FLImaging 6.5.16.1
ComputationalGraphGlobalAvgPool2D.h
1#pragma once
2
3#if _MSC_VER >= 1900 && defined(_M_X64)
4
5#include "ComputationalGraph.h"
6
7#include <vector>
8
9namespace FLImaging
10{
11 namespace AI
12 {
13 #ifdef CUDNN_MODE
14 template<typename T>
15 class CCuda_ComputationalGraphPooling2D_Cudnn;
16 #endif
17
18 template <typename T>
19 class FL_EXPORT CComputationalGraphGlobalAvgPool2D : public CComputationalGraph<T>
20 {
21 private:
22 CComputationalGraphGlobalAvgPool2D();
23
24 protected:
25 CComputationalGraphGlobalAvgPool2D(const CComputationalGraphGlobalAvgPool2D<T>& cg);
26
27 public:
28
29 CComputationalGraphGlobalAvgPool2D(const CComputationalBase<T>& cbOperand);
30 virtual ~CComputationalGraphGlobalAvgPool2D();
31
32 virtual CTensor<T>& Forward() override;
33 virtual CTensor<T>* Backward() override;
34 virtual CComputationalBase<T>* Clone() const override;
35 virtual const CResult PrintNodeParamInfo() const override;
36
37 virtual const CResult GetBinaryData(Base::CFLData& fldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
38 virtual const CResult GetBinaryData(Base::CFLData* pFldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
39
40 virtual const CResult SetBinaryData(const Base::CFLData& fldBinary, int64_t* pI64Offset = nullptr) override;
41 virtual const CResult SetBinaryData(const Base::CFLData* pFldBinary, int64_t* pI64Offset = nullptr) override;
42
43 virtual const std::vector<int64_t>& GetEstimatedShape(bool bRecursive = true) const override;
44
45
46 DeclareGetClassType();
47 SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphGlobalAvgPool2D, *this);
48
49 protected:
50 virtual const CResult GlobalAvgPool2D(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
51 virtual const CResult GlobalAvgPool2D_Cuda(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
52 #ifdef CUDNN_MODE
53 virtual const CResult GlobalAvgPool2D_CUDNN(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
54 #endif
55 virtual const CResult DerivativeImage(bool bAddGradient);
56 #ifdef CUDNN_MODE
57 virtual const CResult DerivativeImage_CUDNN(bool bAddGradient);
58 #endif
59 virtual const CResult DerivativeImage_CUDA(bool bAddGradient);
60
61 protected:
62 #ifdef CUDNN_MODE
63 CCuda_ComputationalGraphPooling2D_Cudnn<T>* m_pCudnn;
64 #endif
65
66 public:
67 DeclareGetSignletonObject(CComputationalGraphGlobalAvgPool2D);
68 };
69
70 #define CCGFGlobalAvgPool2D(...) (*(new CComputationalGraphGlobalAvgPool2D<float>(__VA_ARGS__)))
71 #define CCGDGlobalAvgPool2D(...) (*(new CComputationalGraphGlobalAvgPool2D<double>(__VA_ARGS__)))
72
73 #define CCGTGlobalAvgPool2D(T, ...) (*(new CComputationalGraphGlobalAvgPool2D<T>(__VA_ARGS__)))
74 }
75}
76
77#endif