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TheRock/rocm-libraries/projects/rocalution/clients/include/testing_preconditioner.hpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

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