test_check_correctness_template.F90 25.4 KB
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!    This file is part of ELPA.
!
!    The ELPA library was originally created by the ELPA consortium,
!    consisting of the following organizations:
!
!    - Max Planck Computing and Data Facility (MPCDF), formerly known as
!      Rechenzentrum Garching der Max-Planck-Gesellschaft (RZG),
!    - Bergische Universität Wuppertal, Lehrstuhl für angewandte
!      Informatik,
!    - Technische Universität München, Lehrstuhl für Informatik mit
!      Schwerpunkt Wissenschaftliches Rechnen ,
!    - Fritz-Haber-Institut, Berlin, Abt. Theorie,
!    - Max-Plack-Institut für Mathematik in den Naturwissenschaften,
!      Leipzig, Abt. Komplexe Strukutren in Biologie und Kognition,
!      and
!    - IBM Deutschland GmbH
!
!
!    More information can be found here:
!    http://elpa.mpcdf.mpg.de/
!
!    ELPA is free software: you can redistribute it and/or modify
!    it under the terms of the version 3 of the license of the
!    GNU Lesser General Public License as published by the Free
!    Software Foundation.
!
!    ELPA is distributed in the hope that it will be useful,
!    but WITHOUT ANY WARRANTY; without even the implied warranty of
!    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
!    GNU Lesser General Public License for more details.
!
!    You should have received a copy of the GNU Lesser General Public License
!    along with ELPA.  If not, see <http://www.gnu.org/licenses/>
!
!    ELPA reflects a substantial effort on the part of the original
!    ELPA consortium, and we ask you to respect the spirit of the
!    license that we chose: i.e., please contribute any changes you
!    may have back to the original ELPA library distribution, and keep
!    any derivatives of ELPA under the same license that we chose for
!    the original distribution, the GNU Lesser General Public License.
!
! Author: A. Marek, MPCDF

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    function check_correctness_evp_numeric_residuals_&
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    &MATH_DATATYPE&
    &_&
    &PRECISION&
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    & (na, nev, as, z, ev, sc_desc, nblk, myid, np_rows, np_cols, my_prow, my_pcol) result(status)
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      implicit none
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#include "../../src/general/precision_kinds.F90"
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      integer(kind=ik)                 :: status
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      integer(kind=ik), intent(in)     :: na, nev, nblk, myid, np_rows, np_cols, my_prow, my_pcol
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      MATH_DATATYPE(kind=rck), intent(in)     :: as(:,:), z(:,:)
      real(kind=rk)                 :: ev(:)
      MATH_DATATYPE(kind=rck), dimension(size(as,dim=1),size(as,dim=2)) :: tmp1, tmp2
      MATH_DATATYPE(kind=rck)                :: xc
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#ifndef WITH_MPI
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#if REALCASE == 1
      real(kind=rck)                   :: dnrm2, snrm2
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#endif
#if COMPLEXCASE == 1
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      complex(kind=rck)                :: zdotc, cdotc
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#endif /* COMPLEXCASE */
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#endif
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      integer(kind=ik)                 :: sc_desc(:)

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      integer(kind=ik)                 :: i, rowLocal, colLocal
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      real(kind=rck)                   :: err, errmax
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      integer :: mpierr

      status = 0

      ! 1. Residual (maximum of || A*Zi - Zi*EVi ||)
      ! tmp1 =  A * Z
      ! as is original stored matrix, Z are the EVs

#ifdef WITH_MPI
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      call scal_PRECISION_GEMM('N', 'N', na, nev, na, ONE, as, 1, 1, sc_desc, &
                  z, 1, 1, sc_desc, ZERO, tmp1, 1, 1, sc_desc)
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#else /* WITH_MPI */
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      call PRECISION_GEMM('N','N',na,nev,na,ONE,as,na,z,na,ZERO,tmp1,na)
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#endif /* WITH_MPI */


      ! tmp2 = Zi*EVi
      tmp2(:,:) = z(:,:)
      do i=1,nev
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        xc = ev(i)
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#ifdef WITH_MPI
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        call p&
            &BLAS_CHAR&
            &scal(na, xc, tmp2, 1, i, sc_desc, 1)
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#else /* WITH_MPI */
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        call BLAS_CHAR&
            &scal(na,xc,tmp2(:,i),1)
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#endif /* WITH_MPI */
      enddo

      !  tmp1 = A*Zi - Zi*EVi
      tmp1(:,:) =  tmp1(:,:) - tmp2(:,:)

      ! Get maximum norm of columns of tmp1
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      errmax = 0.0_rk
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      do i=1,nev
#if REALCASE == 1
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        err = 0.0_rk
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#ifdef WITH_MPI
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        call scal_PRECISION_NRM2(na, err, tmp1, 1, i, sc_desc, 1)
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#else /* WITH_MPI */
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        err = PRECISION_NRM2(na,tmp1(1,i),1)
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#endif /* WITH_MPI */
        errmax = max(errmax, err)
#endif /* REALCASE */

#if COMPLEXCASE == 1
        xc = 0
#ifdef WITH_MPI
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        call scal_PRECISION_DOTC(na, xc, tmp1, 1, i, sc_desc, 1, tmp1, 1, i, sc_desc, 1)
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#else /* WITH_MPI */
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        xc = PRECISION_DOTC(na,tmp1,1,tmp1,1)
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#endif /* WITH_MPI */
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        errmax = max(errmax, sqrt(real(xc,kind=REAL_DATATYPE)))
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#endif /* COMPLEXCASE */
      enddo

      ! Get maximum error norm over all processors
      err = errmax
#ifdef WITH_MPI
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      call mpi_allreduce(err, errmax, 1, MPI_REAL_PRECISION, MPI_MAX, MPI_COMM_WORLD, mpierr)
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#else /* WITH_MPI */
      errmax = err
#endif /* WITH_MPI */
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      if (myid==0) print *,'Results of numerical residual checks:'
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      if (myid==0) print *,'Error Residual     :',errmax
#if REALCASE == 1
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      if (nev .ge. 2) then
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#ifdef DOUBLE_PRECISION_REAL
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        if (errmax .gt. 5e-12_rk8 .or. errmax .eq. 0.0_rk8) then
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#else
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        if (errmax .gt. 3e-3_rk4 .or. errmax .eq. 0.0_rk4) then
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#endif
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          status = 1
        endif
      else
#ifdef DOUBLE_PRECISION_REAL
        if (errmax .gt. 5e-12_rk8) then
#else
        if (errmax .gt. 3e-3_rk4) then
#endif
          status = 1
        endif
      endif
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#endif
#if COMPLEXCASE == 1
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      if (nev .gt. 2) then
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#ifdef DOUBLE_PRECISION_COMPLEX
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        if (errmax .gt. 5e-12_rk8 .or. errmax .eq. 0.0_rk8) then
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#else
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        if (errmax .gt. 3e-3_rk4 .or. errmax .eq. 0.0_rk4) then
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#endif
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          status =1
        endif
      else
#ifdef DOUBLE_PRECISION_COMPLEX
        if (errmax .gt. 5e-12_rk8) then
#else
        if (errmax .gt. 3e-3_rk4) then
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#endif
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          status = 1
        endif
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      endif
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#endif
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      ! 2. Eigenvector orthogonality

      ! tmp1 = Z**T * Z
      tmp1 = 0
#ifdef WITH_MPI
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      call scal_PRECISION_GEMM(BLAS_TRANS_OR_CONJ, 'N', nev, nev, na, ONE, z, 1, 1, &
                        sc_desc, z, 1, 1, sc_desc, ZERO, tmp1, 1, 1, sc_desc)
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#else /* WITH_MPI */
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      call PRECISION_GEMM(BLAS_TRANS_OR_CONJ,'N',nev,nev,na,ONE,z,na,z,na,ZERO,tmp1,na)
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#endif /* WITH_MPI */
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      !TODO for the C interface, not all information is passed (zeros instead)
      !TODO than this part of the test cannot be done
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      !TODO either we will not have this part of test at all, or it will be improved
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      if(nblk > 0) then
        ! First check, whether the elements on diagonal are 1 .. "normality" of the vectors
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        err = 0.0_rk
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        do i=1, nev
          if (map_global_array_index_to_local_index(i, i, rowLocal, colLocal, nblk, np_rows, np_cols, my_prow, my_pcol)) then
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             err = max(err, abs(tmp1(rowLocal,colLocal) - 1.0_rk))
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           endif
        end do
#ifdef WITH_MPI
        call mpi_allreduce(err, errmax, 1, MPI_REAL_PRECISION, MPI_MAX, MPI_COMM_WORLD, mpierr)
#else /* WITH_MPI */
        errmax = err
#endif /* WITH_MPI */
        if (myid==0) print *,'Maximal error in eigenvector lengths:',errmax
      end if
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      ! Second, find the maximal error in the whole Z**T * Z matrix (its diference from identity matrix)
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      ! Initialize tmp2 to unit matrix
      tmp2 = 0
#ifdef WITH_MPI
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      call scal_PRECISION_LASET('A', nev, nev, ZERO, ONE, tmp2, 1, 1, sc_desc)
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#else /* WITH_MPI */
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      call PRECISION_LASET('A',nev,nev,ZERO,ONE,tmp2,na)
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#endif /* WITH_MPI */

      !      ! tmp1 = Z**T * Z - Unit Matrix
      tmp1(:,:) =  tmp1(:,:) - tmp2(:,:)

      ! Get maximum error (max abs value in tmp1)
      err = maxval(abs(tmp1))
#ifdef WITH_MPI
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      call mpi_allreduce(err, errmax, 1, MPI_REAL_PRECISION, MPI_MAX, MPI_COMM_WORLD, mpierr)
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#else /* WITH_MPI */
      errmax = err
#endif /* WITH_MPI */

      if (myid==0) print *,'Error Orthogonality:',errmax
#if REALCASE == 1
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      if (nev .ge. 2) then
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#ifdef DOUBLE_PRECISION_REAL
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        if (errmax .gt. 5e-12_rk8 .or. errmax .eq. 0.0_rk8) then
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#else
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        if (errmax .gt. 9e-4_rk4 .or. errmax .eq. 0.0_rk4) then
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#endif
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          status = 1
        endif
      else
#ifdef DOUBLE_PRECISION_REAL
        if (errmax .gt. 5e-12_rk8) then
#else
        if (errmax .gt. 9e-4_rk4) then
#endif
          status = 1
        endif
      endif
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#endif
#if COMPLEXCASE == 1
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      if (nev .ge. 2) then
#ifdef DOUBLE_PRECISION_COMPLEX
        if (errmax .gt. 5e-12_rk8 .or. errmax .eq. 0.0_rk8) then
#else
        if (errmax .gt. 9e-4_rk4 .or. errmax .eq. 0.0_rk4) then
#endif
          status = 1
        endif
      else
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#ifdef DOUBLE_PRECISION_COMPLEX
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        if (errmax .gt. 5e-12_rk8) then
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#else
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        if (errmax .gt. 9e-4_rk4) then
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#endif
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          status = 1
        endif
      endif
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#endif

    end function


#if REALCASE == 1

#ifdef DOUBLE_PRECISION_REAL
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    !c> int check_correctness_evp_numeric_residuals_real_double_f(int na, int nev, int na_rows, int na_cols,
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    !c>                                         double *as, double *z, double *ev,
    !c>                                         int sc_desc[9], int myid);
#else
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    !c> int check_correctness_evp_numeric_residuals_real_single_f(int na, int nev, int na_rows, int na_cols,
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    !c>                                         float *as, float *z, float *ev,
    !c>                                         int sc_desc[9], int myid);
#endif

#endif /* REALCASE */

#if COMPLEXCASE == 1
#ifdef DOUBLE_PRECISION_COMPLEX
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    !c> int check_correctness_evp_numeric_residuals_complex_double_f(int na, int nev, int na_rows, int na_cols,
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    !c>                                         complex double *as, complex double *z, double *ev,
    !c>                                         int sc_desc[9], int myid);
#else
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    !c> int check_correctness_evp_numeric_residuals_complex_single_f(int na, int nev, int na_rows, int na_cols,
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    !c>                                         complex float *as, complex float *z, float *ev,
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    !c>                                         int sc_desc[9], int myid);
#endif
#endif /* COMPLEXCASE */

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function check_correctness_evp_numeric_residuals_&
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&MATH_DATATYPE&
&_&
&PRECISION&
&_f (na, nev, na_rows, na_cols, as, z, ev, sc_desc, myid) result(status) &
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      bind(C,name="check_correctness_evp_numeric_residuals_&
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      &MATH_DATATYPE&
      &_&
      &PRECISION&
      &_f")

      use iso_c_binding

      implicit none
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#include "../../src/general/precision_kinds.F90"
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      integer(kind=c_int)            :: status
      integer(kind=c_int), value     :: na, nev, myid, na_rows, na_cols
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      MATH_DATATYPE(kind=rck)     :: as(1:na_rows,1:na_cols), z(1:na_rows,1:na_cols)
      real(kind=rck)    :: ev(1:na)
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      integer(kind=c_int)            :: sc_desc(1:9)

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      ! TODO: I did not want to add all the variables to the C interface as well
      ! TODO: I think that we should find a better way to pass this information
      ! TODO: to all the functions anyway (get it from sc_desc, pass elpa_t, etc..)
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      status = check_correctness_evp_numeric_residuals_&
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      &MATH_DATATYPE&
      &_&
      &PRECISION&
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      & (na, nev, as, z, ev, sc_desc, 0, myid, 0, 0, 0, 0)
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    end function

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    function check_correctness_eigenvalues_toeplitz_&
    &MATH_DATATYPE&
    &_&
    &PRECISION&
    & (na, diagonalElement, subdiagonalElement, ev, z, myid) result(status)
      use iso_c_binding
      implicit none
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#include "../../src/general/precision_kinds.F90"
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      integer               :: status, ii, j, myid
      integer, intent(in)   :: na
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      real(kind=rck) :: diagonalElement, subdiagonalElement
      real(kind=rck) :: ev_analytic(na), ev(na)
      MATH_DATATYPE(kind=rck) :: z(:,:)
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#if defined(DOUBLE_PRECISION_REAL) || defined(DOUBLE_PRECISION_COMPLEX)
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      real(kind=rck), parameter   :: pi = 3.141592653589793238462643383279_c_double
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#else
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      real(kind=rck), parameter   :: pi = 3.1415926535897932_c_float
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#endif
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      real(kind=rck)              :: tmp, maxerr
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      integer                     :: loctmp
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      status = 0

     ! analytic solution
     do ii=1, na
#if defined(DOUBLE_PRECISION_REAL) || defined(DOUBLE_PRECISION_COMPLEX)
       ev_analytic(ii) = diagonalElement + 2.0_c_double * &
                         subdiagonalElement *cos( pi*real(ii,kind=c_double)/ &
			 real(na+1,kind=c_double) )
#else
       ev_analytic(ii) = diagonalElement + 2.0_c_float * &
                         subdiagonalElement *cos( pi*real(ii,kind=c_float)/ &
                         real(na+1,kind=c_float) )
#endif
     enddo

     ! sort analytic solution:

     ! this hack is neither elegant, nor optimized: for huge matrixes it might be expensive
     ! a proper sorting algorithmus might be implemented here

     tmp    = minval(ev_analytic)
     loctmp = minloc(ev_analytic, 1)

     ev_analytic(loctmp) = ev_analytic(1)
     ev_analytic(1) = tmp
     do ii=2, na
       tmp = ev_analytic(ii)
       do j= ii, na
         if (ev_analytic(j) .lt. tmp) then
           tmp    = ev_analytic(j)
           loctmp = j
         endif
       enddo
       ev_analytic(loctmp) = ev_analytic(ii)
       ev_analytic(ii) = tmp
     enddo

     ! compute a simple error max of eigenvalues
     maxerr = 0.0
     maxerr = maxval( (ev(:) - ev_analytic(:))/ev_analytic(:) , 1)

#if defined(DOUBLE_PRECISION_REAL) || defined(DOUBLE_PRECISION_COMPLEX)
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     if (maxerr .gt. 8.e-13_c_double .or. maxerr .eq. 0.0_c_double) then
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#else
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     if (maxerr .gt. 8.e-4_c_float .or. maxerr .eq. 0.0_c_float) then
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#endif
       status = 1
       if (myid .eq. 0) then
         print *,"Eigenvalues differ from analytic solution: maxerr = ",maxerr
       endif
     endif
    end function
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    function check_correctness_cholesky_&
    &MATH_DATATYPE&
    &_&
    &PRECISION&
    & (na, a, as, na_rows, sc_desc, myid) result(status)
      implicit none
#include "../../src/general/precision_kinds.F90"
      integer(kind=ik)                 :: status
      integer(kind=ik), intent(in)     :: na, myid, na_rows
#if REALCASE == 1
      real(kind=rck), intent(in)       :: a(:,:), as(:,:)
      real(kind=rck), dimension(size(as,dim=1),size(as,dim=2)) :: tmp1, tmp2
      real(kind=rck)                   :: norm, normmax

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      real(kind=rck)                   :: pdlange
#else
      real(kind=rck)                   :: pslange
#endif

#else /* WITH_MPI */

#ifdef DOUBLE_PRECISION_REAL
      real(kind=rck)                   :: dlange
#else
      real(kind=rck)                   :: slange
#endif

#endif /* WITH_MPI */

#endif /* REALCASE */

#if COMPLEXCASE == 1
      complex(kind=rck), intent(in)    :: a(:,:), as(:,:)
      complex(kind=rck), dimension(size(as,dim=1),size(as,dim=2)) :: tmp1, tmp2
      real(kind=rck)                :: norm, normmax
#ifdef DOUBLE_PRECISION_COMPLEX
      complex(kind=ck8), parameter   :: CZERO = (0.0_rk8,0.0_rk8), CONE = (1.0_rk8,0.0_rk8)
#else
      complex(kind=ck4), parameter   :: CZERO = (0.0_rk4,0.0_rk4), CONE = (1.0_rk4,0.0_rk8)
#endif

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
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      real(kind=rck)                   :: pzlange
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#else
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      real(kind=rck)                   :: pclange
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#endif

#else /* WITH_MPI */

#ifdef DOUBLE_PRECISION_COMPLEX
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      real(kind=rck)                   :: zlange
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#else
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      real(kind=rck)                   :: clange
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#endif

#endif /* WITH_MPI */
#endif /* COMPLEXCASE */

      integer(kind=ik)                 :: sc_desc(:)

      real(kind=rck)                   :: err, errmax

      integer :: mpierr

      status = 0

#if REALCASE == 1
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#ifdef DOUBLE_PRECISION_REAL
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      tmp1(:,:) = 0.0_rk8
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#else
      tmp1(:,:) = 0.0_rk4
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#endif
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#endif /* REALCASE */

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#if COMPLEXCASE == 1
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#ifdef DOUBLE_PRECISION_COMPLEX
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      tmp1(:,:) = 0.0_ck8
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#else
      tmp1(:,:) = 0.0_ck4
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#endif
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#endif /* COMPLEXCASE */
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#if REALCASE == 1
      ! tmp1 = a**T
#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      call pdtran(na, na, 1.0_rk8, a, 1, 1, sc_desc, 0.0_rk8, tmp1, 1, 1, sc_desc)
#else

      call pstran(na, na, 1.0_rk4, a, 1, 1, sc_desc, 0.0_rk4, tmp1, 1, 1, sc_desc)
#endif

#else /* WITH_MPI */
      tmp1 = transpose(a)
#endif /* WITH_MPI */

      ! tmp2 = a * a**T
#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      call pdgemm("N","N", na, na, na, 1.0_rk8, a, 1, 1, sc_desc, tmp1, 1, 1, &
               sc_desc, 0.0_rk8, tmp2, 1, 1, sc_desc)
#else
      call psgemm("N","N", na, na, na, 1.0_rk4, a, 1, 1, sc_desc, tmp1, 1, 1, &
               sc_desc, 0.0_rk4, tmp2, 1, 1, sc_desc)

#endif

#else /* WITH_MPI */

#ifdef DOUBLE_PRECISION_REAL
      call dgemm("N","N", na, na, na, 1.0_rk8, a, na, tmp1, na, 0.0_rk8, tmp2, na)
#else
      call sgemm("N","N", na, na, na, 1.0_rk4, a, na, tmp1, na, 0.0_rk4, tmp2, na)
#endif
#endif /* WITH_MPI */


#endif /* REALCASE == 1 */

#if COMPLEXCASE == 1
      ! tmp1 = a**H
#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
      call pztranc(na, na, CONE, a, 1, 1, sc_desc, CZERO, tmp1, 1, 1, sc_desc)
#else

      call pctranc(na, na, CONE, a, 1, 1, sc_desc, CZERO, tmp1, 1, 1, sc_desc)
#endif

#else /* WITH_MPI */
      tmp1 = transpose(conjg(a))
#endif /* WITH_MPI */

      ! tmp2 = a * a**T
#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
      call pzgemm("N","N", na, na, na, CONE, a, 1, 1, sc_desc, tmp1, 1, 1, &
               sc_desc, CZERO, tmp2, 1, 1, sc_desc)
#else
      call pcgemm("N","N", na, na, na, CONE, a, 1, 1, sc_desc, tmp1, 1, 1, &
               sc_desc, CZERO, tmp2, 1, 1, sc_desc)

#endif

#else /* WITH_MPI */

#ifdef DOUBLE_PRECISION_COMPLEX
      call zgemm("N","N", na, na, na, CONE, a, na, tmp1, na, CZERO, tmp2, na)
#else
      call cgemm("N","N", na, na, na, CONE, a, na, tmp1, na, CZERO, tmp2, na)
#endif
#endif /* WITH_MPI */


#endif /* COMPLEXCASE == 1 */

      ! compare tmp2 with original matrix
      tmp2(:,:) = tmp2(:,:) - as(:,:)
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#if REALCASE == 1

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL

      norm = pdlange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#else
      norm = pslange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#endif

#else /* WITH_MPI */
#ifdef DOUBLE_PRECISION_REAL
      norm = dlange("M", na, na, tmp2, na_rows, tmp1)
#else
      norm = slange("M", na, na, tmp2, na_rows, tmp1)

#endif
#endif /* WITH_MPI */


#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      call mpi_allreduce(norm,normmax,1,MPI_REAL8,MPI_MAX,MPI_COMM_WORLD,mpierr)
#else
      call mpi_allreduce(norm,normmax,1,MPI_REAL4,MPI_MAX,MPI_COMM_WORLD,mpierr)
#endif
#else /* WITH_MPI */
      normmax = norm
#endif /* WITH_MPI */


#endif /* REALCASE == 1 */

#if COMPLEXCASE == 1

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX

      norm = pzlange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#else
      norm = pclange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#endif

#else /* WITH_MPI */
#ifdef DOUBLE_PRECISION_COMPLEX
      norm = zlange("M", na, na, tmp2, na_rows, tmp1)
#else
      norm = clange("M", na, na, tmp2, na_rows, tmp1)

#endif
#endif /* WITH_MPI */


#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
      call mpi_allreduce(norm,normmax,1,MPI_REAL8,MPI_MAX,MPI_COMM_WORLD,mpierr)
#else
      call mpi_allreduce(norm,normmax,1,MPI_REAL4,MPI_MAX,MPI_COMM_WORLD,mpierr)
#endif
#else /* WITH_MPI */
      normmax = norm
#endif /* WITH_MPI */


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#endif /* COMPLEXCASE == 1 */
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      if (myid .eq. 0) then
        print *," Maximum error of result: ", normmax
      endif

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#ifdef DOUBLE_PRECISION_REAL
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      if (normmax .gt. 5e-12_rk8) then
        status = 1
      endif
#else
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!      if (normmax .gt. 5e-4_rk4 .or. normmax .eq. 0.0_rk4) then
      if (normmax .gt. 5e-4_rk4 ) then
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        status = 1
      endif
#endif
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#endif
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#if COMPLEXCASE == 1
#ifdef DOUBLE_PRECISION_COMPLEX
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!      if (normmax .gt. 5e-11_rk8 .or. normmax .eq. 0.0_rk8) then
      if (normmax .gt. 5e-11_rk8 ) then
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        status = 1
      endif
#else
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      if (normmax .gt. 5e-3_rk4) then
        status = 1
      endif
#endif
#endif
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    end function

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    function check_correctness_hermitian_multiply_&
    &MATH_DATATYPE&
    &_&
    &PRECISION&
    & (na, a, b, c, na_rows, sc_desc, myid) result(status)
      implicit none
#include "../../src/general/precision_kinds.F90"
      integer(kind=ik)                 :: status
      integer(kind=ik), intent(in)     :: na, myid, na_rows
#if REALCASE == 1
      real(kind=rck), intent(in)       :: a(:,:), b(:,:), c(:,:)
      real(kind=rck), dimension(size(a,dim=1),size(a,dim=2)) :: tmp1, tmp2
      real(kind=rck)                   :: norm, normmax

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      real(kind=rck)                   :: pdlange
#else
      real(kind=rck)                   :: pslange
#endif

#else /* WITH_MPI */

#ifdef DOUBLE_PRECISION_REAL
      real(kind=rck)                   :: dlange
#else
      real(kind=rck)                   :: slange
#endif

#endif /* WITH_MPI */

#endif /* REALCASE */

#if COMPLEXCASE == 1
      complex(kind=rck), intent(in)    :: a(:,:), b(:,:), c(:,:)
      complex(kind=rck), dimension(size(a,dim=1),size(a,dim=2)) :: tmp1, tmp2
      real(kind=rck)                :: norm, normmax
#ifdef DOUBLE_PRECISION_COMPLEX
      complex(kind=ck8), parameter   :: CZERO = (0.0_rk8,0.0_rk8), CONE = (1.0_rk8,0.0_rk8)
#else
      complex(kind=ck4), parameter   :: CZERO = (0.0_rk4,0.0_rk4), CONE = (1.0_rk4,0.0_rk8)
#endif

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
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      real(kind=rck)                   :: pzlange
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#else
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      real(kind=rck)                   :: pclange
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#endif

#else /* WITH_MPI */

#ifdef DOUBLE_PRECISION_COMPLEX
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      real(kind=rck)                   :: zlange
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#else
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      real(kind=rck)                   :: clange
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#endif

#endif /* WITH_MPI */
#endif /* COMPLEXCASE */

      integer(kind=ik)                 :: sc_desc(:)

      real(kind=rck)                   :: err, errmax

      integer :: mpierr

      status = 0

#if REALCASE == 1

#ifdef DOUBLE_PRECISION_REAL
      tmp1(:,:) = 0.0_rk8
#else
      tmp1(:,:) = 0.0_rk4
#endif

#endif /* REALCASE */
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#if COMPLEXCASE == 1
#ifdef DOUBLE_PRECISION_COMPLEX
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      tmp1(:,:) = (0.0_c_double, 0.0_c_double)
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#else
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      tmp1(:,:) = (0.0_c_float, 0.0_c_float)
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#endif
#endif /* COMPLEXCASE */


#if REALCASE == 1
      ! tmp1 = a**T
#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      call pdtran(na, na, 1.0_rk8, a, 1, 1, sc_desc, 0.0_rk8, tmp1, 1, 1, sc_desc)
#else

      call pstran(na, na, 1.0_rk4, a, 1, 1, sc_desc, 0.0_rk4, tmp1, 1, 1, sc_desc)
#endif

#else /* WITH_MPI */
      tmp1 = transpose(a)
#endif /* WITH_MPI */

   ! tmp2 = tmp1 * b
#ifdef DOUBLE_PRECISION_REAL
#ifdef WITH_MPI
   call pdgemm("N","N", na, na, na, 1.0_rk8, tmp1, 1, 1, sc_desc, b, 1, 1, &
               sc_desc, 0.0_rk8, tmp2, 1, 1, sc_desc)
#else
   call dgemm("N","N", na, na, na, 1.0_rk8, tmp1, na, b, na, 0.0_rk8, tmp2, na)
#endif

#else /* DOUBLE_PRECISION_REAL */
#ifdef WITH_MPI
   call psgemm("N","N", na, na, na, 1.0_rk4, tmp1, 1, 1, sc_desc, b, 1, 1, &
               sc_desc, 0.0_rk4, tmp2, 1, 1, sc_desc)
#else
   call sgemm("N","N", na, na, na, 1.0_rk4, tmp1, na, b, na, 0.0_rk4, tmp2, na)
#endif

#endif /* DOUBLE_PRECISION_REAL */

#endif /* REALCASE == 1 */

#if COMPLEXCASE == 1
      ! tmp1 = a**H
#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
      call pztranc(na, na, CONE, a, 1, 1, sc_desc, CZERO, tmp1, 1, 1, sc_desc)
#else

      call pctranc(na, na, CONE, a, 1, 1, sc_desc, CZERO, tmp1, 1, 1, sc_desc)
#endif

#else /* WITH_MPI */
      tmp1 = transpose(conjg(a))
#endif /* WITH_MPI */

   ! tmp2 = tmp1 * b
#ifdef DOUBLE_PRECISION_COMPLEX
#ifdef WITH_MPI
   call pzgemm("N","N", na, na, na, CONE, tmp1, 1, 1, sc_desc, b, 1, 1, &
               sc_desc, CZERO, tmp2, 1, 1, sc_desc)
#else
   call zgemm("N","N", na, na, na, CONE, tmp1, na, b, na, CZERO, tmp2, na)
#endif

#else /* DOUBLE_PRECISION_COMPLEX */

#ifdef WITH_MPI
   call pcgemm("N","N", na, na, na, CONE, tmp1, 1, 1, sc_desc, b, 1, 1, &
               sc_desc, CZERO, tmp2, 1, 1, sc_desc)
#else
   call cgemm("N","N", na, na, na, CONE, tmp1, na, b, na, CZERO, tmp2, na)
#endif
#endif /* DOUBLE_PRECISION_COMPLEX */

#endif /* COMPLEXCASE == 1 */

      ! compare tmp2 with c
      tmp2(:,:) = tmp2(:,:) - c(:,:)
#if REALCASE == 1

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL

      norm = pdlange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#else
      norm = pslange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#endif

#else /* WITH_MPI */
#ifdef DOUBLE_PRECISION_REAL
      norm = dlange("M", na, na, tmp2, na_rows, tmp1)
#else
      norm = slange("M", na, na, tmp2, na_rows, tmp1)

#endif
#endif /* WITH_MPI */


#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_REAL
      call mpi_allreduce(norm,normmax,1,MPI_REAL8,MPI_MAX,MPI_COMM_WORLD,mpierr)
#else
      call mpi_allreduce(norm,normmax,1,MPI_REAL4,MPI_MAX,MPI_COMM_WORLD,mpierr)
#endif
#else /* WITH_MPI */
      normmax = norm
#endif /* WITH_MPI */


#endif /* REALCASE == 1 */

#if COMPLEXCASE == 1

#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
      norm = pzlange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#else
      norm = pclange("M",na, na, tmp2, 1, 1, sc_desc, tmp1)
#endif

#else /* WITH_MPI */
#ifdef DOUBLE_PRECISION_COMPLEX
      norm = zlange("M", na, na, tmp2, na_rows, tmp1)
#else
      norm = clange("M", na, na, tmp2, na_rows, tmp1)

#endif
#endif /* WITH_MPI */


#ifdef WITH_MPI
#ifdef DOUBLE_PRECISION_COMPLEX
      call mpi_allreduce(norm,normmax,1,MPI_REAL8,MPI_MAX,MPI_COMM_WORLD,mpierr)
#else
      call mpi_allreduce(norm,normmax,1,MPI_REAL4,MPI_MAX,MPI_COMM_WORLD,mpierr)
#endif
#else /* WITH_MPI */
      normmax = norm
#endif /* WITH_MPI */


#endif /* REALCASE == 1 */

      if (myid .eq. 0) then
        print *," Maximum error of result: ", normmax
      endif

#ifdef DOUBLE_PRECISION_REAL
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      if (normmax .gt. 5e-11_rk8 ) then
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        status = 1
      endif
#else
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      if (normmax .gt. 5e-3_rk4 ) then
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        status = 1
      endif
#endif

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#ifdef DOUBLE_PRECISION_COMPLEX
      if (normmax .gt. 5e-11_rk8 ) then
        status = 1
      endif
#else
      if (normmax .gt. 5e-3_rk4 ) then
        status = 1
      endif
#endif
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    end function


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! vim: syntax=fortran