FLImaging 6.8.21.2
ComputationalGraphAvgPool2D.h
1#pragma once
2
3#if _MSC_VER >= 1900 && defined(_M_X64)
4
5#include "ComputationalGraph.h"
6#include "BackendAvgPool2D.h"
7
8#include <vector>
9
10namespace FLImaging
11{
12 namespace AI
13 {
14 #ifdef CUDNN_MODE
15 template<typename T>
16 class CCuda_ComputationalGraphPooling2D_Cudnn;
17 #endif
18
19 template <typename T>
20 class FL_EXPORT CComputationalGraphAvgPool2D : public CComputationalGraph<T>
21 {
22 private:
23 CComputationalGraphAvgPool2D();
24
25 protected:
26 CComputationalGraphAvgPool2D(const CComputationalGraphAvgPool2D<T>& cg);
27
28 public:
29
30 CComputationalGraphAvgPool2D(const CComputationalBase<T>& cbOperand, int64_t i64KernelX = 2, int64_t i64KernelY = 2, int64_t i64StrideX = 2, int64_t i64StrideY = 2, int64_t i64PaddingX = 0, int64_t i64PaddingY = 0);
31 virtual ~CComputationalGraphAvgPool2D();
32
33 virtual CTensor<T>& Forward() override;
34 virtual CTensor<T>* Backward() override;
35 virtual CComputationalBase<T>* Clone() 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 virtual const CResult PrintNodeParamInfo() const override;
46 virtual int64_t GetRequiredDedicatedMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1) const override;
47
48
49 DeclareGetClassType();
50 SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphAvgPool2D, *this);
51
52 protected:
53 virtual const CResult AvgPool2D(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
54 virtual const CResult DerivativeImage();
55
56 int64_t m_i64StrideX;
57 int64_t m_i64StrideY;
58 int64_t m_i64PaddingX;
59 int64_t m_i64PaddingY;
60 int64_t m_i64KernelX;
61 int64_t m_i64KernelY;
62
63 CBackendAvgPool2D<T> m_backendAvgPool2D;
64
65 protected:
66 #ifdef CUDNN_MODE
67 CCuda_ComputationalGraphPooling2D_Cudnn<T>* m_pCudnn;
68 #endif
69
70 public:
71 DeclareGetSignletonObject(CComputationalGraphAvgPool2D);
72 };
73
74 #define CCGFAvgPool2D(...) (*(new CComputationalGraphAvgPool2D<float>(__VA_ARGS__)))
75 #define CCGDAvgPool2D(...) (*(new CComputationalGraphAvgPool2D<double>(__VA_ARGS__)))
76
77 #define CCGTAvgPool2D(T, ...) (*(new CComputationalGraphAvgPool2D<T>(__VA_ARGS__)))
78 }
79}
80
81#endif