/******************************************************************************* * * MIT License * * Copyright (C) 2022-2025 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 #include #include #include #include namespace TensileLite { /** * \ingroup SolutionLibrary * * Uses a distance function to select solutions based on benchmarks. * Benchmarks are performed to determine the optimal solution at a number of * specific sizes. At runtime, we find the benchmarked size that is closest * to the size asked for. */ template struct ProblemMatchingLibrary : public SolutionLibrary { using Element = std::shared_ptr>; using Table = Matching::MatchingTable>; std::shared_ptr table; mutable std::atomic lastFindTopRetAll = false; static std::string Type() { return "Matching"; } virtual std::string type() const override { return Type(); } virtual std::string description() const override { if(table == nullptr) return concatenate(type(), ", table: nullptr"); else return concatenate(type(), ": ", table->description()); } virtual std::shared_ptr getSolutionByIndex(MyProblem const& problem, Hardware const& hardware, const int index) const override { typename Table::Transform transform = [&](Element library) -> std::shared_ptr { return library->getSolutionByIndex(problem, hardware, index); }; double fitness; std::shared_ptr solution; std::tie(solution, fitness) = table->findBestMatch(problem, transform); return solution; } virtual std::shared_ptr findBestSolution(MyProblem const& problem, Hardware const& hardware, double* fitness = nullptr) const override { typename Table::Transform transform = [&](Element library) -> std::shared_ptr { return library->findBestSolution(problem, hardware); }; double localFitness = std::numeric_limits::max(); fitness = (fitness) ? fitness : &localFitness; std::shared_ptr solution; std::tie(solution, *fitness) = table->findBestMatch(problem, transform); return solution; } virtual SolutionSet findAllSolutions(MyProblem const& problem, Hardware const& hardware, SolutionLibrarySearchType searchType = SolutionLibrarySearchType::DEFAULT) const override { SolutionSet rv; auto matches = searchType != SolutionLibrarySearchType::DEFAULT ? table->GetAll() : table->matchesInOrder(problem); for(auto const& row : matches) { auto rowSolutions = row->findAllSolutions(problem, hardware, searchType); rv.insert(rowSolutions.begin(), rowSolutions.end()); } return rv; } virtual SolutionSet findAllSolutionsGroupedGemm(std::vector const& problems, Hardware const& hardware, SolutionLibrarySearchType searchType = SolutionLibrarySearchType::DEFAULT) const override { SolutionSet rv; auto matches = searchType != SolutionLibrarySearchType::DEFAULT ? table->GetAll() : table->matchesInOrder(problems[0]); for(auto const& row : matches) { auto rowSolutions = row->findAllSolutionsGroupedGemm(problems, hardware, searchType); rv.insert(rowSolutions.begin(), rowSolutions.end()); } return rv; } virtual SolutionVector findTopSolutions(MyProblem const& problem, Hardware const& hardware, int numSolutions) const override { typename Table::Transform transform = [&](Element library) -> std::shared_ptr { return library->findBestSolution(problem, hardware); }; SolutionVector solutions = table->findTopMatch(problem, transform, numSolutions); if(Debug::Instance().printLibraryLogicIndex()) { if(!solutions.empty()) { std::cout << "Library logic index of top solutions: "; for (auto &rv : solutions) std::cout << rv->libraryLogicIndex << ", "; std::cout << std::endl; } else std::cout << "No solution found" << std::endl; } // can't reach the requested number, means findTop already done its best lastFindTopRetAll = (solutions.size() < numSolutions); return solutions; } virtual bool lastFindTopAlreadyRetAll() const override { return lastFindTopRetAll; } virtual SolutionVector findTopSolutionsGroupedGemm(std::vector const& problems, Hardware const& hardware, int numSolutions) const override { typename Table::Transform transform = [&](Element library) -> std::shared_ptr { return library->findBestSolution(problems, hardware); }; SolutionVector solutions = table->findTopMatch(problems[0], transform, numSolutions); return solutions; } }; } // namespace TensileLite