ComputationalGraphCustomAnomalyDetectionMinMaxDiff.h

#pragma once
 
#if _MSC_VER >= 1900 && defined(_M_X64)
 
#include "ComputationalGraph.h"
 
#include <vector>
 
namespace FLImaging
{
    namespace AI
    {
        #ifdef CUDNN_MODE
        template<typename T>
        class CCuda_ComputationalGraphPooling2D_Cudnn;
        #endif
 
        template <typename T>
        class FL_EXPORT CComputationalGraphCustomAnomalyDetectionMinMaxDiff : public CComputationalGraph<T>
        {
        protected:
            CComputationalGraphCustomAnomalyDetectionMinMaxDiff();
 
        protected:
            CComputationalGraphCustomAnomalyDetectionMinMaxDiff(const CComputationalGraphCustomAnomalyDetectionMinMaxDiff<T>& cg);
 
        public:
 
            CComputationalGraphCustomAnomalyDetectionMinMaxDiff(const CComputationalBase<T>& cbOperand, const CComputationalBase<T>& cbOperand2, int64_t i64KernelX = 2, int64_t i64KernelY = 2);
            virtual ~CComputationalGraphCustomAnomalyDetectionMinMaxDiff();
 
            virtual CTensor<T>& Forward() override;
            virtual CTensor<T>* Backward() override;
            virtual CComputationalBase<T>* Clone() const override;
 
            virtual const std::vector<int64_t>& GetEstimatedShape(bool bRecursive = true) 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 int64_t GetRequiredDedicatedMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1) const override;
 
 
            DeclareGetClassType();
            SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphCustomAnomalyDetectionMinMaxDiff, *this);
 
        protected:
            virtual const CResult CustomAnomalyDetectionMinMaxDiff(CTensor<T>* pTsrOperand1, CTensor<T>* pTsrOperand2, CTensor<T>* pTsrResult);
            virtual const CResult DerivativeImage();
 
            int64_t m_i64KernelX;
            int64_t m_i64KernelY;
 
            CTensor<T>* m_pTsrMaxPos;
 
        protected:
            #ifdef CUDNN_MODE
            CCuda_ComputationalGraphPooling2D_Cudnn<T>* m_pCudnn;
            #endif
 
        public:
            DeclareGetSignletonObject(CComputationalGraphCustomAnomalyDetectionMinMaxDiff);
        };
 
        #define CCGFCustomAnomalyDetectionMinMaxDiff(...) (*(new CComputationalGraphCustomAnomalyDetectionMinMaxDiff<float>(__VA_ARGS__)))
        #define CCGDCustomAnomalyDetectionMinMaxDiff(...) (*(new CComputationalGraphCustomAnomalyDetectionMinMaxDiff<double>(__VA_ARGS__)))
 
        #define CCGTCustomAnomalyDetectionMinMaxDiff(T, ...) (*(new CComputationalGraphCustomAnomalyDetectionMinMaxDiff<T>(__VA_ARGS__)))
    }
}
 
#endif