FLImaging 6.5.16.1
ComputationalGraphAvgPool2D.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 CComputationalGraphAvgPool2D : public CComputationalGraph<T>
20 {
21 private:
22 CComputationalGraphAvgPool2D();
23
24 protected:
25 CComputationalGraphAvgPool2D(const CComputationalGraphAvgPool2D<T>& cg);
26
27 public:
28
29 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);
30 virtual ~CComputationalGraphAvgPool2D();
31
32 virtual CTensor<T>& Forward() override;
33 virtual CTensor<T>* Backward() override;
34 virtual CComputationalBase<T>* Clone() const override;
35
36 virtual const CResult GetBinaryData(Base::CFLData& fldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
37 virtual const CResult GetBinaryData(Base::CFLData* pFldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
38
39 virtual const CResult SetBinaryData(const Base::CFLData& fldBinary, int64_t* pI64Offset = nullptr) override;
40 virtual const CResult SetBinaryData(const Base::CFLData* pFldBinary, int64_t* pI64Offset = nullptr) override;
41
42 virtual const std::vector<int64_t>& GetEstimatedShape(bool bRecursive = true) const override;
43
44 virtual const CResult PrintNodeParamInfo() const override;
45 virtual int64_t GetRequiredDedicatedMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1) const override;
46
47
48 DeclareGetClassType();
49 SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphAvgPool2D, *this);
50
51 protected:
52 virtual const CResult AvgPool2D(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
53 virtual const CResult DerivativeImage();
54
55 int64_t m_i64StrideX;
56 int64_t m_i64StrideY;
57 int64_t m_i64PaddingX;
58 int64_t m_i64PaddingY;
59 int64_t m_i64KernelX;
60 int64_t m_i64KernelY;
61
62 protected:
63 #ifdef CUDNN_MODE
64 CCuda_ComputationalGraphPooling2D_Cudnn<T>* m_pCudnn;
65 #endif
66
67 public:
68 DeclareGetSignletonObject(CComputationalGraphAvgPool2D);
69 };
70
71 #define CCGFAvgPool2D(...) (*(new CComputationalGraphAvgPool2D<float>(__VA_ARGS__)))
72 #define CCGDAvgPool2D(...) (*(new CComputationalGraphAvgPool2D<double>(__VA_ARGS__)))
73
74 #define CCGTAvgPool2D(T, ...) (*(new CComputationalGraphAvgPool2D<T>(__VA_ARGS__)))
75 }
76}
77
78#endif