1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889 |
- #pragma once
- #ifdef __GNUC__
- #pragma GCC diagnostic push
- #pragma GCC diagnostic ignored "-Wunused-parameter"
- #endif
- //===- MLModelRunner.h ---- ML model runner interface -----------*- C++ -*-===//
- //
- // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
- // See https://llvm.org/LICENSE.txt for license information.
- // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
- //
- //===----------------------------------------------------------------------===//
- //
- #ifndef LLVM_ANALYSIS_MLMODELRUNNER_H
- #define LLVM_ANALYSIS_MLMODELRUNNER_H
- #include "llvm/Analysis/TensorSpec.h"
- #include "llvm/IR/PassManager.h"
- namespace llvm {
- class LLVMContext;
- /// MLModelRunner interface: abstraction of a mechanism for evaluating a
- /// tensorflow "saved model".
- /// NOTE: feature indices are expected to be consistent all accross
- /// MLModelRunners (pertaining to the same model), and also Loggers (see
- /// TFUtils.h)
- class MLModelRunner {
- public:
- // Disallows copy and assign.
- MLModelRunner(const MLModelRunner &) = delete;
- MLModelRunner &operator=(const MLModelRunner &) = delete;
- virtual ~MLModelRunner() = default;
- template <typename T> T evaluate() {
- return *reinterpret_cast<T *>(evaluateUntyped());
- }
- template <typename T, typename I> T *getTensor(I FeatureID) {
- return reinterpret_cast<T *>(
- getTensorUntyped(static_cast<size_t>(FeatureID)));
- }
- template <typename T, typename I> const T *getTensor(I FeatureID) const {
- return reinterpret_cast<const T *>(
- getTensorUntyped(static_cast<size_t>(FeatureID)));
- }
- void *getTensorUntyped(size_t Index) { return InputBuffers[Index]; }
- const void *getTensorUntyped(size_t Index) const {
- return (const_cast<MLModelRunner *>(this))->getTensorUntyped(Index);
- }
- enum class Kind : int { Unknown, Release, Development, NoOp };
- Kind getKind() const { return Type; }
- protected:
- MLModelRunner(LLVMContext &Ctx, Kind Type, size_t NrInputs)
- : Ctx(Ctx), Type(Type), InputBuffers(NrInputs) {
- assert(Type != Kind::Unknown);
- }
- virtual void *evaluateUntyped() = 0;
- void setUpBufferForTensor(size_t Index, const TensorSpec &Spec,
- void *Buffer) {
- if (!Buffer) {
- OwnedBuffers.emplace_back(Spec.getTotalTensorBufferSize());
- Buffer = OwnedBuffers.back().data();
- }
- InputBuffers[Index] = Buffer;
- }
- LLVMContext &Ctx;
- const Kind Type;
- private:
- std::vector<void *> InputBuffers;
- std::vector<std::vector<char *>> OwnedBuffers;
- };
- } // namespace llvm
- #endif // LLVM_ANALYSIS_MLMODELRUNNER_H
- #ifdef __GNUC__
- #pragma GCC diagnostic pop
- #endif
|