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C $Header: /u/gcmpack/MITgcm_contrib/heimbach/OpenAD/code_common/grdchk_main.F,v 1.2 2011/09/26 20:22:18 utke Exp $ |
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C $Name: $ |
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|
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#include "AD_CONFIG.h" |
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#include "CPP_OPTIONS.h" |
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|
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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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|
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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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|
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C !DESCRIPTION: \bv |
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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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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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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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c |
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c ================================================================== |
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c SUBROUTINE grdchk_main |
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c ================================================================== |
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C \ev |
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|
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C !USES: |
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implicit none |
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|
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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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#include "ctrl.h" |
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#ifdef ALLOW_TANGENTLINEAR_RUN |
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#include "g_cost.h" |
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#endif |
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|
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C !INPUT/OUTPUT PARAMETERS: |
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c == routine arguments == |
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integer mythid |
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|
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#ifdef ALLOW_GRDCHK |
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C !LOCAL VARIABLES: |
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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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|
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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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integer obcspos |
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integer itilepos |
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integer jtilepos |
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integer icglo |
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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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_RL fcpertplus, fcpertminus |
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_RL ratio_ad |
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_RL ratio_ftl |
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_RL xxmemo_ref |
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_RL xxmemo_pert |
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_RL adxxmemo |
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_RL ftlxxmemo |
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_RL localEps |
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_RL grdchk_epsfac |
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|
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_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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|
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CHARACTER*(MAX_LEN_MBUF) msgBuf |
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|
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c == end of interface == |
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CEOP |
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|
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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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|
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print *, 'ph-check entering grdchk_main ' |
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|
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c-- initialise variables |
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call grdchk_init( mythid ) |
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|
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c-- Compute the adjoint model gradients. |
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c-- Compute the unperturbed cost function. |
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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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|
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ierr = 0 |
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ierr_grdchk = 0 |
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adxxmemo = 0. |
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ftlxxmemo = 0. |
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#ifdef ALLOW_ADMTLM |
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fcref = objf_state_final(idep,jdep,1,1,1) |
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#else |
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fcref = fc%v |
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#endif |
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|
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print *, 'ph-check fcref = ', fcref |
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|
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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 |
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tmpplot3(i,j,k,bi,bj) = 0. _d 0 |
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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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end do |
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|
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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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|
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WRITE(standardmessageunit,'(A)') |
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& 'grad-res -------------------------------' |
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WRITE(standardmessageunit,'(2a)') |
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& ' grad-res proc # i j k bi bj iobc', |
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& ' fc ref fc + eps fc - eps' |
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#ifdef ALLOW_TANGENTLINEAR_RUN |
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WRITE(standardmessageunit,'(2a)') |
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& ' grad-res proc # i j k bi bj iobc', |
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& ' tlm grad fd grad 1 - fd/tlm' |
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#else |
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WRITE(standardmessageunit,'(2a)') |
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& ' grad-res proc # i j k bi bj iobc', |
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& ' adj grad fd grad 1 - fd/adj' |
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#endif |
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|
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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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|
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if ( nbeg .EQ. 0 ) |
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& call grdchk_get_position( mythid ) |
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|
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do icomp = nbeg, nend, nstep |
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|
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ichknum = (icomp - nbeg)/nstep + 1 |
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adxxmemo = 0. |
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|
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cph( |
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cph-print print *, 'ph-grd _main: nbeg, icomp, ichknum ', |
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cph-print & nbeg, icomp, ichknum |
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cph) |
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if (ichknum .le. maxgrdchecks ) then |
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|
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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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& icvrec, itile, jtile, layer, obcspos, |
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& itilepos, jtilepos, icglo, itest, ierr, |
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& mythid ) |
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cph( |
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cph-print print *, 'ph-grd ----- back from loc -----', |
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cph-print & icvrec, itilepos, jtilepos, layer, obcspos |
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cph) |
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endif |
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_BARRIER |
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|
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c****************************************************** |
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c-- (A): get gradient component calculated via adjoint |
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c****************************************************** |
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|
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c-- get gradient component calculated via adjoint |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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call grdchk_getadxx( icvrec, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& adxxmemo, mythid ) |
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endif |
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C-- Add a global-sum call so that all proc will get the adjoint gradient |
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_GLOBAL_SUM_RL( adxxmemo, myThid ) |
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c _BARRIER |
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|
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#ifdef ALLOW_TANGENTLINEAR_RUN |
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c****************************************************** |
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c-- (B): Get gradient component g_fc from tangent linear run: |
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c****************************************************** |
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c-- |
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c-- 1. perturb control vector component: xx(i)=1. |
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|
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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localEps = 1. _d 0 |
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call grdchk_getxx( icvrec, TANGENT_SIMULATION, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& xxmemo_ref, xxmemo_pert, localEps, |
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& mythid ) |
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endif |
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_BARRIER |
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|
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c-- |
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c-- 2. perform tangent linear run |
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mytime = starttime |
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myiter = niter0 |
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#ifdef ALLOW_ADMTLM |
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do k=1,4*Nr+1 |
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do j=1,sny |
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do i=1,snx |
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g_objf_state_final(i,j,1,1,k) = 0. |
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enddo |
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enddo |
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enddo |
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#else |
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g_fc = 0. |
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#endif |
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|
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call g_the_main_loop( mytime, myiter, mythid ) |
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_BARRIER |
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#ifdef ALLOW_ADMTLM |
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ftlxxmemo = g_objf_state_final(idep,jdep,1,1,1) |
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#else |
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ftlxxmemo = g_fc |
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#endif |
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|
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c-- |
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c-- 3. reset control vector |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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call grdchk_setxx( icvrec, TANGENT_SIMULATION, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& xxmemo_ref, mythid ) |
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endif |
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_BARRIER |
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|
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#endif /* ALLOW_TANGENTLINEAR_RUN */ |
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|
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|
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c****************************************************** |
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c-- (C): Get gradient via finite difference perturbation |
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c****************************************************** |
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|
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c-- get control vector component from file |
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c-- perturb it and write back to file |
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c-- positive perturbation |
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localEps = abs(grdchk_eps) |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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call grdchk_getxx( icvrec, FORWARD_SIMULATION, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& xxmemo_ref, xxmemo_pert, localEps, |
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& mythid ) |
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endif |
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_BARRIER |
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|
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c-- forward run with perturbed control vector |
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mytime = starttime |
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myiter = niter0 |
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call OpenAD_the_main_loop( mytime, myiter, mythid ) |
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#ifdef ALLOW_ADMTLM |
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fcpertplus = objf_state_final(idep,jdep,1,1,1) |
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#else |
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fcpertplus = fc%v |
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#endif |
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print *, 'ph-check fcpertplus = ', fcpertplus |
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_BARRIER |
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|
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c-- Reset control vector. |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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call grdchk_setxx( icvrec, FORWARD_SIMULATION, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& xxmemo_ref, mythid ) |
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endif |
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_BARRIER |
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|
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fcpertminus = fcref |
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print *, 'ph-check fcpertminus = ', fcpertminus |
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|
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if ( useCentralDiff ) then |
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|
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c-- get control vector component from file |
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c-- perturb it and write back to file |
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c-- repeat the proceedure for a negative perturbation |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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localEps = - abs(grdchk_eps) |
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call grdchk_getxx( icvrec, FORWARD_SIMULATION, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& xxmemo_ref, xxmemo_pert, localEps, |
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& mythid ) |
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endif |
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_BARRIER |
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|
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c-- forward run with perturbed control vector |
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mytime = starttime |
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myiter = niter0 |
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call OpenAD_the_main_loop( mytime, myiter, mythid ) |
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_BARRIER |
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#ifdef ALLOW_ADMTLM |
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fcpertminus = objf_state_final(idep,jdep,1,1,1) |
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#else |
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fcpertminus = fc%v |
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#endif |
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|
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c-- Reset control vector. |
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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call grdchk_setxx( icvrec, FORWARD_SIMULATION, |
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& itile, jtile, layer, |
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& itilepos, jtilepos, |
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& xxmemo_ref, mythid ) |
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endif |
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_BARRIER |
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|
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c-- end of if useCentralDiff ... |
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end if |
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|
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c****************************************************** |
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c-- (D): calculate relative differences between gradients |
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c****************************************************** |
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|
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if ( grdchk_eps .eq. 0. ) then |
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gfd = (fcpertplus-fcpertminus) |
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else |
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gfd = (fcpertplus-fcpertminus) |
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& /(grdchk_epsfac*grdchk_eps) |
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endif |
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|
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if ( adxxmemo .eq. 0. ) then |
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ratio_ad = abs( adxxmemo - gfd ) |
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else |
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ratio_ad = 1. - gfd/adxxmemo |
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endif |
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|
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if ( ftlxxmemo .eq. 0. ) then |
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ratio_ftl = abs( ftlxxmemo - gfd ) |
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else |
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ratio_ftl = 1. - gfd/ftlxxmemo |
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endif |
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|
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if ( myProcId .EQ. grdchkwhichproc .AND. |
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& ierr .EQ. 0 ) then |
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|
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tmpplot1(itilepos,jtilepos,layer,itile,jtile) |
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& = gfd |
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tmpplot2(itilepos,jtilepos,layer,itile,jtile) |
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& = ratio_ad |
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tmpplot3(itilepos,jtilepos,layer,itile,jtile) |
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& = ratio_ftl |
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|
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fcrmem ( ichknum ) = fcref |
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fcppmem ( ichknum ) = fcpertplus |
| 427 |
fcpmmem ( ichknum ) = fcpertminus |
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xxmemref ( ichknum ) = xxmemo_ref |
| 429 |
xxmempert ( ichknum ) = xxmemo_pert |
| 430 |
gfdmem ( ichknum ) = gfd |
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adxxmem ( ichknum ) = adxxmemo |
| 432 |
ftlxxmem ( ichknum ) = ftlxxmemo |
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ratioadmem ( ichknum ) = ratio_ad |
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ratioftlmem ( ichknum ) = ratio_ftl |
| 435 |
|
| 436 |
irecmem ( ichknum ) = icvrec |
| 437 |
bimem ( ichknum ) = itile |
| 438 |
bjmem ( ichknum ) = jtile |
| 439 |
ilocmem ( ichknum ) = itilepos |
| 440 |
jlocmem ( ichknum ) = jtilepos |
| 441 |
klocmem ( ichknum ) = layer |
| 442 |
iobcsmem ( ichknum ) = obcspos |
| 443 |
icompmem ( ichknum ) = icomp |
| 444 |
ichkmem ( ichknum ) = ichknum |
| 445 |
itestmem ( ichknum ) = itest |
| 446 |
ierrmem ( ichknum ) = ierr |
| 447 |
icglomem ( ichknum ) = icglo |
| 448 |
|
| 449 |
WRITE(standardmessageunit,'(A)') |
| 450 |
& 'grad-res -------------------------------' |
| 451 |
WRITE(standardmessageunit,'(A,8I5,1x,1P3E19.11)') |
| 452 |
& ' grad-res ',myprocid,ichknum,itilepos,jtilepos, |
| 453 |
& layer,itile,jtile,obcspos, |
| 454 |
& fcref, fcpertplus, fcpertminus |
| 455 |
#ifdef ALLOW_TANGENTLINEAR_RUN |
| 456 |
WRITE(standardmessageunit,'(A,8I5,1x,1P3E19.11)') |
| 457 |
& ' grad-res ',myprocid,ichknum,ichkmem(ichknum), |
| 458 |
& icompmem(ichknum),itestmem(ichknum), |
| 459 |
& bimem(ichknum),bjmem(ichknum),iobcsmem(ichknum), |
| 460 |
& ftlxxmemo, gfd, ratio_ftl |
| 461 |
#else |
| 462 |
WRITE(standardmessageunit,'(A,8I5,1x,1P3E19.11)') |
| 463 |
& ' grad-res ',myprocid,ichknum,ichkmem(ichknum), |
| 464 |
& icompmem(ichknum),itestmem(ichknum), |
| 465 |
& bimem(ichknum),bjmem(ichknum),obcspos, |
| 466 |
& adxxmemo, gfd, ratio_ad |
| 467 |
#endif |
| 468 |
endif |
| 469 |
#ifdef ALLOW_TANGENTLINEAR_RUN |
| 470 |
WRITE(msgBuf,'(A34,1PE24.14)') |
| 471 |
& ' TLM precision_derivative_cost =', fcref |
| 472 |
CALL PRINT_MESSAGE |
| 473 |
& (msgBuf,standardMessageUnit,SQUEEZE_RIGHT,myThid) |
| 474 |
WRITE(msgBuf,'(A34,1PE24.14)') |
| 475 |
& ' TLM precision_derivative_grad =', ftlxxmemo |
| 476 |
CALL PRINT_MESSAGE |
| 477 |
& (msgBuf,standardMessageUnit,SQUEEZE_RIGHT,myThid) |
| 478 |
#else |
| 479 |
WRITE(msgBuf,'(A30,1PE22.14)') |
| 480 |
& ' ADM ref_cost_function =', fcref |
| 481 |
CALL PRINT_MESSAGE( msgBuf, standardMessageUnit, |
| 482 |
& SQUEEZE_RIGHT, myThid ) |
| 483 |
WRITE(msgBuf,'(A30,1PE22.14)') |
| 484 |
& ' ADM adjoint_gradient =', adxxmemo |
| 485 |
CALL PRINT_MESSAGE( msgBuf, standardMessageUnit, |
| 486 |
& SQUEEZE_RIGHT, myThid ) |
| 487 |
WRITE(msgBuf,'(A30,1PE22.14)') |
| 488 |
& ' ADM finite-diff_grad =', gfd |
| 489 |
CALL PRINT_MESSAGE( msgBuf, standardMessageUnit, |
| 490 |
& SQUEEZE_RIGHT, myThid ) |
| 491 |
#endif |
| 492 |
|
| 493 |
print *, 'ph-grd ierr ---------------------------' |
| 494 |
print *, 'ph-grd ierr = ', ierr, ', icomp = ', icomp, |
| 495 |
& ', ichknum = ', ichknum |
| 496 |
|
| 497 |
_BARRIER |
| 498 |
|
| 499 |
c-- else of if ( ichknum ... |
| 500 |
else |
| 501 |
ierr_grdchk = -1 |
| 502 |
|
| 503 |
c-- end of if ( ichknum ... |
| 504 |
endif |
| 505 |
|
| 506 |
c-- end of do icomp = ... |
| 507 |
enddo |
| 508 |
|
| 509 |
if ( myProcId .EQ. grdchkwhichproc ) then |
| 510 |
CALL WRITE_REC_XYZ_RL( |
| 511 |
& 'grd_findiff' , tmpplot1, 1, 0, myThid) |
| 512 |
CALL WRITE_REC_XYZ_RL( |
| 513 |
& 'grd_ratio_ad' , tmpplot2, 1, 0, myThid) |
| 514 |
CALL WRITE_REC_XYZ_RL( |
| 515 |
& 'grd_ratio_ftl' , tmpplot3, 1, 0, myThid) |
| 516 |
endif |
| 517 |
|
| 518 |
c-- Everyone has to wait for the component to be reset. |
| 519 |
_BARRIER |
| 520 |
|
| 521 |
c-- Print the results of the gradient check. |
| 522 |
call grdchk_print( ichknum, ierr_grdchk, mythid ) |
| 523 |
|
| 524 |
#endif /* ALLOW_GRDCHK */ |
| 525 |
|
| 526 |
return |
| 527 |
end |
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