CodeQL / Analyze (actions) (push) Canceled after 0s
CodeQL / Analyze (python) (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Multi-Arch CI / setup (push) Canceled after 0s
Publish build_manylinux_x86_64 images / publish_build_manylinux_x86_64 (push) Canceled after 0s
Setup (Multi-Arch) / setup (push) Canceled after 0s
Multi-Arch CI / Linux::${{ fromJSON(needs.setup.outputs.linux_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubi10 image / publish_no_rocm_image_ubi10 (push) Canceled after 0s
Multi-Arch CI / Windows::${{ fromJSON(needs.setup.outputs.windows_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Multi-Arch CI / Manifest Diff (push) Canceled after 0s
TheRock Manifest Diff Report / Generate Manifest Diff Report (push) Canceled after 0s
Multi-Arch CI / CI Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_ocl_rt images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_rocgdb images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Unit Tests / Unit Tests :: ubuntu-24.04 (push) Canceled after 0s
Unit Tests / Unit Tests :: windows-2022 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_media (push) Canceled after 0s
Unit Tests / Unit Tests Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_openmpi (push) Canceled after 0s
474 lines
11 KiB
C++
474 lines
11 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_itlusolve(Arguments argus)
|
|
{
|
|
const int size = argus.size;
|
|
const unsigned int format = argus.format;
|
|
|
|
const int max_iter = 200;
|
|
const T tol = static_cast<T>(1e-7);
|
|
|
|
// 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.ItLUAnalyse();
|
|
A.ItLUSolve(max_iter, tol, true, b, &test_x);
|
|
A.ItLUAnalyseClear();
|
|
|
|
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.ItLUAnalyse();
|
|
A.ItLUSolve(max_iter, tol, true, b, &test_x);
|
|
A.ItLUAnalyseClear();
|
|
|
|
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_itllsolve(Arguments argus)
|
|
{
|
|
const int size = argus.size;
|
|
const unsigned int format = argus.format;
|
|
|
|
const int max_iter = 200;
|
|
const T tol = static_cast<T>(1e-7);
|
|
|
|
// 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.ItLLAnalyse();
|
|
L.ItLLSolve(max_iter, tol, true, b, &test_x);
|
|
L.ItLLAnalyseClear();
|
|
|
|
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.ItLLAnalyse();
|
|
L.ItLLSolve(max_iter, tol, true, b, &test_x);
|
|
L.ItLLAnalyseClear();
|
|
|
|
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_itlsolve(Arguments argus)
|
|
{
|
|
const int size = argus.size;
|
|
const unsigned int format = argus.format;
|
|
const bool unit_diag = argus.unit_diag;
|
|
|
|
const int max_iter = 200;
|
|
const T tol = static_cast<T>(1e-7);
|
|
|
|
// 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.ItLAnalyse(unit_diag);
|
|
L.ItLSolve(max_iter, tol, true, b, &test_x);
|
|
L.ItLAnalyseClear();
|
|
|
|
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.ItLAnalyse(unit_diag);
|
|
L.ItLSolve(max_iter, tol, true, b, &test_x);
|
|
L.ItLAnalyseClear();
|
|
|
|
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_itusolve(Arguments argus)
|
|
{
|
|
const int size = argus.size;
|
|
const unsigned int format = argus.format;
|
|
const bool unit_diag = argus.unit_diag;
|
|
|
|
const int max_iter = 200;
|
|
const T tol = static_cast<T>(1e-7);
|
|
|
|
// 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.ItUAnalyse(unit_diag);
|
|
U.ItUSolve(max_iter, tol, true, b, &test_x);
|
|
U.ItUAnalyseClear();
|
|
|
|
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.ItUAnalyse(unit_diag);
|
|
U.ItUSolve(max_iter, tol, true, b, &test_x);
|
|
U.ItUAnalyseClear();
|
|
|
|
test_x.MoveToAccelerator();
|
|
test_x.ScaleAdd(-1.0, e);
|
|
nrm2 = test_x.Norm();
|
|
|
|
success &= check_residual(nrm2);
|
|
|
|
// Stop rocALUTION platform
|
|
stop_rocalution();
|
|
|
|
return success;
|
|
}
|