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paddlepaddle--paddle/paddle/fluid/framework/ir/cost_model.h
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2026-07-13 12:40:42 +08:00

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// 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/phi/core/platform/profiler.h"
#include "paddle/phi/core/platform/profiler/event_tracing.h"
namespace paddle {
namespace framework {
class PADDLE_API 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<phi::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 PADDLE_API 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