| 1 | //===- MLGOUtils.h - Utilities for MLGO Release Mode ------------*- C++ -*-===// |
| 2 | // |
| 3 | // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
| 4 | // See https://llvm.org/LICENSE.txt for license information. |
| 5 | // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| 6 | // |
| 7 | //===----------------------------------------------------------------------===// |
| 8 | /// |
| 9 | /// \file |
| 10 | /// This file provides helper functions for creating MLModelRunners and checking |
| 11 | /// model validity in release mode. |
| 12 | /// |
| 13 | //===----------------------------------------------------------------------===// |
| 14 | |
| 15 | #ifndef LLVM_ANALYSIS_UTILS_MLGOUTILS_H |
| 16 | #define LLVM_ANALYSIS_UTILS_MLGOUTILS_H |
| 17 | |
| 18 | #include "llvm/ADT/StringRef.h" |
| 19 | #include "llvm/Analysis/InteractiveModelRunner.h" |
| 20 | #include "llvm/Analysis/MLModelRunner.h" |
| 21 | #include "llvm/Analysis/ReleaseModeModelRunner.h" |
| 22 | #include "llvm/Analysis/TensorSpec.h" |
| 23 | #include "llvm/IR/LLVMContext.h" |
| 24 | #include "llvm/Support/CommandLine.h" |
| 25 | #include <memory> |
| 26 | #include <string> |
| 27 | #include <vector> |
| 28 | |
| 29 | namespace llvm { |
| 30 | |
| 31 | /// Helper to check if a release-mode ML advisor has a valid model to execute. |
| 32 | /// Overload for cl::opt<EnumType>. |
| 33 | template <class CompiledModelType, class EnumType, bool ExternalStorage, |
| 34 | class ParserClass> |
| 35 | bool isReleaseModelValid( |
| 36 | StringRef InteractiveChannelBaseName, |
| 37 | const cl::opt<EnumType, ExternalStorage, ParserClass> &SelectedModel, |
| 38 | EnumType DefaultModelVal = EnumType::Default) { |
| 39 | return isEmbeddedModelEvaluatorValid<CompiledModelType>() || |
| 40 | !InteractiveChannelBaseName.empty() || |
| 41 | SelectedModel != DefaultModelVal; |
| 42 | } |
| 43 | |
| 44 | /// Helper to check if a release-mode ML advisor has a valid model to execute. |
| 45 | /// Overload for plain EnumType. |
| 46 | template <class CompiledModelType, class EnumType> |
| 47 | bool isReleaseModelValid(StringRef InteractiveChannelBaseName, |
| 48 | EnumType SelectedModel, |
| 49 | EnumType DefaultModelVal = EnumType::Default) { |
| 50 | return isEmbeddedModelEvaluatorValid<CompiledModelType>() || |
| 51 | !InteractiveChannelBaseName.empty() || |
| 52 | SelectedModel != DefaultModelVal; |
| 53 | } |
| 54 | |
| 55 | /// Helper to construct the appropriate MLModelRunner in release mode: |
| 56 | /// 1. InteractiveModelRunner if an interactive channel is specified. |
| 57 | /// 2. EmitCModelRunner if MLIR lowering is enabled. |
| 58 | /// 3. ReleaseModeModelRunner<CompiledModelType> otherwise. |
| 59 | template <class CompiledModelType, bool HaveMLIRLowering, class CreateEmitCFunc> |
| 60 | std::unique_ptr<MLModelRunner> createReleaseModeModelRunner( |
| 61 | LLVMContext &Ctx, const std::vector<TensorSpec> &InputFeatures, |
| 62 | StringRef DecisionName, const std::string &InteractiveChannelBaseName, |
| 63 | const TensorSpec &InteractiveDecisionSpec, |
| 64 | CreateEmitCFunc &&CreateEmitCModelRunner, |
| 65 | const EmbeddedModelRunnerOptions &Options = {}) { |
| 66 | if (!InteractiveChannelBaseName.empty()) { |
| 67 | return std::make_unique<InteractiveModelRunner>( |
| 68 | args&: Ctx, args: InputFeatures, args: InteractiveDecisionSpec, |
| 69 | args: InteractiveChannelBaseName + ".out" , |
| 70 | args: InteractiveChannelBaseName + ".in" ); |
| 71 | } |
| 72 | if constexpr (HaveMLIRLowering) { |
| 73 | return CreateEmitCModelRunner(Ctx, InputFeatures); |
| 74 | } else { |
| 75 | return std::make_unique<ReleaseModeModelRunner<CompiledModelType>>( |
| 76 | Ctx, InputFeatures, DecisionName, Options); |
| 77 | } |
| 78 | } |
| 79 | |
| 80 | } // namespace llvm |
| 81 | |
| 82 | #endif // LLVM_ANALYSIS_UTILS_MLGOUTILS_H |
| 83 | |