ComputationalGraphCustomAnomalyDetectionGradient.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 CComputationalGraphCustomAnomalyDetectionGradient : public CComputationalGraph<T>
        {
        protected:
            CComputationalGraphCustomAnomalyDetectionGradient();
 
        protected:
            CComputationalGraphCustomAnomalyDetectionGradient(const CComputationalGraphCustomAnomalyDetectionGradient<T>& cg);
 
        public:
 
            CComputationalGraphCustomAnomalyDetectionGradient(const CComputationalBase<T>& cbOperand, const CComputationalBase<T>& cbIndex, int64_t i64KernelX = 2, int64_t i64KernelY = 2, bool bInput = true);
            virtual ~CComputationalGraphCustomAnomalyDetectionGradient();
 
            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(CComputationalGraphCustomAnomalyDetectionGradient, *this);
 
        protected:
            virtual const CResult CustomAnomalyDetectionGradient(CTensor<T>* pTsrOperand1, CTensor<T>* pTsrOperand2, CTensor<T>* pTsrResult);
            virtual const CResult DerivativeImage();
 
            int64_t m_i64KernelX;
            int64_t m_i64KernelY;
            bool m_bInput;
 
        public:
            DeclareGetSignletonObject(CComputationalGraphCustomAnomalyDetectionGradient);
        };
 
        #define CCGFCustomAnomalyDetectionGradient(...) (*(new CComputationalGraphCustomAnomalyDetectionGradient<float>(__VA_ARGS__)))
        #define CCGDCustomAnomalyDetectionGradient(...) (*(new CComputationalGraphCustomAnomalyDetectionGradient<double>(__VA_ARGS__)))
 
        #define CCGTCustomAnomalyDetectionGradient(T, ...) (*(new CComputationalGraphCustomAnomalyDetectionGradient<T>(__VA_ARGS__)))
    }
}
 
#endif