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- #pragma once
- #ifdef __GNUC__
- #pragma GCC diagnostic push
- #pragma GCC diagnostic ignored "-Wunused-parameter"
- #endif
- //===- TFUtils.h - utilities for tensorflow C API ---------------*- 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_UTILS_TFUTILS_H
- #define LLVM_ANALYSIS_UTILS_TFUTILS_H
- #include "llvm/Config/llvm-config.h"
- #ifdef LLVM_HAVE_TFLITE
- #include "llvm/ADT/StringMap.h"
- #include "llvm/Analysis/TensorSpec.h"
- #include "llvm/IR/LLVMContext.h"
- #include "llvm/Support/JSON.h"
- #include <memory>
- #include <vector>
- namespace llvm {
- /// Load a SavedModel, find the given inputs and outputs, and setup storage
- /// for input tensors. The user is responsible for correctly dimensioning the
- /// input tensors and setting their values before calling evaluate().
- /// To initialize:
- /// - construct the object
- /// - initialize the input tensors using initInput. Indices must correspond to
- /// indices in the InputNames used at construction.
- /// To use:
- /// - set input values by using getInput to get each input tensor, and then
- /// setting internal scalars, for all dimensions (tensors are row-major:
- /// https://github.com/tensorflow/tensorflow/blob/r1.5/tensorflow/c/c_api.h#L205)
- /// - call evaluate. The input tensors' values are not consumed after this, and
- /// may still be read.
- /// - use the outputs in the output vector
- class TFModelEvaluatorImpl;
- class EvaluationResultImpl;
- class TFModelEvaluator final {
- public:
- /// The result of a model evaluation. Handles the lifetime of the output
- /// tensors, which means that their values need to be used before
- /// the EvaluationResult's dtor is called.
- class EvaluationResult {
- public:
- EvaluationResult(const EvaluationResult &) = delete;
- EvaluationResult &operator=(const EvaluationResult &Other) = delete;
- EvaluationResult(EvaluationResult &&Other);
- EvaluationResult &operator=(EvaluationResult &&Other);
- ~EvaluationResult();
- /// Get a (const) pointer to the first element of the tensor at Index.
- template <typename T> T *getTensorValue(size_t Index) {
- return static_cast<T *>(getUntypedTensorValue(Index));
- }
- template <typename T> const T *getTensorValue(size_t Index) const {
- return static_cast<T *>(getUntypedTensorValue(Index));
- }
- /// Get a (const) pointer to the untyped data of the tensor.
- void *getUntypedTensorValue(size_t Index);
- const void *getUntypedTensorValue(size_t Index) const;
- private:
- friend class TFModelEvaluator;
- EvaluationResult(std::unique_ptr<EvaluationResultImpl> Impl);
- std::unique_ptr<EvaluationResultImpl> Impl;
- };
- TFModelEvaluator(StringRef SavedModelPath,
- const std::vector<TensorSpec> &InputSpecs,
- const std::vector<TensorSpec> &OutputSpecs,
- const char *Tags = "serve");
- ~TFModelEvaluator();
- TFModelEvaluator(const TFModelEvaluator &) = delete;
- TFModelEvaluator(TFModelEvaluator &&) = delete;
- /// Evaluate the model, assuming it is valid. Returns std::nullopt if the
- /// evaluation fails or the model is invalid, or an EvaluationResult
- /// otherwise. The inputs are assumed to have been already provided via
- /// getInput(). When returning std::nullopt, it also invalidates this object.
- std::optional<EvaluationResult> evaluate();
- /// Provides access to the input vector.
- template <typename T> T *getInput(size_t Index) {
- return static_cast<T *>(getUntypedInput(Index));
- }
- /// Returns true if the tensorflow model was loaded successfully, false
- /// otherwise.
- bool isValid() const { return !!Impl; }
- /// Untyped access to input.
- void *getUntypedInput(size_t Index);
- private:
- std::unique_ptr<TFModelEvaluatorImpl> Impl;
- };
- } // namespace llvm
- #endif // LLVM_HAVE_TFLITE
- #endif // LLVM_ANALYSIS_UTILS_TFUTILS_H
- #ifdef __GNUC__
- #pragma GCC diagnostic pop
- #endif
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