ComputationalGraphMaxOut.h

#pragma once
 
#if _MSC_VER >= 1900 && defined(_M_X64)
 
#include "ComputationalGraph.h"
#include "Tensor.h"
 
namespace FLImaging
{
    namespace AI
    {
        template <typename T>
        class FL_EXPORT CComputationalGraphMaxOut : public CComputationalGraph<T>
        {
            SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphMaxOut, *this);
        private:
            CComputationalGraphMaxOut();
 
        protected:
            CComputationalGraphMaxOut(const CComputationalGraphMaxOut<T>& cg);
 
        public:
            CComputationalGraphMaxOut(const CComputationalBase<T>& cbOperand1, const CTensor<T>& tsrWeight, const CTensor<T>& tsrBias, int64_t i64Axis = 1, int64_t i64NumUnitCount = -1, int64_t i64OutPutUnitCount = -1);
            CComputationalGraphMaxOut(const CComputationalBase<T>& cbOperand1, const CTensor<T>& tsrWeight, int64_t i64Axis = -1, int64_t i64MaxUnitCount = -1, int64_t i64OutPutUnitCount = -1);
            virtual ~CComputationalGraphMaxOut();
 
            virtual CTensor<T>& Forward() override;
            virtual CTensor<T>* Backward() override;
            virtual CComputationalBase<T>* Clone() const override;
            virtual const CResult PrintNodeParamInfo() const override;
 
            virtual const CResult GetBinaryData(Base::CFLData& fldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
            virtual const CResult GetBinaryData(Base::CFLData* pFldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
 
            virtual const CResult SetBinaryData(const Base::CFLData& fldBinary, int64_t* pI64Offset = nullptr) override;
            virtual const CResult SetBinaryData(const Base::CFLData* pFldBinary, int64_t* pI64Offset = nullptr) override;
 
            virtual const std::vector<int64_t>& GetEstimatedShape(bool bRecursive = true) const override;
 
            virtual int64_t GetRequiredDedicatedMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1) const override;
            virtual int64_t GetRequiredTemporaryMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1, int64_t i64MemoryIndex = 0) const override;
 
            DeclareGetClassType();
 
        protected:
            virtual const CResult MaxOutForward();
            virtual const CResult MaxOutForward_Cuda();
            virtual const CResult MaxOutBackward();
            virtual const CResult MaxOutBackward_Cuda();
            virtual const CResult MaxOutBackward_Weight();
            virtual const CResult MaxOutBackward_Weight_Cuda();
            virtual const CResult MaxOutBackward_Bias();
            virtual const CResult MaxOutBackward_Bias_Cuda();
            int64_t m_i64OutPutUnitCountOrg;
            int64_t m_i64MaxUnitCountOrg;
            int64_t m_i64OutPutUnitCount;
            int64_t m_i64MaxUnitCount;
            int64_t m_i64Axis;
            int64_t m_i64InnerTimes;
 
            CTensor<T> m_tsrUnitIndex;
            int64_t m_i64IndexCnt;
        public:
            DeclareGetSignletonObject(CComputationalGraphMaxOut);
        };
 
        #define CCGFMaxOut(...) (*(new CComputationalGraphMaxOut<float>(__VA_ARGS__)))
        #define CCGDMaxOut(...) (*(new CComputationalGraphMaxOut<double>(__VA_ARGS__)))
 
        #define CCGTMaxOut(T, ...) (*(new CComputationalGraphMaxOut<T>(__VA_ARGS__)))
    }
}
 
#endif