MNN/source/core/SizeComputer.hpp

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//
// SizeComputer.hpp
// MNN
//
// Created by MNN on 2019/01/23.
// Copyright © 2018, Alibaba Group Holding Limited
//
#ifndef SizeComputer_hpp
#define SizeComputer_hpp
#include <map>
#include <string>
#include <vector>
#include "Execution.hpp"
#include "MNN_generated.h"
#include "Tensor.hpp"
#define FLOPS_M 1000000.0f
namespace MNN {
/** computer for op. calculate input and output tensors' shape. when analyzing model, calculate flops too. */
class SizeComputer {
friend class SizeComputerSuite;
public:
/**
* @brief deinitializer.
*/
virtual ~SizeComputer() = default;
public:
/**
* @brief calculate input and output tensors' shape for given op.
* @param op given op.
* @param inputs given input tensors.
* @param outputs given output tensors.
* @return true if success, false otherwise.
*/
virtual bool onComputeSize(const MNN::Op* op, const std::vector<Tensor*>& inputs,
const std::vector<Tensor*>& outputs) const = 0;
/**
* @brief calculate the flops of this op with the info of inputs size.
* @param op given op.
* @param inputs given input tensors.
* @param outputs given output tensors.
* @return the flops in M.
*/
virtual float onComputeFlops(const MNN::Op* op, const std::vector<Tensor*>& inputs,
const std::vector<Tensor*>& outputs) const;
/**
* @brief calculate input and output tensors' shape for any registed op.
* @param op given registed op.
* @param inputs given input tensors.
* @param outputs given output tensors.
* @return true if success, false otherwise.
*/
static bool computeOutputSize(const MNN::Op* op, const std::vector<Tensor*>& inputs,
const std::vector<Tensor*>& outputs);
};
/** size computer suite */
class SizeComputerSuite {
public:
/**
* @brief deinitializer.
*/
~SizeComputerSuite();
/**
* @brief get shared instance.
* @return shared instance.
*/
static SizeComputerSuite* get();
public:
/**
* @brief register size computer for designated type
* @param computer size computer
* @param type designated type
*/
void insert(SizeComputer* computer, OpType type);
/**
* @brief query size computer for designated type
* @param type designated type
* @return size computer if found, nullptr otherwise.
*/
SizeComputer* search(OpType type);
private:
/** shared instance */
static SizeComputerSuite* gInstance;
/** registered size computer */
std::map<OpType, SizeComputer*> mRegistry;
};
/** register for size computer */
template <class T>
class SizeComputerRegister {
public:
/**
* @brief initializer. register size computer to suite.
* @param type designated type
*/
SizeComputerRegister(OpType type) {
T* test = new T;
SizeComputerSuite* ts = SizeComputerSuite::get();
ts->insert(test, type);
}
};
} // namespace MNN
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#ifdef MNN_CODEGEN_REGISTER
#define REGISTER_SHAPE(name, op) \
void ___##name##__##op##__() { \
SizeComputerSuite* ts = SizeComputerSuite::get(); \
ts->insert(new name, op); \
}
#else
#define REGISTER_SHAPE(name, op) static SizeComputerRegister<name> _Shape##op(op)
#endif
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#endif