cost_model.h 2.6 KB
Newer Older
H
Huihuang Zheng 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
// Copyright (c) 2021 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

#include <functional>
#include <map>
#include <memory>
#include <string>
#include <unordered_map>
#include <unordered_set>
#include <vector>

#include "paddle/fluid/framework/ir/graph.h"
#include "paddle/fluid/framework/ir/node.h"
#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/platform/profiler.h"
29
#include "paddle/fluid/platform/profiler/event_tracing.h"
H
Huihuang Zheng 已提交
30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86
#include "paddle/fluid/platform/variant.h"

namespace paddle {
namespace framework {

class CostData {
 public:
  CostData() {}

  ~CostData();

  // Support global block only
  // TODO(zhhsplendid): add support for sub-block
  double GetOpTimeMs(int op_id) const;
  double GetOpMemoryBytes(int op_id) const;
  double GetWholeTimeMs() const;
  double GetWholeMemoryBytes() const;

  const ir::Graph* GetGraph() const;
  const ProgramDesc* GetProgram() const;

  // Support Time Event only
  // TODO(zhhsplendid): add memory
  bool SetCostData(
      const ProgramDesc& program,
      const std::vector<std::vector<platform::Event>>& time_events);

  static const double NOT_MEASURED;

 private:
  ir::Graph* graph_{nullptr};
  ProgramDesc* program_{nullptr};
  std::map<int, double> op_time_ms_;  // from Op Node id to time
  std::map<int, double>
      op_memory_bytes_;         // from Op Node id to total memory bytes
  std::map<int, double> comm_;  // from Op Node id to communicate cost
  double whole_time_ms_{
      NOT_MEASURED};  // time cost of the whole program or graph
  double whole_memory_bytes_{
      NOT_MEASURED};  // memory cost of the whole program or graph
  double whole_comm_{
      NOT_MEASURED};  // communication cost of the whole program or graph
};

class CostModel {
 public:
  CostModel() {}
  ~CostModel() {}

  CostData ProfileMeasure(
      const ProgramDesc& main_program, const ProgramDesc& startup_program,
      const std::string& device,
      const std::vector<std::string>& fetch_cost_list) const;
};

}  // namespace framework
}  // namespace paddle