1e0ed867bSAlp Dener #include <../src/tao/bound/impls/bqnk/bqnk.h> 2e0ed867bSAlp Dener #include <petscksp.h> 3e0ed867bSAlp Dener 4e0ed867bSAlp Dener /* Routine for computing the approximate quasi-Newton Hessian */ 5e0ed867bSAlp Dener 6e0ed867bSAlp Dener static PetscErrorCode TaoBQNKComputeHessian(Tao tao) 7e0ed867bSAlp Dener { 8e0ed867bSAlp Dener TAO_BNK *bnk = (TAO_BNK *)tao->data; 9e0ed867bSAlp Dener TAO_BQNK *bqnk = (TAO_BQNK*)bnk->ctx; 10e0ed867bSAlp Dener PetscErrorCode ierr; 11e0ed867bSAlp Dener 12e0ed867bSAlp Dener PetscFunctionBegin; 13e0ed867bSAlp Dener /* Alias the LMVM matrix into the TAO hessian */ 14e0ed867bSAlp Dener if (tao->hessian) { 15e0ed867bSAlp Dener ierr = MatDestroy(&tao->hessian);CHKERRQ(ierr); 16e0ed867bSAlp Dener } 17e0ed867bSAlp Dener if (tao->hessian_pre) { 18e0ed867bSAlp Dener ierr = MatDestroy(&tao->hessian_pre);CHKERRQ(ierr); 19e0ed867bSAlp Dener } 20e0ed867bSAlp Dener ierr = PetscObjectReference((PetscObject)bqnk->B);CHKERRQ(ierr); 21e0ed867bSAlp Dener tao->hessian = bqnk->B; 22e0ed867bSAlp Dener ierr = PetscObjectReference((PetscObject)bqnk->B);CHKERRQ(ierr); 23e0ed867bSAlp Dener tao->hessian_pre = bqnk->B; 24e0ed867bSAlp Dener /* Update the Hessian with the latest solution */ 25e0ed867bSAlp Dener ierr = MatLMVMUpdate(tao->hessian, tao->solution, bnk->unprojected_gradient);CHKERRQ(ierr); 26e0ed867bSAlp Dener ierr = MatLMVMResetShift(tao->hessian);CHKERRQ(ierr); 27e0ed867bSAlp Dener /* Prepare the reduced sub-matrices for the inactive set */ 28e0ed867bSAlp Dener if (bnk->active_idx) { 29e0ed867bSAlp Dener ierr = MatDestroy(&bnk->H_inactive);CHKERRQ(ierr); 30e0ed867bSAlp Dener ierr = MatCreateSubMatrixVirtual(tao->hessian, bnk->inactive_idx, bnk->inactive_idx, &bnk->H_inactive);CHKERRQ(ierr); 31e0ed867bSAlp Dener } else { 32e0ed867bSAlp Dener ierr = MatDestroy(&bnk->H_inactive);CHKERRQ(ierr); 33e0ed867bSAlp Dener ierr = PetscObjectReference((PetscObject)tao->hessian);CHKERRQ(ierr); 34e0ed867bSAlp Dener bnk->H_inactive = tao->hessian; 35e0ed867bSAlp Dener } 36e0ed867bSAlp Dener bnk->Hpre_inactive = bnk->H_inactive; 37e0ed867bSAlp Dener PetscFunctionReturn(0); 38e0ed867bSAlp Dener } 39e0ed867bSAlp Dener 40e0ed867bSAlp Dener static PetscErrorCode TaoBQNKComputeStep(Tao tao, PetscBool shift, KSPConvergedReason *ksp_reason) 41e0ed867bSAlp Dener { 42e0ed867bSAlp Dener TAO_BNK *bnk = (TAO_BNK *)tao->data; 43e0ed867bSAlp Dener TAO_BQNK *bqnk = (TAO_BQNK*)bnk->ctx; 44e0ed867bSAlp Dener PetscErrorCode ierr; 45e0ed867bSAlp Dener 46e0ed867bSAlp Dener PetscFunctionBegin; 47e0ed867bSAlp Dener ierr = TaoBNKComputeStep(tao, shift, ksp_reason);CHKERRQ(ierr); 48e0ed867bSAlp Dener if (*ksp_reason < 0) { 49e0ed867bSAlp Dener /* Krylov solver failed to converge so reset the LMVM matrix */ 50e0ed867bSAlp Dener ierr = MatLMVMReset(bqnk->B, PETSC_FALSE);CHKERRQ(ierr); 51e0ed867bSAlp Dener } 52e0ed867bSAlp Dener PetscFunctionReturn(0); 53e0ed867bSAlp Dener } 54e0ed867bSAlp Dener 55e0ed867bSAlp Dener static PetscErrorCode TaoSetFromOptions_BQNK(PetscOptionItems *PetscOptionsObject, Tao tao) 56e0ed867bSAlp Dener { 57e0ed867bSAlp Dener TAO_BNK *bnk = (TAO_BNK*)tao->data; 58e0ed867bSAlp Dener TAO_BQNK *bqnk = (TAO_BQNK*)bnk->ctx; 59e0ed867bSAlp Dener PetscErrorCode ierr; 60e0ed867bSAlp Dener PC pc; 61e0ed867bSAlp Dener PetscBool is_lmvm, is_sym; 62e0ed867bSAlp Dener 63e0ed867bSAlp Dener PetscFunctionBegin; 64e0ed867bSAlp Dener ierr = TaoSetFromOptions_BNK(PetscOptionsObject, tao);CHKERRQ(ierr); 65e0ed867bSAlp Dener /* Make sure the interpolation method is disabled for trust region initialization */ 66e0ed867bSAlp Dener if (bnk->init_type == BNK_INIT_INTERPOLATION) bnk->init_type = BNK_INIT_DIRECTION; 67e0ed867bSAlp Dener /* Make sure the KSP solver is a CG method and the preconditioner is disabled */ 68e0ed867bSAlp Dener if (!bnk->is_nash && !bnk->is_stcg && !bnk->is_gltr) SETERRQ(PETSC_COMM_SELF,1,"Must use a trust-region CG method for KSP (KSPNASH, KSPSTCG, KSPGLTR)"); 69e0ed867bSAlp Dener ierr = KSPGetPC(tao->ksp, &pc);CHKERRQ(ierr); 70e0ed867bSAlp Dener ierr = PCSetType(pc, PCNONE);CHKERRQ(ierr); 71e0ed867bSAlp Dener /* Read mat options and check type and properties */ 72e0ed867bSAlp Dener ierr = MatSetFromOptions(bqnk->B);CHKERRQ(ierr); 73e0ed867bSAlp Dener ierr = PetscObjectBaseTypeCompare((PetscObject)bqnk->B, MATLMVM, &is_lmvm);CHKERRQ(ierr); 74e0ed867bSAlp Dener if (!is_lmvm) SETERRQ(PetscObjectComm((PetscObject)tao), PETSC_ERR_ARG_INCOMP, "Matrix must be an LMVM-type"); 75e0ed867bSAlp Dener ierr = MatGetOption(bqnk->B, MAT_SYMMETRIC, &is_sym);CHKERRQ(ierr); 76e0ed867bSAlp Dener if (!is_sym) SETERRQ(PetscObjectComm((PetscObject)tao), PETSC_ERR_ARG_INCOMP, "LMVM matrix must be symmetric"); 77e0ed867bSAlp Dener PetscFunctionReturn(0); 78e0ed867bSAlp Dener } 79e0ed867bSAlp Dener 80e0ed867bSAlp Dener static PetscErrorCode TaoView_BQNK(Tao tao, PetscViewer viewer) 81e0ed867bSAlp Dener { 82e0ed867bSAlp Dener TAO_BNK *bnk = (TAO_BNK*)tao->data; 83e0ed867bSAlp Dener TAO_BQNK *bqnk = (TAO_BQNK*)bnk->ctx; 84e0ed867bSAlp Dener PetscErrorCode ierr; 85e0ed867bSAlp Dener PetscBool isascii; 86e0ed867bSAlp Dener 87e0ed867bSAlp Dener PetscFunctionBegin; 88e0ed867bSAlp Dener ierr = TaoView_BNK(tao, viewer);CHKERRQ(ierr); 89e0ed867bSAlp Dener ierr = PetscObjectTypeCompare((PetscObject)viewer,PETSCVIEWERASCII,&isascii);CHKERRQ(ierr); 90e0ed867bSAlp Dener if (isascii) { 91e0ed867bSAlp Dener ierr = PetscViewerPushFormat(viewer, PETSC_VIEWER_ASCII_INFO);CHKERRQ(ierr); 92e0ed867bSAlp Dener ierr = MatView(bqnk->B, viewer);CHKERRQ(ierr); 93e0ed867bSAlp Dener ierr = PetscViewerPopFormat(viewer);CHKERRQ(ierr); 94e0ed867bSAlp Dener } 95e0ed867bSAlp Dener PetscFunctionReturn(0); 96e0ed867bSAlp Dener } 97e0ed867bSAlp Dener 98e0ed867bSAlp Dener static PetscErrorCode TaoDestroy_BQNK(Tao tao) 99e0ed867bSAlp Dener { 100e0ed867bSAlp Dener TAO_BNK *bnk = (TAO_BNK*)tao->data; 101e0ed867bSAlp Dener TAO_BQNK *bqnk = (TAO_BQNK*)bnk->ctx; 102e0ed867bSAlp Dener PetscErrorCode ierr; 103e0ed867bSAlp Dener 104e0ed867bSAlp Dener PetscFunctionBegin; 105*cb384e1eSAlp Dener ierr = MatDestroy(&bnk->H_inactive);CHKERRQ(ierr); 106e0ed867bSAlp Dener ierr = MatDestroy(&bqnk->B);CHKERRQ(ierr); 107e0ed867bSAlp Dener ierr = PetscFree(bnk->ctx);CHKERRQ(ierr); 108e0ed867bSAlp Dener ierr = TaoDestroy_BNK(tao);CHKERRQ(ierr); 109e0ed867bSAlp Dener PetscFunctionReturn(0); 110e0ed867bSAlp Dener } 111e0ed867bSAlp Dener 112e0ed867bSAlp Dener PETSC_INTERN PetscErrorCode TaoCreate_BQNK(Tao tao) 113e0ed867bSAlp Dener { 114e0ed867bSAlp Dener TAO_BNK *bnk; 115e0ed867bSAlp Dener TAO_BQNK *bqnk; 116e0ed867bSAlp Dener PetscErrorCode ierr; 117e0ed867bSAlp Dener 118e0ed867bSAlp Dener PetscFunctionBegin; 119e0ed867bSAlp Dener ierr = TaoCreate_BNK(tao);CHKERRQ(ierr); 120e0ed867bSAlp Dener tao->ops->setfromoptions = TaoSetFromOptions_BQNK; 121e0ed867bSAlp Dener tao->ops->destroy = TaoDestroy_BQNK; 122e0ed867bSAlp Dener tao->ops->view = TaoView_BQNK; 123e0ed867bSAlp Dener 124e0ed867bSAlp Dener bnk = (TAO_BNK *)tao->data; 125e0ed867bSAlp Dener bnk->computehessian = TaoBQNKComputeHessian; 126e0ed867bSAlp Dener bnk->computestep = TaoBQNKComputeStep; 127e0ed867bSAlp Dener bnk->init_type = BNK_INIT_DIRECTION; 128e0ed867bSAlp Dener 129e0ed867bSAlp Dener ierr = PetscNewLog(tao,&bqnk);CHKERRQ(ierr); 130e0ed867bSAlp Dener bnk->ctx = (void*)bqnk; 131e0ed867bSAlp Dener 132e0ed867bSAlp Dener ierr = MatCreate(PetscObjectComm((PetscObject)tao), &bqnk->B);CHKERRQ(ierr); 133e0ed867bSAlp Dener ierr = PetscObjectIncrementTabLevel((PetscObject)bqnk->B, (PetscObject)tao, 1);CHKERRQ(ierr); 134e0ed867bSAlp Dener ierr = MatSetOptionsPrefix(bqnk->B, "tao_bqnk_");CHKERRQ(ierr); 135e0ed867bSAlp Dener ierr = MatSetType(bqnk->B, MATLMVMSR1);CHKERRQ(ierr); 136e0ed867bSAlp Dener PetscFunctionReturn(0); 137e0ed867bSAlp Dener }