xref: /petsc/src/snes/tutorials/ex21.c (revision c8025a5415d73fd1c6005393f2b0e60677bf5915)

static const char help[] = "Solves PDE optimization problem using full-space method, treats state and adjoint variables separately.\n\n";

#include <petscdm.h>
#include <petscdmda.h>
#include <petscdmredundant.h>
#include <petscdmcomposite.h>
#include <petscpf.h>
#include <petscsnes.h>

/*

       w - design variables (what we change to get an optimal solution)
       u - state variables (i.e. the PDE solution)
       lambda - the Lagrange multipliers

            U = (w u lambda)

       fu, fw, flambda contain the gradient of L(w,u,lambda)

            FU = (fw fu flambda)

       In this example the PDE is
                             Uxx = 2,
                            u(0) = w(0), thus this is the free parameter
                            u(1) = 0
       the function we wish to minimize is
                            \integral u^{2}

       The exact solution for u is given by u(x) = x*x - 1.25*x + .25

       Use the usual centered finite differences.

       Note we treat the problem as non-linear though it happens to be linear

       See ex22.c for the same code, but that interlaces the u and the lambda

*/

typedef struct {
  DM          red1, da1, da2;
  DM          packer;
  PetscViewer u_viewer, lambda_viewer;
  PetscViewer fu_viewer, flambda_viewer;
} UserCtx;

extern PetscErrorCode FormFunction(SNES, Vec, Vec, void *);
extern PetscErrorCode Monitor(SNES, PetscInt, PetscReal, void *);

int main(int argc, char **argv)
{
  PetscInt its;
  Vec      U, FU;
  SNES     snes;
  UserCtx  user;

  PetscFunctionBeginUser;
  PetscCall(PetscInitialize(&argc, &argv, NULL, help));

  /* Create a global vector that includes a single redundant array and two da arrays */
  PetscCall(DMCompositeCreate(PETSC_COMM_WORLD, &user.packer));
  PetscCall(DMRedundantCreate(PETSC_COMM_WORLD, 0, 1, &user.red1));
  PetscCall(DMCompositeAddDM(user.packer, user.red1));
  PetscCall(DMDACreate1d(PETSC_COMM_WORLD, DM_BOUNDARY_NONE, 5, 1, 1, NULL, &user.da1));
  PetscCall(DMSetFromOptions(user.da1));
  PetscCall(DMSetUp(user.da1));
  PetscCall(DMCompositeAddDM(user.packer, user.da1));
  PetscCall(DMDACreate1d(PETSC_COMM_WORLD, DM_BOUNDARY_NONE, 5, 1, 1, NULL, &user.da2));
  PetscCall(DMSetFromOptions(user.da2));
  PetscCall(DMSetUp(user.da2));
  PetscCall(DMDASetFieldName(user.da1, 0, "u"));
  PetscCall(DMDASetFieldName(user.da2, 0, "lambda"));
  PetscCall(DMCompositeAddDM(user.packer, user.da2));
  PetscCall(DMCreateGlobalVector(user.packer, &U));
  PetscCall(VecDuplicate(U, &FU));

  /* create graphics windows */
  PetscCall(PetscViewerDrawOpen(PETSC_COMM_WORLD, 0, "u - state variables", -1, -1, -1, -1, &user.u_viewer));
  PetscCall(PetscViewerDrawOpen(PETSC_COMM_WORLD, 0, "lambda - Lagrange multipliers", -1, -1, -1, -1, &user.lambda_viewer));
  PetscCall(PetscViewerDrawOpen(PETSC_COMM_WORLD, 0, "fu - derivative w.r.t. state variables", -1, -1, -1, -1, &user.fu_viewer));
  PetscCall(PetscViewerDrawOpen(PETSC_COMM_WORLD, 0, "flambda - derivative w.r.t. Lagrange multipliers", -1, -1, -1, -1, &user.flambda_viewer));

  /* create nonlinear solver */
  PetscCall(SNESCreate(PETSC_COMM_WORLD, &snes));
  PetscCall(SNESSetFunction(snes, FU, FormFunction, &user));
  PetscCall(SNESSetFromOptions(snes));
  PetscCall(SNESMonitorSet(snes, Monitor, &user, 0));
  PetscCall(SNESSolve(snes, NULL, U));
  PetscCall(SNESGetIterationNumber(snes, &its));
  PetscCall(SNESDestroy(&snes));

  PetscCall(DMDestroy(&user.red1));
  PetscCall(DMDestroy(&user.da1));
  PetscCall(DMDestroy(&user.da2));
  PetscCall(DMDestroy(&user.packer));
  PetscCall(VecDestroy(&U));
  PetscCall(VecDestroy(&FU));
  PetscCall(PetscViewerDestroy(&user.u_viewer));
  PetscCall(PetscViewerDestroy(&user.lambda_viewer));
  PetscCall(PetscViewerDestroy(&user.fu_viewer));
  PetscCall(PetscViewerDestroy(&user.flambda_viewer));
  PetscCall(PetscFinalize());
  return 0;
}

/*
      Evaluates FU = Gradient(L(w,u,lambda))

*/
PetscErrorCode FormFunction(SNES snes, Vec U, Vec FU, void *dummy)
{
  UserCtx     *user = (UserCtx *)dummy;
  PetscInt     xs, xm, i, N;
  PetscScalar *u, *lambda, *w, *fu, *fw, *flambda, d, h;
  Vec          vw, vu, vlambda, vfw, vfu, vflambda;

  PetscFunctionBeginUser;
  PetscCall(DMCompositeGetLocalVectors(user->packer, &vw, &vu, &vlambda));
  PetscCall(DMCompositeGetLocalVectors(user->packer, &vfw, &vfu, &vflambda));
  PetscCall(DMCompositeScatter(user->packer, U, vw, vu, vlambda));

  PetscCall(DMDAGetCorners(user->da1, &xs, NULL, NULL, &xm, NULL, NULL));
  PetscCall(DMDAGetInfo(user->da1, 0, &N, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0));
  PetscCall(VecGetArray(vw, &w));
  PetscCall(VecGetArray(vfw, &fw));
  PetscCall(DMDAVecGetArray(user->da1, vu, &u));
  PetscCall(DMDAVecGetArray(user->da1, vfu, &fu));
  PetscCall(DMDAVecGetArray(user->da1, vlambda, &lambda));
  PetscCall(DMDAVecGetArray(user->da1, vflambda, &flambda));
  d = (N - 1.0);
  h = 1.0 / d;

  /* derivative of L() w.r.t. w */
  if (xs == 0) { /* only first processor computes this */
    fw[0] = -2. * d * lambda[0];
  }

  /* derivative of L() w.r.t. u */
  for (i = xs; i < xs + xm; i++) {
    if (i == 0) flambda[0] = h * u[0] + 2. * d * lambda[0] - d * lambda[1];
    else if (i == 1) flambda[1] = 2. * h * u[1] + 2. * d * lambda[1] - d * lambda[2];
    else if (i == N - 1) flambda[N - 1] = h * u[N - 1] + 2. * d * lambda[N - 1] - d * lambda[N - 2];
    else if (i == N - 2) flambda[N - 2] = 2. * h * u[N - 2] + 2. * d * lambda[N - 2] - d * lambda[N - 3];
    else flambda[i] = 2. * h * u[i] - d * (lambda[i + 1] - 2.0 * lambda[i] + lambda[i - 1]);
  }

  /* derivative of L() w.r.t. lambda */
  for (i = xs; i < xs + xm; i++) {
    if (i == 0) fu[0] = 2.0 * d * (u[0] - w[0]);
    else if (i == N - 1) fu[N - 1] = 2.0 * d * u[N - 1];
    else fu[i] = -(d * (u[i + 1] - 2.0 * u[i] + u[i - 1]) - 2.0 * h);
  }

  PetscCall(VecRestoreArray(vw, &w));
  PetscCall(VecRestoreArray(vfw, &fw));
  PetscCall(DMDAVecRestoreArray(user->da1, vu, &u));
  PetscCall(DMDAVecRestoreArray(user->da1, vfu, &fu));
  PetscCall(DMDAVecRestoreArray(user->da1, vlambda, &lambda));
  PetscCall(DMDAVecRestoreArray(user->da1, vflambda, &flambda));

  PetscCall(DMCompositeGather(user->packer, INSERT_VALUES, FU, vfw, vfu, vflambda));
  PetscCall(DMCompositeRestoreLocalVectors(user->packer, &vw, &vu, &vlambda));
  PetscCall(DMCompositeRestoreLocalVectors(user->packer, &vfw, &vfu, &vflambda));
  PetscFunctionReturn(PETSC_SUCCESS);
}

PetscErrorCode Monitor(SNES snes, PetscInt its, PetscReal rnorm, void *dummy)
{
  UserCtx *user = (UserCtx *)dummy;
  Vec      w, u, lambda, U, F;

  PetscFunctionBeginUser;
  PetscCall(SNESGetSolution(snes, &U));
  PetscCall(DMCompositeGetAccess(user->packer, U, &w, &u, &lambda));
  PetscCall(VecView(u, user->u_viewer));
  PetscCall(VecView(lambda, user->lambda_viewer));
  PetscCall(DMCompositeRestoreAccess(user->packer, U, &w, &u, &lambda));

  PetscCall(SNESGetFunction(snes, &F, 0, 0));
  PetscCall(DMCompositeGetAccess(user->packer, F, &w, &u, &lambda));
  PetscCall(VecView(u, user->fu_viewer));
  PetscCall(VecView(lambda, user->flambda_viewer));
  PetscCall(DMCompositeRestoreAccess(user->packer, F, &w, &u, &lambda));
  PetscFunctionReturn(PETSC_SUCCESS);
}

/*TEST

   test:
      nsize: 4
      args: -snes_linesearch_monitor -snes_mf -pc_type none -snes_monitor_short -nox -ksp_monitor_short -snes_converged_reason
      requires: !single

TEST*/