ComputationalGraphCoordConv2D.h

#pragma once
 
#if _MSC_VER >= 1900 && defined(_M_X64)
 
#include "ComputationalGraphConv2D.h"
 
#include <vector>
 
namespace FLImaging
{
    namespace AI
    {
        template <typename T>
        class FL_EXPORT CComputationalGraphCoordConv2D : public CComputationalGraphConv2D<T>
        {
        private:
            CComputationalGraphCoordConv2D();
 
        protected:
            CComputationalGraphCoordConv2D(const CComputationalGraphCoordConv2D<T>& cg);
 
        public:
            // Operand1
            // 4th dim : Batch size
            // 3rd dim : Channels
            // 2nd dim : Height
            // 1st dim : Width
 
            // Kernel
            // 4th dim : Num of kernels
            // 3rd dim : Channels
            // 2nd dim : Height
            // 1st dim : Width
 
            CComputationalGraphCoordConv2D(const CComputationalBase<T>& cbOperand1, const CTensor<T>& tsrKernel, int64_t i64StrideX = 1, int64_t i64StrideY = 1, int64_t i64PaddingX = 0, int64_t i64PaddingY = 0, int64_t i64DilationX = 1, int64_t i64DilationY = 1, int64_t i64GroupCount = 1, bool bEnableRadius = false);
            virtual ~CComputationalGraphCoordConv2D();
 
            virtual const CResult MakeCoordTensor();
            virtual const CResult ExtractImageDer(CTensor<T>& tsrDerCoordPlus, bool bAddGradient);
 
            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(CComputationalGraphCoordConv2D, *this);
 
        protected:
            bool m_bEnableRadius;
 
            CTensor<T> m_tsrConcatenateBuffer;
            CTensor<T> m_tsrConcatenateDerivativeTemp;
 
        public:
            DeclareGetSignletonObject(CComputationalGraphCoordConv2D);
        };
 
        #define CCGFCoordConv2D(...) (*(new CComputationalGraphCoordConv2D<float>(__VA_ARGS__)))
        #define CCGDCoordConv2D(...) (*(new CComputationalGraphCoordConv2D<double>(__VA_ARGS__)))
 
        #define CCGTCoordConv2D(T, ...) (*(new CComputationalGraphCoordConv2D<T>(__VA_ARGS__)))
    }
}
#endif