FLImaging 6.5.16.1
ComputationalGraphGlobalMinPool2D.h
1#pragma once
2
3#if _MSC_VER >= 1900 && defined(_M_X64)
4
5#include "ComputationalGraph.h"
6#include "Tensor.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 CComputationalGraphGlobalMinPool2D : public CComputationalGraph<T>
21 {
22 private:
23 CComputationalGraphGlobalMinPool2D();
24
25 protected:
26 CComputationalGraphGlobalMinPool2D(const CComputationalGraphGlobalMinPool2D<T>& cg);
27
28 public:
29
30 CComputationalGraphGlobalMinPool2D(const CComputationalBase<T>& cbOperand);
31 virtual ~CComputationalGraphGlobalMinPool2D();
32
33 virtual CTensor<T>& Forward() override;
34 virtual CTensor<T>* Backward() override;
35 virtual CComputationalBase<T>* Clone() const override;
36 virtual const CResult PrintNodeParamInfo() const override;
37
38 virtual const CResult GetBinaryData(Base::CFLData& fldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
39 virtual const CResult GetBinaryData(Base::CFLData* pFldBinary, bool bSuperClass = false, int32_t i32Version = -1, bool bDumpMode = false) const override;
40
41 virtual const CResult SetBinaryData(const Base::CFLData& fldBinary, int64_t* pI64Offset = nullptr) override;
42 virtual const CResult SetBinaryData(const Base::CFLData* pFldBinary, int64_t* pI64Offset = nullptr) override;
43
44 virtual int64_t GetRequiredTemporaryMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1, int64_t i64MemoryIndex = 0) const override;
45 virtual int64_t GetRequiredDedicatedMemory(bool bTraining = false, bool bRecursively = true, int64_t i64BatchSize = 1) const override;
46 virtual const std::vector<int64_t>& GetEstimatedShape(bool bRecursive = true) const override;
47
48
49 DeclareGetClassType();
50 SupportToDuplicateObjectWithoutCreateNewObject(CComputationalGraphGlobalMinPool2D, *this);
51
52 protected:
53 virtual const CResult GlobalMinPool2D(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
54 virtual const CResult GlobalMinPool2D_Cuda(const CTensor<T>* pTsrOperand, CTensor<T>* pTsrResult);
55 virtual const CResult DerivativeImage();
56 virtual const CResult DerivativeImage_CUDA(bool bAddGradient);
57 int32_t m_I32PosSize;
58 CTensor<T> m_tsrPoolPos2D;
59
60 protected:
61 #ifdef CUDNN_MODE
62 CCuda_ComputationalGraphPooling2D_Cudnn<T>* m_pCudnn;
63 #endif
64
65 public:
66 DeclareGetSignletonObject(CComputationalGraphGlobalMinPool2D);
67 };
68
69 #define CCGFGlobalMinPool2D(...) (*(new CComputationalGraphGlobalMinPool2D<float>(__VA_ARGS__)))
70 #define CCGDGlobalMinPool2D(...) (*(new CComputationalGraphGlobalMinPool2D<double>(__VA_ARGS__)))
71
72 #define CCGTGlobalMinPool2D(T, ...) (*(new CComputationalGraphGlobalMinPool2D<T>(__VA_ARGS__)))
73 }
74}
75
76#endif