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408 lines
15 KiB
C++
408 lines
15 KiB
C++
/*
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Copyright 2024 SINTEF AS
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Copyright 2024 Equinor ASA
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This file is part of the Open Porous Media project (OPM).
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OPM is free software: you can redistribute it and/or modify
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it under the terms of the GNU General Public License as published by
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the Free Software Foundation, either version 3 of the License, or
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(at your option) any later version.
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OPM is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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GNU General Public License for more details.
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You should have received a copy of the GNU General Public License
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along with OPM. If not, see <http://www.gnu.org/licenses/>.
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*/
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#ifndef OPM_HYPRE_PRECONDITIONER_HEADER_INCLUDED
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#define OPM_HYPRE_PRECONDITIONER_HEADER_INCLUDED
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#include <opm/common/ErrorMacros.hpp>
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#include <opm/common/TimingMacros.hpp>
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#include <opm/simulators/linalg/PreconditionerWithUpdate.hpp>
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#include <opm/simulators/linalg/PropertyTree.hpp>
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#include <dune/common/fmatrix.hh>
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#include <dune/istl/bcrsmatrix.hh>
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#include <HYPRE.h>
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#include <HYPRE_parcsr_ls.h>
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#include <HYPRE_krylov.h>
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#include <_hypre_utilities.h>
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#include <vector>
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#include <numeric>
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namespace Hypre {
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/**
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* @brief Wrapper for Hypre's BoomerAMG preconditioner.
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*
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* This class provides an interface to the BoomerAMG preconditioner from the Hypre library.
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* It is designed to work with matrices, update vectors, and defect vectors specified by the template parameters.
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*
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* @tparam M The matrix type the preconditioner is for.
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* @tparam X The type of the update vector.
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* @tparam Y The type of the defect vector.
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*/
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template<class M, class X, class Y>
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class HyprePreconditioner : public Dune::PreconditionerWithUpdate<X,Y> {
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public:
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/**
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* @brief Constructor for the HyprePreconditioner class.
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*
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* Initializes the preconditioner with the given matrix and property tree.
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*
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* @param A The matrix for which the preconditioner is constructed.
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* @param prm The property tree containing configuration parameters.
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*/
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HyprePreconditioner (const M& A, const Opm::PropertyTree prm)
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: A_(A)
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{
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OPM_TIMEBLOCK(prec_construct);
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int size;
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MPI_Comm_size(MPI_COMM_WORLD, &size);
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if (size > 1) {
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OPM_THROW(std::runtime_error, "HyprePreconditioner is currently only implemented for sequential runs");
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}
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use_gpu_ = prm.get<bool>("use_gpu", false);
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// Set memory location and execution policy
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#if HYPRE_USING_CUDA || HYPRE_USING_HIP
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if (use_gpu_) {
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HYPRE_SetMemoryLocation(HYPRE_MEMORY_DEVICE);
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HYPRE_SetExecutionPolicy(HYPRE_EXEC_DEVICE);
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// use hypre's SpGEMM instead of vendor implementation
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HYPRE_SetSpGemmUseVendor(false);
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// use cuRand for PMIS
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HYPRE_SetUseGpuRand(1);
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HYPRE_DeviceInitialize();
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HYPRE_PrintDeviceInfo();
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}
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else
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#endif
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{
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HYPRE_SetMemoryLocation(HYPRE_MEMORY_HOST);
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HYPRE_SetExecutionPolicy(HYPRE_EXEC_HOST);
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}
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// Create the solver (BoomerAMG)
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HYPRE_BoomerAMGCreate(&solver_);
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// Set parameters from property tree with defaults
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HYPRE_BoomerAMGSetPrintLevel(solver_, prm.get<int>("print_level", 0));
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HYPRE_BoomerAMGSetMaxIter(solver_, prm.get<int>("max_iter", 1));
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HYPRE_BoomerAMGSetStrongThreshold(solver_, prm.get<double>("strong_threshold", 0.5));
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HYPRE_BoomerAMGSetAggTruncFactor(solver_, prm.get<double>("agg_trunc_factor", 0.3));
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HYPRE_BoomerAMGSetInterpType(solver_, prm.get<int>("interp_type", 6));
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HYPRE_BoomerAMGSetMaxLevels(solver_, prm.get<int>("max_levels", 15));
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HYPRE_BoomerAMGSetTol(solver_, prm.get<double>("tolerance", 0.0));
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if (use_gpu_) {
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HYPRE_BoomerAMGSetRelaxType(solver_, 16);
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HYPRE_BoomerAMGSetCoarsenType(solver_, 8);
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HYPRE_BoomerAMGSetAggNumLevels(solver_, 0);
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HYPRE_BoomerAMGSetAggInterpType(solver_, 6);
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// Keep transpose to avoid SpMTV
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HYPRE_BoomerAMGSetKeepTranspose(solver_, true);
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}
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else {
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HYPRE_BoomerAMGSetRelaxType(solver_, prm.get<int>("relax_type", 13));
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HYPRE_BoomerAMGSetCoarsenType(solver_, prm.get<int>("coarsen_type", 10));
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HYPRE_BoomerAMGSetAggNumLevels(solver_, prm.get<int>("agg_num_levels", 1));
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HYPRE_BoomerAMGSetAggInterpType(solver_, prm.get<int>("agg_interp_type", 4));
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}
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// Create Hypre vectors
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N_ = A_.N();
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nnz_ = A_.nonzeroes();
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HYPRE_IJVectorCreate(MPI_COMM_SELF, 0, N_-1, &x_hypre_);
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HYPRE_IJVectorCreate(MPI_COMM_SELF, 0, N_-1, &b_hypre_);
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HYPRE_IJVectorSetObjectType(x_hypre_, HYPRE_PARCSR);
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HYPRE_IJVectorSetObjectType(b_hypre_, HYPRE_PARCSR);
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HYPRE_IJVectorInitialize(x_hypre_);
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HYPRE_IJVectorInitialize(b_hypre_);
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// Create indices vector
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indices_.resize(N_);
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std::iota(indices_.begin(), indices_.end(), 0);
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if (use_gpu_) {
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indices_device_ = hypre_CTAlloc(HYPRE_BigInt, N_, HYPRE_MEMORY_DEVICE);
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hypre_TMemcpy(indices_device_, indices_.data(), HYPRE_BigInt, N_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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// Allocate device vectors
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x_values_device_ = hypre_CTAlloc(HYPRE_Real, N_, HYPRE_MEMORY_DEVICE);
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b_values_device_ = hypre_CTAlloc(HYPRE_Real, N_, HYPRE_MEMORY_DEVICE);
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}
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// Create Hypre matrix
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HYPRE_IJMatrixCreate(MPI_COMM_SELF, 0, N_-1, 0, N_-1, &A_hypre_);
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HYPRE_IJMatrixSetObjectType(A_hypre_, HYPRE_PARCSR);
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HYPRE_IJMatrixInitialize(A_hypre_);
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setupSparsityPattern();
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update();
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}
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/**
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* @brief Destructor for the HyprePreconditioner class.
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*
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* Cleans up resources allocated by the preconditioner.
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*/
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~HyprePreconditioner() {
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if (solver_) {
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HYPRE_BoomerAMGDestroy(solver_);
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}
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if (A_hypre_) {
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HYPRE_IJMatrixDestroy(A_hypre_);
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}
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if (x_hypre_) {
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HYPRE_IJVectorDestroy(x_hypre_);
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}
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if (b_hypre_) {
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HYPRE_IJVectorDestroy(b_hypre_);
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}
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if (values_device_) {
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hypre_TFree(values_device_, HYPRE_MEMORY_DEVICE);
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}
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if (x_values_device_) {
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hypre_TFree(x_values_device_, HYPRE_MEMORY_DEVICE);
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}
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if (b_values_device_) {
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hypre_TFree(b_values_device_, HYPRE_MEMORY_DEVICE);
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}
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if (indices_device_) {
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hypre_TFree(indices_device_, HYPRE_MEMORY_DEVICE);
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}
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}
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/**
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* @brief Updates the preconditioner with the current matrix values.
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*
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* This method should be called whenever the matrix values change.
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*/
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void update() override {
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OPM_TIMEBLOCK(prec_update);
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copyMatrixToHypre();
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HYPRE_BoomerAMGSetup(solver_, parcsr_A_, par_b_, par_x_);
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}
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/**
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* @brief Pre-processing step before applying the preconditioner.
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*
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* This method is currently a no-op.
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*
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* @param v The update vector.
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* @param d The defect vector.
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*/
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void pre(X& /*v*/, Y& /*d*/) override {
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}
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/**
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* @brief Applies the preconditioner to a vector.
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*
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* Performs one AMG V-cycle to solve the system.
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*
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* @param v The update vector.
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* @param d The defect vector.
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*/
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void apply(X& v, const Y& d) override {
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OPM_TIMEBLOCK(prec_apply);
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// Copy vectors to Hypre format
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copyVectorsToHypre(v, d);
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// Apply the preconditioner (one AMG V-cycle)
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HYPRE_BoomerAMGSolve(solver_, parcsr_A_, par_b_, par_x_);
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// Copy result back
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copyVectorFromHypre(v);
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}
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/**
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* @brief Post-processing step after applying the preconditioner.
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*
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* This method is currently a no-op.
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*
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* @param v The update vector.
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*/
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void post(X& /*v*/) override {
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}
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/**
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* @brief Returns the solver category.
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*
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* @return The solver category, which is sequential.
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*/
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Dune::SolverCategory::Category category() const override {
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return Dune::SolverCategory::sequential;
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}
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/**
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* @brief Checks if the preconditioner has a perfect update.
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*
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* @return True, indicating that the preconditioner can be perfectly updated.
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*/
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bool hasPerfectUpdate() const override
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{
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// The Hypre preconditioner can depend on the values of the matrix so it does not have perfect update.
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// However, copying the matrix to Hypre requires to setup the solver again, so this is handled internally.
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// So for ISTLSolver, we can return true.
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return true;
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}
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private:
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/**
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* @brief Sets up the sparsity pattern for the Hypre matrix.
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*
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* Allocates and initializes arrays required by Hypre.
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*/
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void setupSparsityPattern() {
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// Allocate arrays required by Hypre
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ncols_.resize(N_);
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rows_.resize(N_);
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cols_.resize(nnz_);
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// Setup arrays and fill column indices
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int pos = 0;
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for (auto row = A_.begin(); row != A_.end(); ++row) {
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const int rowIdx = row.index();
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rows_[rowIdx] = rowIdx;
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ncols_[rowIdx] = row->size();
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for (auto col = row->begin(); col != row->end(); ++col) {
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cols_[pos++] = col.index();
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}
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}
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if (use_gpu_) {
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// Allocate device arrays
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ncols_device_ = hypre_CTAlloc(HYPRE_Int, N_, HYPRE_MEMORY_DEVICE);
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rows_device_ = hypre_CTAlloc(HYPRE_BigInt, N_, HYPRE_MEMORY_DEVICE);
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cols_device_ = hypre_CTAlloc(HYPRE_BigInt, nnz_, HYPRE_MEMORY_DEVICE);
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values_device_ = hypre_CTAlloc(HYPRE_Real, nnz_, HYPRE_MEMORY_DEVICE);
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// Copy to device
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hypre_TMemcpy(ncols_device_, ncols_.data(), HYPRE_Int, N_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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hypre_TMemcpy(rows_device_, rows_.data(), HYPRE_BigInt, N_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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hypre_TMemcpy(cols_device_, cols_.data(), HYPRE_BigInt, nnz_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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}
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}
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/**
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* @brief Copies the matrix values to the Hypre matrix.
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*
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* This method transfers the matrix data from the host to the Hypre matrix.
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* It assumes that the values of the matrix are stored in a contiguous array.
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* If GPU is used, the data is transferred to the device.
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*/
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void copyMatrixToHypre() {
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OPM_TIMEBLOCK(prec_copy_matrix);
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// Get pointer to matrix values array
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const HYPRE_Real* values = &(A_[0][0][0][0]);
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// Indexing explanation:
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// A_[0] - First row of the matrix
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// [0] - First block in that row
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// [0] - First row within the 1x1 block
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// [0] - First column within the 1x1 block
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if (use_gpu_) {
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hypre_TMemcpy(values_device_, values, HYPRE_Real, nnz_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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HYPRE_IJMatrixSetValues(A_hypre_, N_, ncols_device_, rows_device_, cols_device_, values_device_);
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}
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else {
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HYPRE_IJMatrixSetValues(A_hypre_, N_, ncols_.data(), rows_.data(), cols_.data(), values);
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}
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HYPRE_IJMatrixAssemble(A_hypre_);
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HYPRE_IJMatrixGetObject(A_hypre_, reinterpret_cast<void**>(&parcsr_A_));
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}
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/**
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* @brief Copies vectors to the Hypre format.
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*
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* Transfers the update and defect vectors to Hypre.
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* If GPU is used, the data is transferred from the host to the device.
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*
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* @param v The update vector.
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* @param d The defect vector.
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*/
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void copyVectorsToHypre(const X& v, const Y& d) {
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OPM_TIMEBLOCK(prec_copy_vectors_to_hypre);
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const HYPRE_Real* x_vals = &(v[0][0]);
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const HYPRE_Real* b_vals = &(d[0][0]);
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if (use_gpu_) {
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hypre_TMemcpy(x_values_device_, x_vals, HYPRE_Real, N_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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hypre_TMemcpy(b_values_device_, b_vals, HYPRE_Real, N_, HYPRE_MEMORY_DEVICE, HYPRE_MEMORY_HOST);
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HYPRE_IJVectorSetValues(x_hypre_, N_, indices_device_, x_values_device_);
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HYPRE_IJVectorSetValues(b_hypre_, N_, indices_device_, b_values_device_);
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}
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else {
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HYPRE_IJVectorSetValues(x_hypre_, N_, indices_.data(), x_vals);
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HYPRE_IJVectorSetValues(b_hypre_, N_, indices_.data(), b_vals);
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}
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HYPRE_IJVectorAssemble(x_hypre_);
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HYPRE_IJVectorAssemble(b_hypre_);
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HYPRE_IJVectorGetObject(x_hypre_, reinterpret_cast<void**>(&par_x_));
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HYPRE_IJVectorGetObject(b_hypre_, reinterpret_cast<void**>(&par_b_));
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}
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/**
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* @brief Copies the solution vector from Hypre.
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*
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* Transfers the solution vector from Hypre back to the host.
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* If GPU is used, the data is transferred from the device to the host.
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*
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* @param v The update vector.
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*/
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void copyVectorFromHypre(X& v) {
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OPM_TIMEBLOCK(prec_copy_vector_from_hypre);
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HYPRE_Real* values = &(v[0][0]);
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if (use_gpu_) {
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HYPRE_IJVectorGetValues(x_hypre_, N_, indices_device_, x_values_device_);
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hypre_TMemcpy(values, x_values_device_, HYPRE_Real, N_, HYPRE_MEMORY_HOST, HYPRE_MEMORY_DEVICE);
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}
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else {
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HYPRE_IJVectorGetValues(x_hypre_, N_, indices_.data(), values);
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}
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}
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const M& A_; //!< The matrix for which the preconditioner is constructed.
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bool use_gpu_ = false; //!< Flag indicating whether to use GPU acceleration.
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HYPRE_Solver solver_ = nullptr; //!< The Hypre solver object.
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HYPRE_IJMatrix A_hypre_ = nullptr; //!< The Hypre matrix object.
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HYPRE_ParCSRMatrix parcsr_A_ = nullptr; //!< The parallel CSR matrix object.
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HYPRE_IJVector x_hypre_ = nullptr; //!< The Hypre solution vector.
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HYPRE_IJVector b_hypre_ = nullptr; //!< The Hypre right-hand side vector.
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HYPRE_ParVector par_x_ = nullptr; //!< The parallel solution vector.
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HYPRE_ParVector par_b_ = nullptr; //!< The parallel right-hand side vector.
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std::vector<HYPRE_Int> ncols_; //!< Number of columns per row.
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std::vector<HYPRE_BigInt> rows_; //!< Row indices.
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std::vector<HYPRE_BigInt> cols_; //!< Column indices.
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HYPRE_Int* ncols_device_ = nullptr; //!< Device array for number of columns per row.
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HYPRE_BigInt* rows_device_ = nullptr; //!< Device array for row indices.
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HYPRE_BigInt* cols_device_ = nullptr; //!< Device array for column indices.
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HYPRE_Real* values_device_ = nullptr; //!< Device array for matrix values.
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std::vector<HYPRE_BigInt> indices_; //!< Indices vector for copying vectors to/from Hypre.
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HYPRE_BigInt* indices_device_ = nullptr; //!< Device array for indices.
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HYPRE_Int N_ = -1; //!< Number of rows in the matrix.
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HYPRE_Int nnz_ = -1; //!< Number of non-zero elements in the matrix.
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HYPRE_Real* x_values_device_ = nullptr; //!< Device array for solution vector values.
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HYPRE_Real* b_values_device_ = nullptr; //!< Device array for right-hand side vector values.
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};
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} // namespace Hypre
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#endif
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