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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

462 lines
10 KiB
C++

/* ************************************************************************
* Copyright (C) 2023 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;
static bool check_residual(float res)
{
return (res < 1e-3f);
}
static bool check_residual(double res)
{
return (res < 1e-6);
}
template <typename T>
bool testing_local_matrix_lusolve(Arguments argus)
{
const int size = argus.size;
const unsigned int format = argus.format;
// Initialize rocALUTION
set_device_rocalution(device);
init_rocalution();
// rocALUTION structures
LocalMatrix<T> A;
LocalVector<T> base_x;
LocalVector<T> test_x;
LocalVector<T> b;
LocalVector<T> e;
// Generate A
int* csr_ptr = NULL;
int* csr_col = NULL;
T* csr_val = NULL;
int nrow = 0;
int ncol = 0;
nrow = gen_2d_laplacian(size, &csr_ptr, &csr_col, &csr_val);
ncol = nrow;
int nnz = csr_ptr[nrow];
assert(csr_ptr != NULL);
assert(csr_col != NULL);
assert(csr_val != NULL);
A.SetDataPtrCSR(&csr_ptr, &csr_col, &csr_val, "A", nnz, nrow, nrow);
// Move data to accelerator
A.MoveToAccelerator();
base_x.MoveToAccelerator();
b.MoveToAccelerator();
e.MoveToAccelerator();
// Allocate x, b and e
base_x.Allocate("x", A.GetN());
b.Allocate("b", A.GetM());
e.Allocate("e", A.GetN());
// b = A * 1
e.Ones();
A.Apply(e, &b);
// Random initial guess
base_x.SetRandomUniform(12345ULL, -4.0, 6.0);
test_x.CloneFrom(base_x);
// Matrix format
A.ConvertTo(format, format == BCSR ? argus.blockdim : 1);
// Factor
A.LUFactorize();
// Compare Solves
bool success = true;
T nrm2 = 1;
// LUSolve on device
A.LUAnalyse();
A.LUSolve(b, &test_x);
A.LUAnalyseClear();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// LUSolve on host
A.MoveToHost();
b.MoveToHost();
test_x.CopyFrom(base_x);
test_x.MoveToHost();
A.LUAnalyse();
A.LUSolve(b, &test_x);
A.LUAnalyseClear();
test_x.MoveToAccelerator();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// Stop rocALUTION platform
stop_rocalution();
return success;
}
template <typename T>
bool testing_local_matrix_llsolve(Arguments argus)
{
const int size = argus.size;
const unsigned int format = argus.format;
// Initialize rocALUTION
set_device_rocalution(device);
init_rocalution();
// rocALUTION structures
LocalMatrix<T> A;
LocalMatrix<T> L;
LocalVector<T> base_x;
LocalVector<T> test_x;
LocalVector<T> b;
LocalVector<T> e;
// Generate A
int* csr_ptr = NULL;
int* csr_col = NULL;
T* csr_val = NULL;
int nrow = 0;
int ncol = 0;
nrow = gen_2d_laplacian(size, &csr_ptr, &csr_col, &csr_val);
ncol = nrow;
int nnz = csr_ptr[nrow];
assert(csr_ptr != NULL);
assert(csr_col != NULL);
assert(csr_val != NULL);
A.SetDataPtrCSR(&csr_ptr, &csr_col, &csr_val, "A", nnz, nrow, nrow);
// Move data to accelerator
A.MoveToAccelerator();
L.MoveToAccelerator();
base_x.MoveToAccelerator();
b.MoveToAccelerator();
e.MoveToAccelerator();
// Allocate x, b and e
base_x.Allocate("x", A.GetM());
b.Allocate("b", A.GetM());
e.Allocate("e", A.GetM());
// Set up L
A.ExtractL(&L, true);
// b = LL^T * 1
e.Ones();
{
LocalMatrix<T> Lt;
LocalVector<T> tmp;
Lt.MoveToAccelerator();
tmp.MoveToAccelerator();
tmp.Allocate("tmp", A.GetN());
L.Transpose(&Lt);
Lt.Apply(e, &tmp);
L.Apply(tmp, &b);
}
// Random initial guess
base_x.SetRandomUniform(12345ULL, -4.0, 6.0);
test_x.CloneFrom(base_x);
// Matrix format
L.ConvertTo(format, format == BCSR ? argus.blockdim : 1);
// Compare Solves
bool success = true;
T nrm2 = 1;
// LLSolve on device
L.LLAnalyse();
L.LLSolve(b, &test_x);
L.LAnalyseClear();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// LLSolve on host
L.MoveToHost();
b.MoveToHost();
test_x.CopyFrom(base_x);
test_x.MoveToHost();
L.LLAnalyse();
L.LLSolve(b, &test_x);
L.LLAnalyseClear();
test_x.MoveToAccelerator();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// Stop rocALUTION platform
stop_rocalution();
return success;
}
template <typename T>
bool testing_local_matrix_lsolve(Arguments argus)
{
const int size = argus.size;
const unsigned int format = argus.format;
const bool unit_diag = argus.unit_diag;
// Initialize rocALUTION
set_device_rocalution(device);
init_rocalution();
// rocALUTION structures
LocalMatrix<T> A;
LocalMatrix<T> L;
LocalVector<T> base_x;
LocalVector<T> test_x;
LocalVector<T> b;
LocalVector<T> e;
// Generate A
int* csr_ptr = NULL;
int* csr_col = NULL;
T* csr_val = NULL;
int nrow = 0;
int ncol = 0;
nrow = gen_2d_laplacian(size, &csr_ptr, &csr_col, &csr_val);
ncol = nrow;
int nnz = csr_ptr[nrow];
assert(csr_ptr != NULL);
assert(csr_col != NULL);
assert(csr_val != NULL);
A.SetDataPtrCSR(&csr_ptr, &csr_col, &csr_val, "A", nnz, nrow, nrow);
// Move data to accelerator
A.MoveToAccelerator();
L.MoveToAccelerator();
base_x.MoveToAccelerator();
b.MoveToAccelerator();
e.MoveToAccelerator();
// Allocate x, b and e
base_x.Allocate("x", A.GetN());
b.Allocate("b", A.GetM());
e.Allocate("e", A.GetN());
// Set up L
A.ExtractL(&L, !unit_diag);
// b = L * 1
e.Ones();
L.Apply(e, &b);
if(unit_diag)
{
// b + 1 * e
b.ScaleAdd(1, e);
}
// Random initial guess
base_x.SetRandomUniform(12345ULL, -4.0, 6.0);
test_x.CloneFrom(base_x);
// Matrix format
L.ConvertTo(format, format == BCSR ? argus.blockdim : 1);
// Compare Solves
bool success = true;
T nrm2 = 1;
// LSolve on device
L.LAnalyse(unit_diag);
L.LSolve(b, &test_x);
L.LAnalyseClear();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// LSolve on host
L.MoveToHost();
b.MoveToHost();
test_x.CopyFrom(base_x);
test_x.MoveToHost();
L.LAnalyse(unit_diag);
L.LSolve(b, &test_x);
L.LAnalyseClear();
test_x.MoveToAccelerator();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// Stop rocALUTION platform
stop_rocalution();
return success;
}
template <typename T>
bool testing_local_matrix_usolve(Arguments argus)
{
const int size = argus.size;
const unsigned int format = argus.format;
const bool unit_diag = argus.unit_diag;
// Initialize rocALUTION
set_device_rocalution(device);
init_rocalution();
// rocALUTION structures
LocalMatrix<T> A;
LocalMatrix<T> U;
LocalVector<T> base_x;
LocalVector<T> test_x;
LocalVector<T> b;
LocalVector<T> e;
// Generate A
int* csr_ptr = NULL;
int* csr_col = NULL;
T* csr_val = NULL;
int nrow = 0;
int ncol = 0;
nrow = gen_2d_laplacian(size, &csr_ptr, &csr_col, &csr_val);
ncol = nrow;
int nnz = csr_ptr[nrow];
assert(csr_ptr != NULL);
assert(csr_col != NULL);
assert(csr_val != NULL);
A.SetDataPtrCSR(&csr_ptr, &csr_col, &csr_val, "A", nnz, nrow, nrow);
// Move data to accelerator
A.MoveToAccelerator();
U.MoveToAccelerator();
base_x.MoveToAccelerator();
b.MoveToAccelerator();
e.MoveToAccelerator();
// Allocate x, b and e
base_x.Allocate("x", A.GetN());
b.Allocate("b", A.GetM());
e.Allocate("e", A.GetN());
// Set up U
A.ExtractU(&U, !unit_diag);
// b = U * 1
e.Ones();
U.Apply(e, &b);
if(unit_diag)
{
// b + 1 * e
b.ScaleAdd(1, e);
}
// Random initial guess
base_x.SetRandomUniform(12345ULL, -4.0, 6.0);
test_x.CloneFrom(base_x);
// Matrix format
U.ConvertTo(format, format == BCSR ? argus.blockdim : 1);
// Compare Solves
bool success = true;
T nrm2 = 1;
// USolve on device
U.UAnalyse(unit_diag);
U.USolve(b, &test_x);
U.UAnalyseClear();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// USolve on host
U.MoveToHost();
b.MoveToHost();
test_x.CopyFrom(base_x);
test_x.MoveToHost();
U.UAnalyse(unit_diag);
U.USolve(b, &test_x);
U.UAnalyseClear();
test_x.MoveToAccelerator();
test_x.ScaleAdd(-1.0, e);
nrm2 = test_x.Norm();
success &= check_residual(nrm2);
// Stop rocALUTION platform
stop_rocalution();
return success;
}