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
520 lines
20 KiB
C++
520 lines
20 KiB
C++
/*******************************************************************************
|
|
*
|
|
* MIT License
|
|
*
|
|
* Copyright (C) 2022-2026 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 <atomic>
|
|
#include <optional>
|
|
#include <set>
|
|
|
|
#include <Tensile/AMDGPU.hpp>
|
|
#include <Tensile/ContractionProblemPredicates.hpp>
|
|
#include <Tensile/Debug.hpp>
|
|
#include <Tensile/PredicateDebugger.hpp>
|
|
#include <Tensile/Predicates.hpp>
|
|
#include <Tensile/SolutionLibrary.hpp>
|
|
|
|
#include <tensilelitehost/export.h>
|
|
|
|
namespace TensileLite
|
|
{
|
|
/**
|
|
* \addtogroup SolutionLibrary
|
|
* @{
|
|
*/
|
|
template <typename MyProblem, typename MySolution>
|
|
using LibraryEntry = std::shared_ptr<SolutionLibrary<MyProblem, MySolution>>;
|
|
template <typename MyProblem, typename MySolution, typename MyPredicate>
|
|
using LibraryRow = std::pair<MyPredicate, LibraryEntry<MyProblem, MySolution>>;
|
|
|
|
/**
|
|
* Represents a set of sub-libraries, each with associated predicates. It
|
|
* should be placed in order of best to worst solutions. We assume the best
|
|
* solution is the first one where we match the predicates.
|
|
*
|
|
* Examples: Picking solutions written for a particular GPU, solutions that
|
|
* assume that a particular size is a multiple of something, etc.
|
|
*/
|
|
template <typename MyProblem, typename MySolution, typename MyPredicate>
|
|
struct ExactLogicLibrary : public SolutionLibrary<MyProblem, MySolution>
|
|
{
|
|
using Row = LibraryRow<MyProblem, MySolution, MyPredicate>;
|
|
std::vector<Row> rows;
|
|
mutable std::atomic<bool> lastFindTopRetAll = false;
|
|
|
|
ExactLogicLibrary() = default;
|
|
ExactLogicLibrary(std::initializer_list<Row> init)
|
|
: rows(init)
|
|
{
|
|
}
|
|
|
|
ExactLogicLibrary(std::vector<Row> const& init)
|
|
: rows(init)
|
|
{
|
|
}
|
|
|
|
virtual std::shared_ptr<MySolution> getSolutionByIndex(MyProblem const& problem,
|
|
Hardware const& hardware,
|
|
const int index) const override
|
|
{
|
|
std::shared_ptr<MySolution> rv;
|
|
const bool streamK = Debug::Instance().useExperimentalSelection() == 2;
|
|
|
|
for(auto const& row : rows)
|
|
{
|
|
if(row.first.value->type() == "ExperimentalStreamK" && !streamK)
|
|
continue;
|
|
|
|
if(row.first(problem, hardware))
|
|
{
|
|
rv = row.second->getSolutionByIndex(problem, hardware, index);
|
|
if(rv)
|
|
return rv;
|
|
}
|
|
}
|
|
|
|
return rv;
|
|
}
|
|
|
|
virtual std::shared_ptr<MySolution> findBestSolution(MyProblem const& problem,
|
|
Hardware const& hardware,
|
|
double* fitness
|
|
= nullptr) const override
|
|
{
|
|
std::shared_ptr<MySolution> fallbackRv;
|
|
const bool streamK = Debug::Instance().useExperimentalSelection() == 2;
|
|
|
|
// Return exact match immediately; otherwise keep first successful fallback.
|
|
for(auto const& row : rows)
|
|
{
|
|
if(row.first.value->type() == "ExperimentalStreamK" && !streamK)
|
|
continue;
|
|
|
|
if(!row.first(problem, hardware))
|
|
continue;
|
|
|
|
if(!row.first.isFallbackMatch(hardware))
|
|
{
|
|
auto rv = row.second->findBestSolution(problem, hardware, fitness);
|
|
|
|
if(rv
|
|
&& dynamic_cast<Predicates::Contraction::EqualityMatching*>(
|
|
row.first.value.get()))
|
|
rv->tag = MySolution::MatchingTag::Equal;
|
|
|
|
if(rv)
|
|
{
|
|
if(Debug::Instance().printDeviceSelection())
|
|
{
|
|
std::cout << " Solution found (exact): " << rv->name()
|
|
<< " [MatchingTag: " << rv->matchingTag() << "]" << std::endl;
|
|
}
|
|
return rv;
|
|
}
|
|
}
|
|
else if(!fallbackRv)
|
|
{
|
|
fallbackRv = row.second->findBestSolution(problem, hardware, fitness);
|
|
|
|
if(fallbackRv
|
|
&& dynamic_cast<Predicates::Contraction::EqualityMatching*>(
|
|
row.first.value.get()))
|
|
fallbackRv->tag = MySolution::MatchingTag::Equal;
|
|
}
|
|
}
|
|
|
|
if(fallbackRv && Debug::Instance().printDeviceSelection())
|
|
{
|
|
std::cout << " Solution found (fallback): " << fallbackRv->name()
|
|
<< " [MatchingTag: " << fallbackRv->matchingTag() << "]" << std::endl;
|
|
}
|
|
|
|
return fallbackRv;
|
|
}
|
|
|
|
public:
|
|
|
|
virtual SolutionSet<MySolution>
|
|
findAllSolutions(MyProblem const& problem,
|
|
Hardware const& hardware,
|
|
SolutionLibrarySearchType searchType
|
|
= SolutionLibrarySearchType::DEFAULT) const override
|
|
{
|
|
SolutionSet<MySolution> rv;
|
|
const bool debug = Debug::Instance().printPropertyEvaluation();
|
|
const bool streamK = Debug::Instance().useExperimentalSelection() == 2;
|
|
const auto& excludedLib = Debug::Instance().excludedLibFromGetAll();
|
|
|
|
auto amdGPU = static_cast<AMDGPU const*>(&hardware);
|
|
bool isStandardCUDevice = amdGPU->isStandardCU();
|
|
|
|
for(auto const& row : rows)
|
|
{
|
|
// we want to exclude this lib from getAll. If the Set is not empty,
|
|
// it means we want to skip searched GridBased, Prediction.
|
|
// But if this is a non-standard-CU GPU, we still need to search all for CU-Fallback solutions.
|
|
// In this case, we don't skip the excludedLib.
|
|
if(!excludedLib.empty() && isStandardCUDevice)
|
|
{
|
|
if(excludedLib.count(row.first.value->type()))
|
|
continue;
|
|
}
|
|
|
|
if(row.first.value->type() == "ExperimentalStreamK" && !streamK)
|
|
continue;
|
|
|
|
if(row.first.value->type() == "AMDGPU" && !row.first(problem, hardware))
|
|
continue;
|
|
|
|
auto rowSolutions = row.second->findAllSolutions(problem, hardware, searchType);
|
|
|
|
// hipblaslt_ext::matmulIsTuned() -> rocblaslt_matmul_is_tuned() needs this Equal test
|
|
if(dynamic_cast<Predicates::Contraction::EqualityMatching*>(row.first.value.get()))
|
|
{
|
|
for(auto& sol : rowSolutions)
|
|
sol->tag = MySolution::MatchingTag::Equal;
|
|
}
|
|
// except for Equal, we test others only when debug mode.
|
|
else if(debug)
|
|
{
|
|
if(dynamic_cast<Predicates::Contraction::GridBasedMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : rowSolutions)
|
|
sol->tag = MySolution::MatchingTag::GridBased;
|
|
}
|
|
else if(dynamic_cast<Predicates::Contraction::RangeMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : rowSolutions)
|
|
sol->tag = MySolution::MatchingTag::Range;
|
|
}
|
|
else if(dynamic_cast<Predicates::Contraction::FreeSizeMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : rowSolutions)
|
|
sol->tag = MySolution::MatchingTag::FreeSize;
|
|
}
|
|
else if(dynamic_cast<Predicates::Contraction::PredictionMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : rowSolutions)
|
|
sol->tag = MySolution::MatchingTag::Prediction;
|
|
}
|
|
// TODO- Experimental?
|
|
}
|
|
|
|
rv.insert(rowSolutions.begin(), rowSolutions.end());
|
|
}
|
|
|
|
return rv;
|
|
}
|
|
|
|
virtual SolutionSet<MySolution>
|
|
findAllSolutionsGroupedGemm(std::vector<MyProblem> const& problems,
|
|
Hardware const& hardware,
|
|
SolutionLibrarySearchType searchType
|
|
= SolutionLibrarySearchType::DEFAULT) const override
|
|
{
|
|
SolutionSet<MySolution> rv;
|
|
|
|
for(auto const& row : rows)
|
|
{
|
|
if(row.first.value->type() == "AMDGPU" && !row.first(problems[0], hardware))
|
|
continue;
|
|
|
|
auto rowSolutions
|
|
= row.second->findAllSolutionsGroupedGemm(problems, hardware, searchType);
|
|
rv.insert(rowSolutions.begin(), rowSolutions.end());
|
|
}
|
|
|
|
return rv;
|
|
}
|
|
|
|
virtual std::string description() const override
|
|
{
|
|
return concatenate(this->type(), " library (", rows.size(), " rows)");
|
|
}
|
|
|
|
virtual SolutionVector<MySolution> findTopSolutions(MyProblem const& problem,
|
|
Hardware const& hardware,
|
|
int numSolutions) const override
|
|
{
|
|
SolutionVector<MySolution> rv, solutions;
|
|
const bool debug = Debug::Instance().printPropertyEvaluation();
|
|
const bool streamK = Debug::Instance().useExperimentalSelection() == 2;
|
|
|
|
const auto forceDynamic = Debug::Instance().streamK5ForceMode();
|
|
const bool effectiveDynamic =
|
|
(forceDynamic == 1) ||
|
|
(forceDynamic != 0 && problem.getParams().streamKTileSchedulingMode() != 0);
|
|
const bool predictionLib = Debug::Instance().usePredictionLibrary() || effectiveDynamic;
|
|
|
|
// false in case of early return;
|
|
lastFindTopRetAll = false;
|
|
|
|
for(auto const& row : rows)
|
|
{
|
|
if(row.first.value->type() == "ExperimentalStreamK" && !streamK)
|
|
continue;
|
|
|
|
if(predictionLib
|
|
&& ((row.first.value->type() == "EqualityMatching")
|
|
|| (row.first.value->type() == "RangeMatching")))
|
|
continue;
|
|
|
|
if(row.first(problem, hardware))
|
|
{
|
|
solutions
|
|
= row.second->findTopSolutions(problem, hardware, numSolutions - rv.size());
|
|
|
|
// hipblaslt_ext::matmulIsTuned() -> rocblaslt_matmul_is_tuned() needs this Equal test
|
|
if(dynamic_cast<Predicates::Contraction::EqualityMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : solutions)
|
|
sol->tag = MySolution::MatchingTag::Equal;
|
|
}
|
|
// except for Equal, we test others only when debug mode.
|
|
else if(debug)
|
|
{
|
|
if(dynamic_cast<Predicates::Contraction::GridBasedMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : solutions)
|
|
sol->tag = MySolution::MatchingTag::GridBased;
|
|
}
|
|
else if(dynamic_cast<Predicates::Contraction::RangeMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : solutions)
|
|
sol->tag = MySolution::MatchingTag::Range;
|
|
}
|
|
else if(dynamic_cast<Predicates::Contraction::FreeSizeMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : solutions)
|
|
sol->tag = MySolution::MatchingTag::FreeSize;
|
|
}
|
|
else if(dynamic_cast<Predicates::Contraction::PredictionMatching*>(
|
|
row.first.value.get()))
|
|
{
|
|
for(auto& sol : solutions)
|
|
sol->tag = MySolution::MatchingTag::Prediction;
|
|
}
|
|
// TODO- Experimental
|
|
}
|
|
|
|
rv.insert(std::end(rv), std::begin(solutions), std::end(solutions));
|
|
if(rv.size() == numSolutions)
|
|
return rv;
|
|
}
|
|
}
|
|
|
|
// can't reach the requested number, means findTop already done its best
|
|
lastFindTopRetAll = (rv.size() < numSolutions);
|
|
return rv;
|
|
}
|
|
|
|
virtual bool lastFindTopAlreadyRetAll() const override
|
|
{
|
|
return lastFindTopRetAll;
|
|
}
|
|
|
|
virtual SolutionVector<MySolution>
|
|
findTopSolutionsGroupedGemm(std::vector<MyProblem> const& problems,
|
|
Hardware const& hardware,
|
|
int numSolutions) const override
|
|
{
|
|
SolutionVector<MySolution> rv, solutions;
|
|
|
|
for(auto const& row : rows)
|
|
{
|
|
if(row.first(problems[0], hardware))
|
|
{
|
|
solutions = row.second->findTopSolutionsGroupedGemm(
|
|
problems, hardware, numSolutions - rv.size());
|
|
rv.insert(std::end(rv), std::begin(solutions), std::end(solutions));
|
|
if(rv.size() == numSolutions)
|
|
return rv;
|
|
}
|
|
}
|
|
|
|
return rv;
|
|
}
|
|
};
|
|
|
|
struct HardwarePredicate
|
|
{
|
|
std::shared_ptr<Predicates::Predicate<Hardware>> value;
|
|
|
|
// The chip IDs this predicate targets, if any. Set by callers that
|
|
// know the chip IDs (e.g. makeHwPred, deserialization). When empty
|
|
// the predicate has no chip-ID constraint and every match is exact.
|
|
std::set<int> targetPciChipIds;
|
|
|
|
HardwarePredicate() = default;
|
|
HardwarePredicate(std::shared_ptr<Predicates::Predicate<Hardware>> init,
|
|
std::optional<int> chipId = std::nullopt)
|
|
: value(init)
|
|
{
|
|
if(chipId)
|
|
targetPciChipIds.insert(chipId.value());
|
|
}
|
|
|
|
HardwarePredicate(std::shared_ptr<Predicates::Predicate<Hardware>> init,
|
|
std::set<int> chipIds)
|
|
: value(init)
|
|
, targetPciChipIds(chipIds)
|
|
{
|
|
}
|
|
|
|
template <typename Any>
|
|
bool operator()(Any const& problem, Hardware const& hardware) const
|
|
{
|
|
bool debug = Debug::Instance().printDeviceSelection();
|
|
bool rv = (*value)(hardware);
|
|
|
|
if(debug)
|
|
{
|
|
PredicateDebugger::printHeader(std::cout, "ExactLogic: Hardware");
|
|
value->debugEval(hardware, std::cout);
|
|
PredicateDebugger::printFooter(std::cout, rv);
|
|
}
|
|
|
|
return rv;
|
|
}
|
|
|
|
// A match is a fallback when the predicate targets a specific chip ID
|
|
// and the GPU's chip ID is different (operator() already confirmed
|
|
// compatibility via ChipIdRegistry::canUseSolution).
|
|
bool isFallbackMatch(Hardware const& hardware) const
|
|
{
|
|
if(targetPciChipIds.empty())
|
|
return false;
|
|
|
|
auto gpuChipId = hardware.pciChipId();
|
|
if(!gpuChipId)
|
|
return false;
|
|
|
|
return targetPciChipIds.count(gpuChipId.value()) == 0;
|
|
}
|
|
};
|
|
|
|
template <typename MyProblem, typename MySolution>
|
|
struct HardwareSelectionLibrary
|
|
: public ExactLogicLibrary<MyProblem, MySolution, HardwarePredicate>
|
|
{
|
|
using Base = ExactLogicLibrary<MyProblem, MySolution, HardwarePredicate>;
|
|
|
|
HardwareSelectionLibrary() = default;
|
|
HardwareSelectionLibrary(std::initializer_list<typename Base::Row> init)
|
|
: Base(init)
|
|
{
|
|
}
|
|
|
|
HardwareSelectionLibrary(std::vector<typename Base::Row> const& init)
|
|
: Base(init)
|
|
{
|
|
}
|
|
|
|
static std::string Type()
|
|
{
|
|
return "Hardware";
|
|
}
|
|
virtual std::string type() const override
|
|
{
|
|
return Type();
|
|
}
|
|
};
|
|
|
|
template <typename MyProblem>
|
|
struct ProblemPredicate
|
|
{
|
|
std::shared_ptr<Predicates::Predicate<MyProblem>> value;
|
|
|
|
ProblemPredicate() = default;
|
|
ProblemPredicate(std::shared_ptr<Predicates::Predicate<MyProblem>> init)
|
|
: value(init)
|
|
{
|
|
}
|
|
|
|
bool operator()(MyProblem const& problem, Hardware const& hardware) const
|
|
{
|
|
bool debug = Debug::Instance().printPredicateEvaluation();
|
|
bool rv = (*value)(problem);
|
|
|
|
if(debug)
|
|
{
|
|
PredicateDebugger::printHeader(std::cout, "ExactLogic: Problem");
|
|
value->debugEval(problem, std::cout);
|
|
PredicateDebugger::printFooter(std::cout, rv);
|
|
}
|
|
|
|
return rv;
|
|
}
|
|
|
|
// Problem predicates never involve hardware fallback.
|
|
bool isFallbackMatch(Hardware const&) const
|
|
{
|
|
return false;
|
|
}
|
|
};
|
|
|
|
template <typename MyProblem, typename MySolution>
|
|
struct ProblemSelectionLibrary
|
|
: public ExactLogicLibrary<MyProblem, MySolution, ProblemPredicate<MyProblem>>
|
|
{
|
|
using Base = ExactLogicLibrary<MyProblem, MySolution, ProblemPredicate<MyProblem>>;
|
|
|
|
ProblemSelectionLibrary() = default;
|
|
ProblemSelectionLibrary(std::initializer_list<typename Base::Row> init)
|
|
: Base(init)
|
|
{
|
|
}
|
|
|
|
ProblemSelectionLibrary(std::vector<typename Base::Row> const& init)
|
|
: Base(init)
|
|
{
|
|
}
|
|
|
|
static std::string Type()
|
|
{
|
|
return "Problem";
|
|
}
|
|
virtual std::string type() const
|
|
{
|
|
return Type();
|
|
}
|
|
};
|
|
|
|
/**
|
|
* @}
|
|
*/
|
|
|
|
} // namespace TensileLite
|
|
|