack
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Additional LAPACK Routines
                                                    
                                                    
                                                
                                            
                                        
                                                
                                                
                                                    
                                                    
                                                        Systems of Linear Equations: ScaLAPACK Computational Routines
                                                    
                                                    
                                                
                                                    
                                                        Matrix Factorization: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Solving Systems of Linear Equations: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Estimating the Condition Number: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Refining the Solution and Estimating Its Error: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Matrix Inversion: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Matrix Equilibration: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Orthogonal Factorizations: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Symmetric Eigenvalue Problems: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Nonsymmetric Eigenvalue Problems: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Singular Value Decomposition: ScaLAPACK Driver Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Generalized Symmetric-Definite Eigenvalue Problems: ScaLAPACK Computational Routines
                                                    
                                                    
                                                    
                                                
                                            
                                        
                                                
                                                
                                                    
                                                    
                                                        b?laapp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        b?laexc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        b?trexc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lacgv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?max1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pilaver
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pmpcol
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pmpim2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?combamax1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?sum1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?dbtrsv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?dttrsv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?gebal
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?gebd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?gehd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?gelq2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?geql2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?geqr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?gerq2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?getf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?labrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lacon
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laconsb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lacp2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lacp3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lacpy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laevswp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lahrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laiect
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lamve
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lange
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lanhs
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lansy, p?lanhe
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lantr
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lapiv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lapv2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqge
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqr0
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqr1
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqr3
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqr4
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqr5
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laqsy
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lared1d
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lared2d
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larfb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larfc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larfg
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larft
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larz
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larzb
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larzc
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?larzt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lascl
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lase2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laset
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lasmsub
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lasrt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lassq
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?laswp
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?latra
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?latrd
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?latrs
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?latrz
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lauu2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lauum
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?lawil
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?org2l/p?ung2l
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?org2r/p?ung2r
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?orgl2/p?ungl2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?orgr2/p?ungr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?orm2l/p?unm2l
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?orm2r/p?unm2r
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?orml2/p?unml2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?ormr2/p?unmr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?pbtrsv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?pttrsv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?potf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?rot
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?rscl
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?sygs2/p?hegs2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?sytd2/p?hetd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?trord
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?trsen
                                                    
                                                    
                                                
                                                    
                                                    
                                                        p?trti2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lahqr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lamsh
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lapst
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laqr6
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lar1va
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?laref
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrb2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrd2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larre2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larre2a
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?larrv2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasorte
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?lasrt2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?stegr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?stegr2a
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?stegr2b
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?stein2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?dbtf2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?dbtrf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?dttrf
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?dttrsv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?pttrsv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?steqr2
                                                    
                                                    
                                                
                                                    
                                                    
                                                        ?trmvt
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pilaenv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pilaenvx
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pjlaenv
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Additional ScaLAPACK Routines
                                                    
                                                    
                                                
                                            
                                        
                                    
                                    
                                        
                                            oneMKL PARDISO - Parallel Direct Sparse Solver Interface
                                        
                                        
                                        
                                    
                                        
                                            Parallel Direct Sparse Solver for Clusters Interface
                                        
                                        
                                        
                                    
                                        
                                            Direct Sparse Solver (DSS) Interface Routines
                                        
                                        
                                        
                                    
                                        
                                            Iterative Sparse Solvers based on Reverse Communication Interface (RCI ISS)
                                        
                                        
                                        
                                    
                                        
                                            Preconditioners based on Incomplete LU Factorization Technique
                                        
                                        
                                        
                                    
                                        
                                            Sparse Matrix Checker Routines
                                        
                                        
                                        
                                    
                                
                            
                                                
                                                
                                                    
                                                    
                                                        pardiso
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardisoinit
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_64
                                                    
                                                    
                                                
                                                    
                                                    
                                                        mkl_pardiso_pivot
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_getdiag
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_export
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_handle_store
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_handle_restore
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_handle_delete
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_handle_store_64
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_handle_restore_64
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso_handle_delete_64
                                                    
                                                    
                                                
                                                    
                                                    
                                                        oneMKL PARDISO Parameters in Tabular Form
                                                    
                                                    
                                                
                                                    
                                                    
                                                        pardiso iparm Parameter
                                                    
                                                    
                                                
                                                    
                                                    
                                                        PARDISO_DATA_TYPE
                                                    
                                                    
                                                
                                            
                                        
                                                            
                                                            
                                                                
                                                                
                                                                    vslNewStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslNewStreamEx
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vsliNewAbstractStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vsldNewAbstractStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslsNewAbstractStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslDeleteStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslCopyStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslCopyStreamState
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslSaveStreamF
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslLoadStreamF
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslSaveStreamM
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslLoadStreamM
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslGetStreamSize
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslLeapfrogStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslSkipAheadStream
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslSkipAheadStreamEx
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslGetStreamStateBrng
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    vslGetNumRegBrngs
                                                                
                                                                
                                                            
                                                        
                                                    
                                                
                                                
                                                    
                                                    
                                                        Convolution and Correlation Naming Conventions
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Convolution and Correlation Data Types
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Convolution and Correlation Parameters
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Convolution and Correlation Task Status and Error Reporting
                                                    
                                                    
                                                
                                                    
                                                        Convolution and Correlation Task Constructors
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Convolution and Correlation Task Editors
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Task Execution Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Convolution and Correlation Task Destructors
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Convolution and Correlation Task Copiers
                                                    
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Convolution and Correlation Usage Examples
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Convolution and Correlation Mathematical Notation and Definitions
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Convolution and Correlation Data Allocation
                                                    
                                                    
                                                
                                            
                                        
                                                
                                                
                                                    
                                                    
                                                        Summary Statistics Naming Conventions
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Summary Statistics Data Types
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Summary Statistics Parameters
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Summary Statistics Task Status and Error Reporting
                                                    
                                                    
                                                
                                                    
                                                        Summary Statistics Task Constructors
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Summary Statistics Task Editors
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Summary Statistics Task Computation Routines
                                                    
                                                    
                                                    
                                                
                                                    
                                                        Summary Statistics Task Destructor
                                                    
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Summary Statistics Usage Examples
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Summary Statistics Mathematical Notation and Definitions
                                                    
                                                    
                                                
                                            
                                        
                                                            
                                                            
                                                                
                                                                
                                                                    DFTI_PRECISION
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_FORWARD_DOMAIN
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_DIMENSION, DFTI_LENGTHS
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_PLACEMENT
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_FORWARD_SCALE, DFTI_BACKWARD_SCALE
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_NUMBER_OF_USER_THREADS
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_THREAD_LIMIT
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_INPUT_STRIDES, DFTI_OUTPUT_STRIDES
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_NUMBER_OF_TRANSFORMS
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_INPUT_DISTANCE, DFTI_OUTPUT_DISTANCE
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_COMPLEX_STORAGE, DFTI_REAL_STORAGE, DFTI_CONJUGATE_EVEN_STORAGE
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_PACKED_FORMAT
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_WORKSPACE
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_COMMIT_STATUS
                                                                
                                                                
                                                            
                                                                
                                                                
                                                                    DFTI_ORDERING
                                                                
                                                                
                                                            
                                                        
                                                    
                                    
                                    
                                        
                                        
                                            Matrix Shapes
                                        
                                        
                                    
                                        
                                        
                                            Repeatability and Coherence
                                        
                                        
                                    
                                        
                                            BLACS Combine Operations
                                        
                                        
                                        
                                    
                                        
                                            BLACS Point To Point Communication
                                        
                                        
                                        
                                    
                                        
                                            BLACS Broadcast Routines
                                        
                                        
                                        
                                    
                                        
                                            BLACS Support Routines
                                        
                                        
                                        
                                    
                                        
                                        
                                            Examples of BLACS Routines Usage
                                        
                                        
                                            
                                                Example. BLACS Usage. Hello World
                                            
                                                Example. BLACS Usage. PROCMAP
                                            
                                                Example. BLACS Usage. PARALLEL DOT PRODUCT
                                            
                                                Example. BLACS Usage. PARALLEL MATRIX INFINITY NORM
                                            
                                        
                                    
                                
                            
                                    
                                    
                                        
                                        
                                            Data Fitting Function Naming Conventions
                                        
                                        
                                    
                                        
                                        
                                            Data Fitting Function Data Types
                                        
                                        
                                    
                                        
                                        
                                            Mathematical Conventions for Data Fitting Functions
                                        
                                        
                                    
                                        
                                        
                                            Data Fitting Usage Model
                                        
                                        
                                    
                                        
                                        
                                            Data Fitting Usage Examples
                                        
                                        
                                    
                                        
                                        
                                            Data Fitting Function Task Status and Error Reporting
                                        
                                        
                                    
                                        
                                            Data Fitting Task Creation and Initialization Routines
                                        
                                        
                                        
                                    
                                        
                                            Task Configuration Routines
                                        
                                        
                                        
                                    
                                        
                                            Data Fitting Computational Routines
                                        
                                        
                                        
                                    
                                        
                                            Data Fitting Task Destructors
                                        
                                        
                                        
                                    
                                
                            
                                                
                                                
                                                    
                                                    
                                                        DSS Symmetric Matrix Storage
                                                    
                                                    
                                                
                                                    
                                                    
                                                        DSS Nonsymmetric Matrix Storage
                                                    
                                                    
                                                
                                                    
                                                    
                                                        DSS Structurally Symmetric Matrix Storage
                                                    
                                                    
                                                
                                                    
                                                    
                                                        DSS Distributed Symmetric Matrix Storage
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse BLAS CSR Matrix Storage Format
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse BLAS CSC Matrix Storage Format
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse BLAS Coordinate Matrix Storage Format
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse BLAS Diagonal Matrix Storage Format
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse BLAS Skyline Matrix Storage Format
                                                    
                                                    
                                                
                                                    
                                                    
                                                        Sparse BLAS BSR Matrix Storage Format
                                                    
                                                    
                                                
                                            
                                        Examples of BLACS Routines Usage
Example. BLACS Usage. Hello World
The following routine takes the available processes, forms them into a process grid, and then has each process check in with the process at {0,0} in the process grid.
      PROGRAM HELLO 
*     -- BLACS example code --
*     Written by Clint Whaley 7/26/94 
*     Performs a simple check-in type hello world 
*     .. 
*     .. External Functions ..
      INTEGER BLACS_PNUM
      EXTERNAL BLACS_PNUM 
*     .. 
*     .. Variable Declaration ..
      INTEGER CONTXT, IAM, NPROCS, NPROW, NPCOL, MYPROW, MYPCOL
      INTEGER ICALLER, I, J, HISROW, HISCOL 
*     
*     Determine my process number and the number of processes in 
*     machine 
*     
      CALL BLACS_PINFO(IAM, NPROCS) 
*     
*     If in PVM, create virtual machine if it doesn't exist 
*     
      IF (NPROCS .LT. 1) THEN
         IF (IAM .EQ. 0) THEN
            WRITE(*, 1000)
            READ(*, 2000) NPROCS
         END IF
         CALL BLACS_SETUP(IAM, NPROCS)
      END IF 
*     
*     Set up process grid that is as close to square as possible 
*     
      NPROW = INT( SQRT( REAL(NPROCS) ) )
      NPCOL = NPROCS / NPROW 
*     
*     Get default system context, and define grid
*     
      CALL BLACS_GET(0, 0, CONTXT)
      CALL BLACS_GRIDINIT(CONTXT, 'Row', NPROW, NPCOL)
      CALL BLACS_GRIDINFO(CONTXT, NPROW, NPCOL, MYPROW, MYPCOL) 
*     
*     If I'm not in grid, go to end of program 
*     
      IF ( (MYPROW.GE.NPROW) .OR. (MYPCOL.GE.NPCOL) ) GOTO 30
*     
*     Get my process ID from my grid coordinates 
*     
      ICALLER = BLACS_PNUM(CONTXT, MYPROW, MYPCOL) 
*     
*     If I am process {0,0}, receive check-in messages from 
*     all nodes 
*     
      IF ( (MYPROW.EQ.0) .AND. (MYPCOL.EQ.0) ) THEN
            
         WRITE(*,*) ' '
         DO 20 I = 0, NPROW-1
            DO 10 J = 0, NPCOL-1
      
               IF ( (I.NE.0) .OR. (J.NE.0) ) THEN
                  CALL IGERV2D(CONTXT, 1, 1, ICALLER, 1, I, J)
               END IF 
*     
*              Make sure ICALLER is where we think in process grid
*     
              CALL BLACS_PCOORD(CONTXT, ICALLER, HISROW, HISCOL)
              IF ( (HISROW.NE.I) .OR. (HISCOL.NE.J) ) THEN
                 WRITE(*,*) 'Grid error!  Halting . . .'
                 STOP
              END IF
              WRITE(*, 3000) I, J, ICALLER
      
10         CONTINUE 
20      CONTINUE
        WRITE(*,*) ' '
        WRITE(*,*) 'All processes checked in.  Run finished.' 
*     
*     All processes but {0,0} send process ID as a check-in
*     
      ELSE
         CALL IGESD2D(CONTXT, 1, 1, ICALLER, 1, 0, 0)
      END IF
     
30    CONTINUE
              
      CALL BLACS_EXIT(0)
1000  FORMAT('How many processes in machine?') 
2000  FORMAT(I) 
3000  FORMAT('Process {',i2,',',i2,'} (node number =',I,
     $       ') has checked in.')
 
      STOP
      END 
  Example. BLACS Usage. PROCMAP
This routine maps processes to a grid using blacs_gridmap.
      SUBROUTINE PROCMAP(CONTEXT, MAPPING, BEGPROC, NPROW, NPCOL, IMAP) 
*     
*     -- BLACS example code --
*     Written by Clint Whaley 7/26/94 
*     .. 
*     .. Scalar Arguments ..
      INTEGER CONTEXT, MAPPING, BEGPROC, NPROW, NPCOL
*     .. 
*     .. Array Arguments ..
      INTEGER IMAP(NPROW, *) 
*     .. 
*     
*  Purpose 
*  ======= 
*  PROCMAP maps NPROW*NPCOL processes starting from process BEGPROC to   
*  the grid in a variety of ways depending on the parameter MAPPING.
*     
*  Arguments
*  ========= 
*     
*  CONTEXT      (output) INTEGER 
*               This integer is used by the BLACS to indicate a context. 
*               A context is a universe where messages exist and do not 
*               interact with other context's messages.  The context 
*               includes the definition of a grid, and each process's 
*               coordinates in it. 
*     
*  MAPPING      (input) INTEGER 
*               Way to map processes to grid.  Choices are: 
*               1 : row-major natural ordering 
*               2 : column-major natural ordering 
*     
*  BEGPROC      (input) INTEGER 
*               The process number (between 0 and NPROCS-1) to use as 
*               {0,0}. From this process, processes will be assigned 
*               to the grid as indicated by MAPPING. 
*     
*  NPROW        (input) INTEGER 
*               The number of process rows the created grid 
*               should have. 
*                
*  NPCOL        (input) INTEGER 
*               The number of process columns the created grid 
*               should have. 
*     
*  IMAP         (workspace) INTEGER array of dimension (NPROW, NPCOL) 
*               Workspace, where the array which maps the  
*               processes to the grid will be stored for the 
*               call to GRIDMAP. 
*     
*     =============================================================== 
*     
*     .. 
*     .. External Functions ..
      INTEGER  BLACS_PNUM
      EXTERNAL BLACS_PNUM
*     .. 
*     .. External Subroutines ..
      EXTERNAL BLACS_PINFO, BLACS_GRIDINIT, BLACS_GRIDMAP 
*     .. 
*     .. Local Scalars ..
      INTEGER TMPCONTXT, NPROCS, I, J, K
*     .. 
*     .. Executable Statements .. 
*     
*     See how many processes there are in the system 
*     
      CALL BLACS_PINFO( I, NPROCS )
      IF (NPROCS-BEGPROC .LT. NPROW*NPCOL) THEN
         WRITE(*,*) 'Not enough processes for grid'
         STOP
      END IF 
*     
*     Temporarily map all processes into 1 x NPROCS grid
*     
      CALL BLACS_GET( 0, 0, TMPCONTXT )
      CALL BLACS_GRIDINIT( TMPCONTXT, 'Row', 1, NPROCS )
      K = BEGPROC
*     
*     If we want a row-major natural ordering
*     
      IF (MAPPING .EQ. 1) THEN
         DO I = 1, NPROW
            DO J = 1, NPCOL
               IMAP(I, J) = BLACS_PNUM(TMPCONTXT, 0, K)
               K = K + 1W
            END DO
         END DO 
*     
*     If we want a column-major natural ordering
*     
      ELSE IF (MAPPING .EQ. 2) THEN
         DO J = 1, NPCOL
            DO I = 1, NPROW
               IMAP(I, J) = BLACS_PNUM(TMPCONTXT, 0, K)
               K = K + 1
            END DO
         END DO
      ELSE
         WRITE(*,*) 'Unknown mapping.'
         STOP
      END IF
*     
*     Free temporary context 
*     
      CALL BLACS_GRIDEXIT(TMPCONTXT) 
*     
*     Apply the new mapping to form desired context 
*     
      CALL BLACS_GET( 0, 0, CONTEXT )
      CALL BLACS_GRIDMAP( CONTEXT, IMAP, NPROW, NPROW, NPCOL )
      
      RETURN
      END
 
  Example. BLACS Usage. PARALLEL DOT PRODUCT
This routine does a bone-headed parallel double precision dot product of two vectors. Arguments are input on process {0,0}, and output everywhere else.
      DOUBLE PRECISION FUNCTION PDDOT( CONTEXT, N, X, Y ) 
*     
*     -- BLACS example code --
*     Written by Clint Whaley 7/26/94 
*     .. 
*     .. Scalar Arguments ..
      INTEGER CONTEXT, N
*     .. 
*     .. Array Arguments ..
      DOUBLE PRECISION X(*), Y(*) 
*     .. 
*     
*  Purpose 
*  ======= 
*  PDDOT is a restricted parallel version of the BLAS routine   
*  DDOT.  It assumes that the increment on both vectors is one,   
*  and that process {0,0} starts out owning the vectors and 
   
*  has N.  It returns the dot product of the two N-length vectors   
*  X and Y, that is, PDDOT = X' Y.   
*     
*  Arguments
*  ========= 
*     
*  CONTEXT      (input) INTEGER 
*               This integer is used by the BLACS to indicate a context. 
*               A context is a universe where messages exist and do not 
*               interact with other context's messages.  The context 
*               includes the definition of a grid, and each process's 
*               coordinates in it. 
*     
*  N            (input/output) INTEGER 
*               The length of the vectors X and Y. Input 
*               for {0,0}, output for everyone else. 
*     
*  X            (input/output) DOUBLE PRECISION array of dimension (N) 
*               The vector X of PDDOT = X' Y. Input for {0,0}, 
*               output for everyone else. 
*     
*  Y            (input/output) DOUBLE PRECISION array of dimension (N) 
*               The vector Y of PDDOT = X' Y. Input for {0,0}, 
*               output for everyone else. 
*                
*     =============================================================== 
*     
*     .. 
*     .. External Functions ..
      DOUBLE PRECISION DDOT
      EXTERNAL DDOT
*     .. 
*     .. External Subroutines ..
      EXTERNAL BLACS_GRIDINFO, DGEBS2D, DGEBR2D, DGSUM2D 
*     .. 
*     .. Local Scalars ..
      INTEGER IAM, NPROCS, NPROW, NPCOL, MYPROW, MYPCOL, I, LN
      DOUBLE PRECISION LDDOT
*     .. 
*     .. Executable Statements .. 
*     
*     Find out what grid has been set up, and pretend it is 1-D 
*     
      CALL BLACS_GRIDINFO( CONTXT, NPROW, NPCOL, MYPROW, MYPCOL )
      IAM = MYPROW*NPCOL + MYPCOL
      NPROCS = NPROW * NPCOL 
*     
*     Temporarily map all processes into 1 x NPROCS grid
*     
      CALL BLACS_GET( 0, 0, TMPCONTXT )
      CALL BLACS_GRIDINIT( TMPCONTXT, 'Row', 1, NPROCS )
      K = BEGPROC
*     
*     Do bone-headed thing, and just send entire X and Y to
*     everyone
*     
      IF ( (MYPROW.EQ.0) .AND. (MYPCOL.EQ.0) ) THEN
         CALL IGEBS2D(CONTXT, 'All', 'i-ring', 1, 1, N, 1 )
         CALL DGEBS2D(CONTXT, 'All', 'i-ring', N, 1, X, N )
         CALL DGEBS2D(CONTXT, 'All', 'i-ring', N, 1, Y, N )
      ELSE
         CALL IGEBR2D(CONTXT, 'All', 'i-ring', 1, 1, N, 1, 0, 0 )
         CALL DGEBR2D(CONTXT, 'All', 'i-ring', N, 1, X, N, 0, 0 )
         CALL DGEBR2D(CONTXT, 'All', 'i-ring', N, 1, Y, N, 0, 0 )
      ENDIF 
*     
*     Find out the number of local rows to multiply (LN), and
*     where in vectors to start (I)
*     
      LN = N / NPROCS
      I = 1 + IAM * LN 
*     
*     Last process does any extra rows 
*     
      IF (IAM .EQ. NPROCS-1) LN = LN + MOD(N, NPROCS) 
*     
*     Figure dot product of my piece of X and Y
*     
      LDDOT = DDOT( LN, X(I), 1, Y(I), 1 ) 
*     
*     Add local dot products to get global dot product;
*     give all procs the answer
*     
      CALL DGSUM2D( CONTXT, 'All', '1-tree', 1, 1, LDDOT, 1, -1, 0 )
 
      PDDOT = LDDOT
 
      RETURN
      END
  
  Example. BLACS Usage. PARALLEL MATRIX INFINITY NORM
This routine does a parallel infinity norm on a distributed double precision matrix. Unlike the PDDOT example, this routine assumes the matrix has already been distributed.
DOUBLE PRECISION FUNCTION PDINFNRM(CONTXT, LM, LN, A, LDA, WORK) * * -- BLACS example code -- * Written by Clint Whaley. * .. * .. Scalar Arguments .. INTEGER CONTEXT, LM, LN, LDA * .. * .. Array Arguments .. DOUBLE PRECISION A(LDA, *), WORK(*) * .. * * Purpose * ======= * Compute the infinity norm of a distributed matrix, where * the matrix is spread across a 2D process grid. The result is * left on all processes. * * Arguments * ========= * * CONTEXT (input) INTEGER * This integer is used by the BLACS to indicate a context. * A context is a universe where messages exist and do not * interact with other context's messages. The context * includes the definition of a grid, and each process's * coordinates in it. * * LM (input) INTEGER * Number of rows of the global matrix owned by this * process. * * LN (input) INTEGER * Number of columns of the global matrix owned by this * process. * * A (input) DOUBLE PRECISION, dimension (LDA,N) * The matrix whose norm you wish to compute. * * LDA (input) INTEGER * Leading Dimension of A. * * WORK (temporary) DOUBLE PRECISION array, dimension (LM) * Temporary work space used for summing rows. * * .. External Subroutines .. EXTERNAL BLACS_GRIDINFO, DGEBS2D, DGEBR2D, DGSUM2D, DGAMX2D * .. * .. External Functions .. INTEGER IDAMAX DOUBLE PRECISION DASUM * * .. Local Scalars .. INTEGER NPROW, NPCOL, MYROW, MYCOL, I, J DOUBLE PRECISION MAX * * .. Executable Statements .. * * Get process grid information * CALL BLACS_GRIDINFO( CONTXT, NPROW, NPCOL, MYPROW, MYPCOL ) * * Add all local rows together * DO 20 I = 1, LM WORK(I) = DASUM(LN, A(I,1), LDA) 20 CONTINUE * * Find sum of global matrix rows and store on column 0 of * process grid * CALL DGSUM2D(CONTXT, 'Row', '1-tree', LM, 1, WORK, LM, MYROW, 0) * * Find maximum sum of rows for supnorm * IF (MYCOL .EQ. 0) THEN MAX = WORK(IDAMAX(LM,WORK,1)) IF (LM .LT. 1) MAX = 0.0D0 CALL DGAMX2D(CONTXT, 'Col', 'h', 1, 1, MAX, 1, I, I, -1, -1, 0) END IF * * Process column 0 has answer; send answer to all nodes * IF (MYCOL .EQ. 0) THEN CALL DGEBS2D(CONTXT, 'Row', ' ', 1, 1, MAX, 1) ELSE CALL DGEBR2D(CONTXT, 'Row', ' ', 1, 1, MAX, 1, 0, 0) END IF * PDINFNRM = MAX * RETURN * * End of PDINFNRM * END
 Parent topic: BLACS Routines