/* ************************************************************************ * 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 #include using namespace rocalution; static bool check_residual(float res) { return (res < 1e-3f); } static bool check_residual(double res) { return (res < 1e-6); } template 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 A; LocalVector base_x; LocalVector test_x; LocalVector b; LocalVector 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 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 A; LocalMatrix L; LocalVector base_x; LocalVector test_x; LocalVector b; LocalVector 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 Lt; LocalVector 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 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 A; LocalMatrix L; LocalVector base_x; LocalVector test_x; LocalVector b; LocalVector 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 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 A; LocalMatrix U; LocalVector base_x; LocalVector test_x; LocalVector b; LocalVector 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; }