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194 lines
8.0 KiB
C++
194 lines
8.0 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (C) 2022-2025 Advanced Micro Devices, Inc. All rights reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#pragma once
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#include <atomic>
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#include <set>
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#include <vector>
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#include <Tensile/PropertyMatching.hpp>
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#include <tensilelitehost/export.h>
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namespace TensileLite
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{
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/**
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* \ingroup SolutionLibrary
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*
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* Uses a distance function to select solutions based on benchmarks.
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* Benchmarks are performed to determine the optimal solution at a number of
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* specific sizes. At runtime, we find the benchmarked size that is closest
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* to the size asked for.
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*/
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template <typename MyProblem, typename MySolution = typename MyProblem::Solution>
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struct ProblemMatchingLibrary : public SolutionLibrary<MyProblem, MySolution>
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{
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using Element = std::shared_ptr<SolutionLibrary<MyProblem, MySolution>>;
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using Table = Matching::MatchingTable<MyProblem, Element, std::shared_ptr<MySolution>>;
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std::shared_ptr<Table> table;
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mutable std::atomic<bool> lastFindTopRetAll = false;
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static std::string Type()
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{
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return "Matching";
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}
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virtual std::string type() const override
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{
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return Type();
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}
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virtual std::string description() const override
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{
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if(table == nullptr)
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return concatenate(type(), ", table: nullptr");
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else
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return concatenate(type(), ": ", table->description());
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}
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virtual std::shared_ptr<MySolution> getSolutionByIndex(MyProblem const& problem,
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Hardware const& hardware,
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const int index) const override
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{
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typename Table::Transform transform
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= [&](Element library) -> std::shared_ptr<MySolution> {
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return library->getSolutionByIndex(problem, hardware, index);
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};
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double fitness;
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std::shared_ptr<MySolution> solution;
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std::tie(solution, fitness) = table->findBestMatch(problem, transform);
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return solution;
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}
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virtual std::shared_ptr<MySolution> findBestSolution(MyProblem const& problem,
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Hardware const& hardware,
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double* fitness
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= nullptr) const override
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{
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typename Table::Transform transform
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= [&](Element library) -> std::shared_ptr<MySolution> {
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return library->findBestSolution(problem, hardware);
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};
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double localFitness = std::numeric_limits<double>::max();
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fitness = (fitness) ? fitness : &localFitness;
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std::shared_ptr<MySolution> solution;
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std::tie(solution, *fitness) = table->findBestMatch(problem, transform);
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return solution;
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}
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virtual SolutionSet<MySolution>
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findAllSolutions(MyProblem const& problem,
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Hardware const& hardware,
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SolutionLibrarySearchType searchType
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= SolutionLibrarySearchType::DEFAULT) const override
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{
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SolutionSet<MySolution> rv;
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auto matches = searchType != SolutionLibrarySearchType::DEFAULT
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? table->GetAll()
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: table->matchesInOrder(problem);
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for(auto const& row : matches)
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{
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auto rowSolutions = row->findAllSolutions(problem, hardware, searchType);
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rv.insert(rowSolutions.begin(), rowSolutions.end());
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}
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return rv;
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}
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virtual SolutionSet<MySolution>
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findAllSolutionsGroupedGemm(std::vector<MyProblem> const& problems,
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Hardware const& hardware,
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SolutionLibrarySearchType searchType
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= SolutionLibrarySearchType::DEFAULT) const override
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{
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SolutionSet<MySolution> rv;
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auto matches = searchType != SolutionLibrarySearchType::DEFAULT
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? table->GetAll()
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: table->matchesInOrder(problems[0]);
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for(auto const& row : matches)
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{
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auto rowSolutions
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= row->findAllSolutionsGroupedGemm(problems, hardware, searchType);
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rv.insert(rowSolutions.begin(), rowSolutions.end());
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}
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return rv;
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}
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virtual SolutionVector<MySolution> findTopSolutions(MyProblem const& problem,
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Hardware const& hardware,
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int numSolutions) const override
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{
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typename Table::Transform transform
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= [&](Element library) -> std::shared_ptr<MySolution> {
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return library->findBestSolution(problem, hardware);
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};
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SolutionVector<MySolution> solutions
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= table->findTopMatch(problem, transform, numSolutions);
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if(Debug::Instance().printLibraryLogicIndex())
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{
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if(!solutions.empty()) {
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std::cout << "Library logic index of top solutions: ";
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for (auto &rv : solutions)
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std::cout << rv->libraryLogicIndex << ", ";
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std::cout << std::endl;
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}
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else
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std::cout << "No solution found" << std::endl;
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}
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// can't reach the requested number, means findTop already done its best
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lastFindTopRetAll = (solutions.size() < numSolutions);
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return solutions;
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}
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virtual bool lastFindTopAlreadyRetAll() const override
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{
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return lastFindTopRetAll;
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}
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virtual SolutionVector<MySolution>
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findTopSolutionsGroupedGemm(std::vector<MyProblem> const& problems,
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Hardware const& hardware,
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int numSolutions) const override
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{
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typename Table::Transform transform
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= [&](Element library) -> std::shared_ptr<MySolution> {
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return library->findBestSolution(problems, hardware);
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};
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SolutionVector<MySolution> solutions
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= table->findTopMatch(problems[0], transform, numSolutions);
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return solutions;
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}
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};
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} // namespace TensileLite
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