cxx_api.h 2.6 KB
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// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

#pragma once
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#include "paddle/fluid/lite/core/op_executor.h"
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#include "paddle/fluid/lite/core/op_lite.h"
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#include "paddle/fluid/lite/core/optimizer.h"
#include "paddle/fluid/lite/core/program.h"
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#include "paddle/fluid/lite/core/types.h"
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#include "paddle/fluid/lite/model_parser/model_parser.h"

namespace paddle {
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namespace lite {

struct Config {};

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class CxxPredictor {
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 public:
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  CxxPredictor() { scope_ = std::make_shared<Scope>(); }
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  void Build(const std::string& model_path, const Place& prefer_place,
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             const std::vector<Place>& valid_places) {
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    LoadModel(model_path, scope_.get(), &program_desc_);
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    Program program(program_desc_, scope_, valid_places);
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    optimizer_.KernelPickPreferPlace(prefer_place);
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    core::KernelPickFactor factor;
    factor.ConsiderTarget();
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    optimizer_.Run(std::move(program), valid_places, factor);
    program_ = optimizer_.GenRuntimeProgram();
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  }

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  void SaveModel(const std::string& dir);

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  // Get offset-th col of feed.
  Tensor* GetInput(size_t offset) {
    auto* _feed_list = program_->exec_scope()->FindVar("feed");
    CHECK(_feed_list) << "no feed variable in exec_scope";
    auto* feed_list = _feed_list->GetMutable<std::vector<Tensor>>();
    if (offset >= feed_list->size()) {
      feed_list->resize(offset + 1);
    }
    return &feed_list->at(offset);
  }

  const Tensor* GetOutput(size_t offset) {
    auto* _fetch_list = program_->exec_scope()->FindVar("fetch");
    CHECK(_fetch_list) << "no fatch variable in exec_scope";
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    auto& fetch_list = *_fetch_list->GetMutable<std::vector<lite::Tensor>>();
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    CHECK_LT(offset, fetch_list.size()) << "offset " << offset << " overflow";
    return &fetch_list.at(offset);
  }

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  void Run() { program_->Run(); }
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  const framework::proto::ProgramDesc& program_desc() const {
    return program_desc_;
  }

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 private:
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  Optimizer optimizer_;
  framework::proto::ProgramDesc program_desc_;
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  std::shared_ptr<Scope> scope_;
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  std::unique_ptr<RuntimeProgram> program_;
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};

}  // namespace lite
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}  // namespace paddle