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381 lines
12 KiB
C++
381 lines
12 KiB
C++
/* ************************************************************************
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* Copyright (C) 2025 Advanced Micro Devices, Inc. All rights Reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*
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* ************************************************************************ */
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#pragma once
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#include "utility.hpp"
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#include <gtest/gtest.h>
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#include <rocalution/rocalution.hpp>
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using namespace rocalution;
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template <typename T>
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void getTestMatrix(Arguments argus, LocalMatrix<T>& matrix)
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{
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int size = argus.size;
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std::string matrix_type = argus.matrix_type;
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// Generate A
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int* csr_ptr = NULL;
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int* csr_col = NULL;
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T* csr_val = NULL;
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int nrow = gen_2d_laplacian(size, &csr_ptr, &csr_col, &csr_val);
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int ncol = nrow;
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int nnz = csr_ptr[nrow];
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matrix.SetDataPtrCSR(&csr_ptr, &csr_col, &csr_val, "TestMatrix", nnz, nrow, ncol);
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}
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template <typename T>
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void testing_preconditioner_all(Arguments argus)
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{
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std::string precond = argus.precond;
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LocalMatrix<T> matrix;
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getTestMatrix<T>(argus, matrix);
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GMRES<LocalMatrix<T>, LocalVector<T>, T> ls;
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std::cout << "Testing preconditioner: " << precond << std::endl;
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std::cout << "Matrix size: " << matrix.GetM() << " x " << matrix.GetN() << std::endl;
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Preconditioner<LocalMatrix<T>, LocalVector<T>, T>* p;
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MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>* mcilu_p = NULL;
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Solver<LocalMatrix<T>, LocalVector<T>, T>** vp = NULL;
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ls.Verbose(0);
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ls.SetOperator(matrix);
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if(precond == "Jacobi")
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{
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p = new Jacobi<LocalMatrix<T>, LocalVector<T>, T>;
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}
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else if(precond == "GS")
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{
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p = new GS<LocalMatrix<T>, LocalVector<T>, T>;
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}
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else if(precond == "SGS")
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{
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p = new SGS<LocalMatrix<T>, LocalVector<T>, T>;
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}
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else if(precond == "ILU")
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{
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p = new ILU<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<ILU<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(0, true);
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}
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else if(precond == "ItILU0")
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{
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p = new ItILU0<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<ItILU0<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetAlgorithm(
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ItILU0Algorithm::Default);
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static_cast<ItILU0<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetOptions(
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ItILU0Option::Verbose);
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static_cast<ItILU0<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetMaxIter(10);
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static_cast<ItILU0<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetTolerance(1e-6);
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}
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else if(precond == "ILUT")
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{
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p = new ILUT<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<ILUT<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(1.);
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static_cast<ILUT<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(1., 10);
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}
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else if(precond == "IC")
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{
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p = new IC<LocalMatrix<T>, LocalVector<T>, T>;
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}
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else if(precond == "AIChebyshev")
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{
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p = new AIChebyshev<LocalMatrix<T>, LocalVector<T>, T>;
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T lambda_min;
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T lambda_max;
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matrix.Gershgorin(lambda_min, lambda_max);
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static_cast<AIChebyshev<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(
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3, lambda_max / 7.0, lambda_max);
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}
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else if(precond == "FSAI")
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{
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p = new FSAI<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<FSAI<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(2);
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static_cast<FSAI<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(matrix);
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static_cast<FSAI<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetPrecondMatrixFormat(CSR);
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}
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else if(precond == "SPAI")
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{
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p = new SPAI<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<SPAI<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetPrecondMatrixFormat(CSR);
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}
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else if(precond == "TNS")
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{
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p = new TNS<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<TNS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(true);
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static_cast<TNS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetPrecondMatrixFormat(CSR);
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}
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else if(precond == "AS")
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{
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p = new AS<LocalMatrix<T>, LocalVector<T>, T>;
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// Second level preconditioners
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Solver<LocalMatrix<T>, LocalVector<T>, T>** p2;
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int n = 2;
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p2 = new Solver<LocalMatrix<T>, LocalVector<T>, T>*[n];
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for(int i = 0; i < n; ++i)
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{
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MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>* mc;
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mc = new MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>;
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p2[i] = mc;
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}
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// Initialize preconditioner
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static_cast<AS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(n, 4, p2);
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}
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else if(precond == "RAS")
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{
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p = new RAS<LocalMatrix<T>, LocalVector<T>, T>;
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// Second level preconditioners
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Solver<LocalMatrix<T>, LocalVector<T>, T>** p2;
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int n = 2;
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p2 = new Solver<LocalMatrix<T>, LocalVector<T>, T>*[n];
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for(int i = 0; i < n; ++i)
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{
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MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>* mc;
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mc = new MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>;
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p2[i] = mc;
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}
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// Initialize preconditioner
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static_cast<RAS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(n, 4, p2);
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}
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else if(precond == "MultiColoredSGS")
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{
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p = new MultiColoredSGS<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<MultiColoredSGS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetRelaxation(0.9);
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static_cast<MultiColoredSGS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetPrecondMatrixFormat(
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CSR);
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}
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else if(precond == "MultiColoredGS")
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{
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p = new MultiColoredGS<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<MultiColoredGS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetRelaxation(0.9);
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static_cast<MultiColoredGS<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetPrecondMatrixFormat(
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CSR);
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}
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else if(precond == "MultiColoredILU")
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{
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p = new MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>;
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static_cast<MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(0);
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static_cast<MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(0, 1, true);
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static_cast<MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>*>(p)->SetPrecondMatrixFormat(
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CSR);
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}
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else if(precond == "MultiElimination")
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{
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p = new MultiElimination<LocalMatrix<T>, LocalVector<T>, T>;
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mcilu_p = new MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>;
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mcilu_p->Set(0);
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static_cast<MultiElimination<LocalMatrix<T>, LocalVector<T>, T>*>(p)->Set(*mcilu_p, 2, 0.4);
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}
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else if(precond == "VariablePreconditioner")
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{
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p = new VariablePreconditioner<LocalMatrix<T>, LocalVector<T>, T>;
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vp = new Solver<LocalMatrix<T>, LocalVector<T>, T>*[3];
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// Preconditioners
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vp[0] = new MultiColoredSGS<LocalMatrix<T>, LocalVector<T>, T>;
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vp[1] = new MultiColoredILU<LocalMatrix<T>, LocalVector<T>, T>;
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vp[2] = new ILU<LocalMatrix<T>, LocalVector<T>, T>;
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// Set variable preconditioners
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static_cast<VariablePreconditioner<LocalMatrix<T>, LocalVector<T>, T>*>(p)
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->SetPreconditioner(3, vp);
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}
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else
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{
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std::cerr << "Unknown preconditioner: " << precond << std::endl;
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exit(1);
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}
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ls.SetPreconditioner(*p);
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ls.Init(1e-6, 0.0, 1e+8, 10000);
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ls.Build();
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if(precond == "Jacobi")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "GS")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "SGS")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "ILU")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "ItILU0")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "ILUT")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "IC")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "AIChebyshev")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "FSAI")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "SPAI")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "TNS")
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{
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p->Build(); // trigger a clear of the preconditioner followed by a build
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p->ResetOperator(matrix);
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}
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else if(precond == "AS")
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{
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p->ResetOperator(matrix);
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}
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else if(precond == "RAS")
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{
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p->ResetOperator(matrix);
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}
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else if(precond == "MultiColoredSGS")
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{
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p->ResetOperator(matrix);
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p->ReBuildNumeric();
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}
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else if(precond == "MultiColoredGS")
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{
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p->ResetOperator(matrix);
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p->ReBuildNumeric();
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}
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else if(precond == "MultiColoredILU")
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{
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p->ResetOperator(matrix);
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p->ReBuildNumeric();
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}
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else if(precond == "MultiElimination")
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{
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p->ResetOperator(matrix);
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}
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p->Print();
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// Test the preconditioner
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LocalVector<T> x_acc, x_host, b, e;
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x_acc.Allocate("x", matrix.GetM());
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x_host.Allocate("x", matrix.GetM());
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b.Allocate("b", matrix.GetM());
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e.Allocate("e", matrix.GetM());
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ls.MoveToAccelerator();
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p->MoveToAccelerator();
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matrix.MoveToAccelerator();
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x_acc.MoveToAccelerator();
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b.MoveToAccelerator();
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e.MoveToAccelerator();
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if(precond != "ILUT" && precond != "IC")
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{
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e.Ones();
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matrix.Apply(e, &b);
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p->Solve(b, &x_acc);
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// Compute error L2 norm
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e.ScaleAdd(-1.0, x_acc);
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T error_acc = e.Norm();
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std::cout << "error_acc =" << error_acc << std::endl;
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}
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ls.MoveToHost();
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p->MoveToHost();
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matrix.MoveToHost();
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x_acc.MoveToHost();
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e.MoveToHost();
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b.MoveToHost();
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e.Ones();
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matrix.Apply(e, &b);
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p->Solve(b, &x_host);
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// Compute error L2 norm
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e.ScaleAdd(-1.0, x_host);
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T error_host = e.Norm();
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std::cout << "error_host = " << error_host << std::endl;
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if(precond != "ILUT" && precond != "IC")
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{
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x_host.ScaleAdd(-1.0, x_acc);
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T diff = x_host.Norm();
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std::cout << "diff = " << diff << std::endl;
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}
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ls.Clear();
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delete p;
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if(mcilu_p != NULL)
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{
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delete mcilu_p;
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}
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if(vp != NULL)
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{
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delete[] vp;
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}
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}
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