ComputationalGraphEmbedding.h

#pragma once
 
#if _MSC_VER >= 1900 && defined(_M_X64)
 
#include "ComputationalGraph.h"
 
namespace FLImaging
{
    namespace AI
    {
        template <typename T>
        class FL_EXPORT CComputationalGraphEmbedding : public CComputationalGraph<T>
        {
        private:
            CComputationalGraphEmbedding();
 
        protected:
            CComputationalGraphEmbedding(const CComputationalGraphEmbedding<T>& cg);
 
        public:
            CComputationalGraphEmbedding(const CComputationalBase<T>& cbOperand, int64_t i64NumEmbeddings, int64_t i64EmbeddingDim, int64_t i64PaddingIdx = 0, bool bNormalize = false, T tMaxNorm = FLT_MAX, T tNormType = 2.0f, bool bScaleGradByFreq = false, bool bFreeze = false);
            virtual ~CComputationalGraphEmbedding();
 
            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 GetRequiredTemporaryMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1, int64_t i64MemoryIndex = 0) const override;
 
            DeclareGetClassType();
            SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphEmbedding, *this);
 
        protected:
            int64_t m_i64NumEmbeddings;
            int64_t m_i64EmbeddingDim;
            int64_t m_i64PaddingIdx;
 
            bool m_bNormalize;
            T m_tMaxNorm;
            T m_tNormType;
            bool m_bScaleGradByFreq;
            bool m_bFreeze;
 
        protected:
            virtual const CResult NormalizeWeight();
 
        public:
            DeclareGetSignletonObject(CComputationalGraphEmbedding);
        };
 
        #define CCGFEmbedding(...) (*(new CComputationalGraphEmbedding<float>(__VA_ARGS__)))
        #define CCGDEmbedding(...) (*(new CComputationalGraphEmbedding<double>(__VA_ARGS__)))
 
        #define CCGTEmbedding(T, ...) (*(new CComputationalGraphEmbedding<T>(__VA_ARGS__)))
    }
}
 
#endif