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edhill |
1.10 |
C |
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C $Header: /u/u3/gcmpack/MITgcm/pkg/grdchk/grdchk_main.F,v 1.9 2003/10/02 21:30:22 heimbach Exp $ |
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C $Name: $ |
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heimbach |
1.2 |
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edhill |
1.10 |
#include "AD_CONFIG.h" |
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heimbach |
1.2 |
#include "CPP_OPTIONS.h" |
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heimbach |
1.3 |
CBOI |
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C |
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C !TITLE: GRADIENT CHECK |
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C !AUTHORS: mitgcm developers ( support@mitgcm.org ) |
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C !AFFILIATION: Massachussetts Institute of Technology |
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C !DATE: |
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C !INTRODUCTION: gradient check package |
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c \bv |
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c Compare the gradients calculated by the adjoint model with |
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c finite difference approximations. |
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c |
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C !CALLING SEQUENCE: |
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c |
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c the_model_main |
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c | |
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c |-- ctrl_unpack |
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c |-- adthe_main_loop - unperturbed cost function and |
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c |-- ctrl_pack adjoint gradient are computed here |
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c | |
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c |-- grdchk_main |
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c | |
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c |-- grdchk_init |
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c |-- do icomp=... - loop over control vector elements |
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c | |
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c |-- grdchk_loc - determine location of icomp on grid |
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c | |
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c |-- grdchk_getxx - get control vector component from file |
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c | perturb it and write back to file |
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c |-- grdchk_getadxx - get gradient component calculated |
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c | via adjoint |
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c |-- the_main_loop - forward run and cost evaluation |
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c | with perturbed control vector element |
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c |-- calculate ratio of adj. vs. finite difference gradient |
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c | |
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c |-- grdchk_setxx - Reset control vector element |
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c | |
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c |-- grdchk_print - print results |
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c \ev |
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CEOI |
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CBOP |
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C !ROUTINE: grdchk_main |
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C !INTERFACE: |
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subroutine grdchk_main( mythid ) |
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heimbach |
1.2 |
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heimbach |
1.3 |
C !DESCRIPTION: \bv |
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heimbach |
1.2 |
c ================================================================== |
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c SUBROUTINE grdchk_main |
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c ================================================================== |
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c o Compare the gradients calculated by the adjoint model with |
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c finite difference approximations. |
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c started: Christian Eckert eckert@mit.edu 24-Feb-2000 |
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heimbach |
1.4 |
c continued&finished: heimbach@mit.edu: 13-Jun-2001 |
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c changed: mlosch@ocean.mit.edu: 09-May-2002 |
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c - added centered difference vs. 1-sided difference option |
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c - improved output format for readability |
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c - added control variable hFacC |
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heimbach |
1.7 |
c heimbach@mit.edu 24-Feb-2003 |
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c - added tangent linear gradient checks |
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c - fixes for multiproc. gradient checks |
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c - added more control variables |
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heimbach |
1.4 |
c |
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heimbach |
1.2 |
c ================================================================== |
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c SUBROUTINE grdchk_main |
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c ================================================================== |
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heimbach |
1.3 |
C \ev |
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heimbach |
1.2 |
|
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heimbach |
1.3 |
C !USES: |
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heimbach |
1.2 |
implicit none |
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c == global variables == |
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#include "SIZE.h" |
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#include "EEPARAMS.h" |
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#include "PARAMS.h" |
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#include "grdchk.h" |
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#include "cost.h" |
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heimbach |
1.9 |
#ifdef ALLOW_TANGENTLINEAR_RUN |
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#include "g_cost.h" |
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#endif |
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heimbach |
1.2 |
|
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heimbach |
1.3 |
C !INPUT/OUTPUT PARAMETERS: |
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heimbach |
1.2 |
c == routine arguments == |
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integer mythid |
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#ifdef ALLOW_GRADIENT_CHECK |
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heimbach |
1.3 |
C !LOCAL VARIABLES: |
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heimbach |
1.2 |
c == local variables == |
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integer myiter |
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_RL mytime |
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integer bi, itlo, ithi |
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integer bj, jtlo, jthi |
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integer i, imin, imax |
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integer j, jmin, jmax |
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integer k |
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integer icomp |
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integer ichknum |
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integer icvrec |
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integer jtile |
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integer itile |
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integer layer |
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heimbach |
1.8 |
integer obcspos |
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heimbach |
1.2 |
integer itilepos |
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integer jtilepos |
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integer itest |
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integer ierr |
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integer ierr_grdchk |
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_RL gfd |
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_RL fcref |
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heimbach |
1.4 |
_RL fcpertplus, fcpertminus |
118 |
heimbach |
1.6 |
_RL ratio_ad |
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_RL ratio_ftl |
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heimbach |
1.2 |
_RL xxmemo_ref |
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_RL xxmemo_pert |
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_RL adxxmemo |
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heimbach |
1.6 |
_RL ftlxxmemo |
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_RL localEps |
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_RL grdchk_epsfac |
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heimbach |
1.7 |
_RL tmpplot1(1-olx:snx+olx,1-oly:sny+oly,nr,nsx,nsy) |
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_RL tmpplot2(1-olx:snx+olx,1-oly:sny+oly,nr,nsx,nsy) |
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_RL tmpplot3(1-olx:snx+olx,1-oly:sny+oly,nr,nsx,nsy) |
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heimbach |
1.2 |
c == end of interface == |
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heimbach |
1.3 |
CEOP |
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heimbach |
1.2 |
|
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c-- Set the loop ranges. |
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jtlo = mybylo(mythid) |
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jthi = mybyhi(mythid) |
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itlo = mybxlo(mythid) |
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ithi = mybxhi(mythid) |
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jmin = 1 |
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jmax = sny |
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imin = 1 |
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imax = snx |
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c-- initialise variables |
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call grdchk_init( mythid ) |
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c-- Compute the adjoint models' gradients. |
148 |
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c-- Compute the unperturbed cost function. |
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heimbach |
1.7 |
cph Gradient via adjoint has already been computed, |
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cph and so has unperturbed cost function, |
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cph assuming all xx_ fields are initialised to zero. |
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heimbach |
1.2 |
|
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heimbach |
1.9 |
ierr_grdchk = 0 |
154 |
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cphadmtlm( |
155 |
heimbach |
1.2 |
fcref = fc |
156 |
heimbach |
1.9 |
cphadmtlm fcref = objf_state_final(45,4,1,1) |
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cphadmtlm) |
158 |
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print *, 'ph-check fcref = ', fcref |
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heimbach |
1.2 |
|
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do bj = jtlo, jthi |
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do bi = itlo, ithi |
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do k = 1, nr |
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do j = jmin, jmax |
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do i = imin, imax |
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tmpplot1(i,j,k,bi,bj) = 0. _d 0 |
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tmpplot2(i,j,k,bi,bj) = 0. _d 0 |
168 |
heimbach |
1.6 |
tmpplot3(i,j,k,bi,bj) = 0. _d 0 |
169 |
heimbach |
1.2 |
end do |
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end do |
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end do |
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end do |
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end do |
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heimbach |
1.4 |
if ( useCentralDiff ) then |
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grdchk_epsfac = 2. _d 0 |
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else |
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grdchk_epsfac = 1. _d 0 |
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end if |
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heimbach |
1.7 |
print *, 'ph-grd 3 -------------------------------' |
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print ('(2a)'), |
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& ' ph-grd 3 proc # i j k fc ref', |
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& ' fc + eps fc - eps' |
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#ifdef ALLOW_TANGENTLINEAR_RUN |
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print ('(2a)'), |
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& ' ph-grd 3 proc # i j k tlm grad', |
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& ' fd grad 1 - fd/tlm' |
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#else |
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print ('(2a)'), |
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& ' ph-grd 3 proc # i j k adj grad', |
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& ' fd grad 1 - fd/adj' |
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#endif |
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heimbach |
1.2 |
c-- Compute the finite difference approximations. |
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c-- Cycle through all processes doing NINT(nend-nbeg+1)/nstep |
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c-- gradient checks. |
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heimbach |
1.7 |
do icomp = nbeg, nend, nstep |
200 |
heimbach |
1.2 |
|
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heimbach |
1.7 |
ichknum = (icomp - nbeg)/nstep + 1 |
202 |
heimbach |
1.2 |
|
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heimbach |
1.7 |
if (ichknum .le. maxgrdchecks ) then |
204 |
heimbach |
1.2 |
|
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heimbach |
1.7 |
c-- Determine the location of icomp on the grid. |
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if ( myProcId .EQ. grdchkwhichproc ) then |
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call grdchk_loc( icomp, ichknum, |
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heimbach |
1.8 |
& icvrec, itile, jtile, layer, obcspos, |
209 |
heimbach |
1.7 |
& itilepos, jtilepos, itest, ierr, |
210 |
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& mythid ) |
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endif |
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_BARRIER |
213 |
heimbach |
1.2 |
|
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heimbach |
1.6 |
c****************************************************** |
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c-- (A): get gradient component calculated via adjoint |
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c****************************************************** |
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heimbach |
1.7 |
|
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c-- get gradient component calculated via adjoint |
219 |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
220 |
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& ierr .EQ. 0 ) then |
221 |
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call grdchk_getadxx( icvrec, |
222 |
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& itile, jtile, layer, |
223 |
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& itilepos, jtilepos, |
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& adxxmemo, mythid ) |
225 |
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endif |
226 |
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_BARRIER |
227 |
heimbach |
1.4 |
|
228 |
heimbach |
1.6 |
#ifdef ALLOW_TANGENTLINEAR_RUN |
229 |
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c****************************************************** |
230 |
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c-- (B): Get gradient component g_fc from tangent linear run: |
231 |
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c****************************************************** |
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c-- |
233 |
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c-- 1. perturb control vector component: xx(i)=1. |
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heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc .AND. |
236 |
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& ierr .EQ. 0 ) then |
237 |
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localEps = 1. _d 0 |
238 |
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call grdchk_getxx( icvrec, TANGENT_SIMULATION, |
239 |
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& itile, jtile, layer, |
240 |
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& itilepos, jtilepos, |
241 |
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& xxmemo_ref, xxmemo_pert, localEps, |
242 |
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& mythid ) |
243 |
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endif |
244 |
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_BARRIER |
245 |
heimbach |
1.6 |
|
246 |
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c-- |
247 |
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c-- 2. perform tangent linear run |
248 |
heimbach |
1.7 |
mytime = starttime |
249 |
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myiter = niter0 |
250 |
heimbach |
1.9 |
cphadmtlm( |
251 |
heimbach |
1.7 |
g_fc = 0. |
252 |
heimbach |
1.9 |
cphadmtlm do j=1,sny |
253 |
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cphadmtlm do i=1,snx |
254 |
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cphadmtlm g_objf_state_final(i,j,1,1) = 0. |
255 |
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cphadmtlm enddo |
256 |
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cphadmtlm enddo |
257 |
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cphadmtlm) |
258 |
heimbach |
1.7 |
call g_the_main_loop( mytime, myiter, mythid ) |
259 |
heimbach |
1.9 |
cphadmtlm( |
260 |
heimbach |
1.7 |
ftlxxmemo = g_fc |
261 |
heimbach |
1.9 |
cphadmtlm ftlxxmemo = g_objf_state_final(45,4,1,1) |
262 |
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cphadmtlm) |
263 |
heimbach |
1.7 |
_BARRIER |
264 |
heimbach |
1.6 |
c-- |
265 |
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c-- 3. reset control vector |
266 |
heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc .AND. |
267 |
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& ierr .EQ. 0 ) then |
268 |
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call grdchk_setxx( icvrec, TANGENT_SIMULATION, |
269 |
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& itile, jtile, layer, |
270 |
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& itilepos, jtilepos, |
271 |
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& xxmemo_ref, mythid ) |
272 |
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endif |
273 |
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_BARRIER |
274 |
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275 |
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#endif /* ALLOW_TANGENTLINEAR_RUN */ |
276 |
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277 |
heimbach |
1.6 |
|
278 |
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c****************************************************** |
279 |
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c-- (C): Get gradient via finite difference perturbation |
280 |
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c****************************************************** |
281 |
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|
282 |
heimbach |
1.2 |
c-- get control vector component from file |
283 |
heimbach |
1.7 |
c-- perturb it and write back to file |
284 |
heimbach |
1.6 |
c-- positive perturbation |
285 |
heimbach |
1.7 |
localEps = abs(grdchk_eps) |
286 |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
287 |
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& ierr .EQ. 0 ) then |
288 |
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call grdchk_getxx( icvrec, FORWARD_SIMULATION, |
289 |
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& itile, jtile, layer, |
290 |
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& itilepos, jtilepos, |
291 |
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& xxmemo_ref, xxmemo_pert, localEps, |
292 |
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& mythid ) |
293 |
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endif |
294 |
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_BARRIER |
295 |
heimbach |
1.2 |
|
296 |
heimbach |
1.4 |
c-- forward run with perturbed control vector |
297 |
heimbach |
1.7 |
mytime = starttime |
298 |
|
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myiter = niter0 |
299 |
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call the_main_loop( mytime, myiter, mythid ) |
300 |
heimbach |
1.9 |
cphadmtlm( |
301 |
heimbach |
1.7 |
fcpertplus = fc |
302 |
heimbach |
1.9 |
cphadmtlm fcpertplus = objf_state_final(45,4,1,1) |
303 |
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cphadmtlm) |
304 |
heimbach |
1.7 |
_BARRIER |
305 |
heimbach |
1.4 |
|
306 |
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c-- Reset control vector. |
307 |
heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc .AND. |
308 |
|
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& ierr .EQ. 0 ) then |
309 |
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call grdchk_setxx( icvrec, FORWARD_SIMULATION, |
310 |
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& itile, jtile, layer, |
311 |
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& itilepos, jtilepos, |
312 |
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& xxmemo_ref, mythid ) |
313 |
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endif |
314 |
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_BARRIER |
315 |
heimbach |
1.2 |
|
316 |
heimbach |
1.7 |
fcpertminus = fcref |
317 |
heimbach |
1.4 |
|
318 |
heimbach |
1.7 |
if ( useCentralDiff ) then |
319 |
heimbach |
1.4 |
|
320 |
heimbach |
1.6 |
c-- get control vector component from file |
321 |
heimbach |
1.7 |
c-- perturb it and write back to file |
322 |
heimbach |
1.4 |
c-- repeat the proceedure for a negative perturbation |
323 |
heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc .AND. |
324 |
|
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& ierr .EQ. 0 ) then |
325 |
|
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localEps = - abs(grdchk_eps) |
326 |
|
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call grdchk_getxx( icvrec, FORWARD_SIMULATION, |
327 |
|
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& itile, jtile, layer, |
328 |
|
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& itilepos, jtilepos, |
329 |
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& xxmemo_ref, xxmemo_pert, localEps, |
330 |
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& mythid ) |
331 |
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endif |
332 |
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_BARRIER |
333 |
heimbach |
1.4 |
|
334 |
heimbach |
1.2 |
c-- forward run with perturbed control vector |
335 |
heimbach |
1.7 |
mytime = starttime |
336 |
|
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myiter = niter0 |
337 |
|
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call the_main_loop( mytime, myiter, mythid ) |
338 |
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_BARRIER |
339 |
|
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fcpertminus = fc |
340 |
heimbach |
1.2 |
|
341 |
heimbach |
1.4 |
c-- Reset control vector. |
342 |
heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc .AND. |
343 |
|
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& ierr .EQ. 0 ) then |
344 |
|
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call grdchk_setxx( icvrec, FORWARD_SIMULATION, |
345 |
|
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& itile, jtile, layer, |
346 |
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& itilepos, jtilepos, |
347 |
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& xxmemo_ref, mythid ) |
348 |
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endif |
349 |
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_BARRIER |
350 |
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|
351 |
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c-- end of if useCentralDiff ... |
352 |
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end if |
353 |
heimbach |
1.4 |
|
354 |
heimbach |
1.6 |
c****************************************************** |
355 |
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c-- (D): calculate relative differences between gradients |
356 |
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c****************************************************** |
357 |
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|
358 |
heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc .AND. |
359 |
|
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& ierr .EQ. 0 ) then |
360 |
heimbach |
1.2 |
|
361 |
heimbach |
1.7 |
if ( grdchk_eps .eq. 0. ) then |
362 |
|
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gfd = (fcpertplus-fcpertminus) |
363 |
|
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else |
364 |
|
|
gfd = (fcpertplus-fcpertminus) |
365 |
|
|
& /(grdchk_epsfac*grdchk_eps) |
366 |
|
|
endif |
367 |
heimbach |
1.2 |
|
368 |
heimbach |
1.7 |
if ( adxxmemo .eq. 0. ) then |
369 |
|
|
ratio_ad = abs( adxxmemo - gfd ) |
370 |
|
|
else |
371 |
|
|
ratio_ad = 1. - gfd/adxxmemo |
372 |
|
|
endif |
373 |
|
|
|
374 |
|
|
if ( ftlxxmemo .eq. 0. ) then |
375 |
|
|
ratio_ftl = abs( ftlxxmemo - gfd ) |
376 |
heimbach |
1.2 |
else |
377 |
heimbach |
1.7 |
ratio_ftl = 1. - gfd/ftlxxmemo |
378 |
heimbach |
1.2 |
endif |
379 |
heimbach |
1.7 |
|
380 |
|
|
tmpplot1(itilepos,jtilepos,layer,itile,jtile) |
381 |
|
|
& = gfd |
382 |
|
|
tmpplot2(itilepos,jtilepos,layer,itile,jtile) |
383 |
|
|
& = ratio_ad |
384 |
|
|
tmpplot3(itilepos,jtilepos,layer,itile,jtile) |
385 |
|
|
& = ratio_ftl |
386 |
|
|
|
387 |
|
|
fcrmem ( ichknum ) = fcref |
388 |
|
|
fcppmem ( ichknum ) = fcpertplus |
389 |
|
|
fcpmmem ( ichknum ) = fcpertminus |
390 |
|
|
xxmemref ( ichknum ) = xxmemo_ref |
391 |
|
|
xxmempert ( ichknum ) = xxmemo_pert |
392 |
|
|
gfdmem ( ichknum ) = gfd |
393 |
|
|
adxxmem ( ichknum ) = adxxmemo |
394 |
|
|
ftlxxmem ( ichknum ) = ftlxxmemo |
395 |
|
|
ratioadmem ( ichknum ) = ratio_ad |
396 |
|
|
ratioftlmem ( ichknum ) = ratio_ftl |
397 |
|
|
|
398 |
|
|
irecmem ( ichknum ) = icvrec |
399 |
|
|
bimem ( ichknum ) = itile |
400 |
|
|
bjmem ( ichknum ) = jtile |
401 |
|
|
ilocmem ( ichknum ) = itilepos |
402 |
|
|
jlocmem ( ichknum ) = jtilepos |
403 |
|
|
klocmem ( ichknum ) = layer |
404 |
heimbach |
1.8 |
iobcsmem ( ichknum ) = obcspos |
405 |
heimbach |
1.7 |
icompmem ( ichknum ) = icomp |
406 |
|
|
ichkmem ( ichknum ) = ichknum |
407 |
|
|
itestmem ( ichknum ) = itest |
408 |
|
|
ierrmem ( ichknum ) = ierr |
409 |
|
|
|
410 |
|
|
print *, 'ph-grd 3 -------------------------------' |
411 |
|
|
print '(a,5I5,2x,3(1x,E15.9))', ' ph-grd 3 ', |
412 |
|
|
& myprocid,ichknum,itilepos,jtilepos,layer, |
413 |
|
|
& fcref, fcpertplus, fcpertminus |
414 |
|
|
#ifdef ALLOW_TANGENTLINEAR_RUN |
415 |
|
|
print '(a,5I5,2x,3(1x,E15.9))', ' ph-grd 3 ', |
416 |
|
|
& myprocid,ichknum,ichkmem(ichknum), |
417 |
|
|
& icompmem(ichknum),itestmem(ichknum), |
418 |
|
|
& ftlxxmemo, gfd, ratio_ftl |
419 |
|
|
#else |
420 |
|
|
print '(a,5I5,2x,3(1x,E15.9))', ' ph-grd 3 ', |
421 |
|
|
& myprocid,ichknum,ichkmem(ichknum), |
422 |
|
|
& icompmem(ichknum),itestmem(ichknum), |
423 |
|
|
& adxxmemo, gfd, ratio_ad |
424 |
|
|
#endif |
425 |
|
|
|
426 |
|
|
endif |
427 |
|
|
|
428 |
|
|
print *, 'ph-grd ierr ---------------------------' |
429 |
|
|
print *, 'ph-grd ierr = ', ierr, ', icomp = ', icomp, |
430 |
|
|
& ', ichknum = ', ichknum |
431 |
|
|
|
432 |
|
|
_BARRIER |
433 |
|
|
|
434 |
|
|
c-- else of if ( ichknum ... |
435 |
|
|
else |
436 |
|
|
ierr_grdchk = -1 |
437 |
|
|
|
438 |
|
|
c-- end of if ( ichknum ... |
439 |
heimbach |
1.2 |
endif |
440 |
|
|
|
441 |
heimbach |
1.7 |
c-- end of do icomp = ... |
442 |
|
|
enddo |
443 |
heimbach |
1.2 |
|
444 |
heimbach |
1.7 |
if ( myProcId .EQ. grdchkwhichproc ) then |
445 |
|
|
CALL WRITE_REC_XYZ_RL( |
446 |
|
|
& 'grd_findiff' , tmpplot1, 1, 0, myThid) |
447 |
|
|
CALL WRITE_REC_XYZ_RL( |
448 |
|
|
& 'grd_ratio_ad' , tmpplot2, 1, 0, myThid) |
449 |
|
|
CALL WRITE_REC_XYZ_RL( |
450 |
|
|
& 'grd_ratio_ftl' , tmpplot3, 1, 0, myThid) |
451 |
|
|
endif |
452 |
heimbach |
1.2 |
|
453 |
heimbach |
1.7 |
c-- Everyone has to wait for the component to be reset. |
454 |
|
|
_BARRIER |
455 |
heimbach |
1.2 |
|
456 |
|
|
c-- Print the results of the gradient check. |
457 |
|
|
call grdchk_print( ichknum, ierr_grdchk, mythid ) |
458 |
|
|
|
459 |
|
|
#endif /* ALLOW_GRADIENT_CHECK */ |
460 |
|
|
|
461 |
|
|
end |