HDlModel.h 7.6 KB

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  1. /***********************************************************
  2. * File generated by the HALCON-Compiler hcomp version 20.11
  3. * Usage: Interface to C++
  4. *
  5. * Software by: MVTec Software GmbH, www.mvtec.com
  6. ***********************************************************/
  7. #ifndef HCPP_HDLMODEL
  8. #define HCPP_HDLMODEL
  9. namespace HalconCpp
  10. {
  11. // Represents an instance of a Deep Neural Network.
  12. class LIntExport HDlModel : public HHandle
  13. {
  14. public:
  15. // Create an uninitialized instance
  16. HDlModel():HHandle() {}
  17. // Copy constructor
  18. HDlModel(const HDlModel& source) : HHandle(source) {}
  19. // Copy constructor
  20. HDlModel(const HHandle& handle);
  21. // Create HDlModel from handle, taking ownership
  22. explicit HDlModel(Hlong handle);
  23. bool operator==(const HHandle& obj) const
  24. {
  25. return HHandleBase::operator==(obj);
  26. }
  27. bool operator!=(const HHandle& obj) const
  28. {
  29. return HHandleBase::operator!=(obj);
  30. }
  31. protected:
  32. // Verify matching semantic type ('dl_model')!
  33. virtual void AssertType(Hphandle handle) const;
  34. public:
  35. // Deep copy of all data represented by this object instance
  36. HDlModel Clone() const;
  37. /*****************************************************************************
  38. * Operator-based class constructors
  39. *****************************************************************************/
  40. // create_dl_model_detection: Create a deep learning network for object detection.
  41. explicit HDlModel(const HString& Backbone, Hlong NumClasses, const HDict& DLModelDetectionParam);
  42. // create_dl_model_detection: Create a deep learning network for object detection.
  43. explicit HDlModel(const char* Backbone, Hlong NumClasses, const HDict& DLModelDetectionParam);
  44. #ifdef _WIN32
  45. // create_dl_model_detection: Create a deep learning network for object detection.
  46. explicit HDlModel(const wchar_t* Backbone, Hlong NumClasses, const HDict& DLModelDetectionParam);
  47. #endif
  48. // read_dl_model: Read a deep learning model from a file.
  49. explicit HDlModel(const HString& FileName);
  50. // read_dl_model: Read a deep learning model from a file.
  51. explicit HDlModel(const char* FileName);
  52. #ifdef _WIN32
  53. // read_dl_model: Read a deep learning model from a file.
  54. explicit HDlModel(const wchar_t* FileName);
  55. #endif
  56. /***************************************************************************
  57. * Operators *
  58. ***************************************************************************/
  59. // Apply a deep-learning-based network on a set of images for inference.
  60. HDictArray ApplyDlModel(const HDictArray& DLSampleBatch, const HTuple& Outputs) const;
  61. // Clear a deep learning model.
  62. static void ClearDlModel(const HDlModelArray& DLModelHandle);
  63. // Clear a deep learning model.
  64. void ClearDlModel() const;
  65. // Create a deep learning network for object detection.
  66. void CreateDlModelDetection(const HString& Backbone, Hlong NumClasses, const HDict& DLModelDetectionParam);
  67. // Create a deep learning network for object detection.
  68. void CreateDlModelDetection(const char* Backbone, Hlong NumClasses, const HDict& DLModelDetectionParam);
  69. #ifdef _WIN32
  70. // Create a deep learning network for object detection.
  71. void CreateDlModelDetection(const wchar_t* Backbone, Hlong NumClasses, const HDict& DLModelDetectionParam);
  72. #endif
  73. // Deserialize a deep learning model.
  74. void DeserializeDlModel(const HSerializedItem& SerializedItemHandle);
  75. // Return the parameters of a deep learning model.
  76. HTuple GetDlModelParam(const HString& GenParamName) const;
  77. // Return the parameters of a deep learning model.
  78. HTuple GetDlModelParam(const char* GenParamName) const;
  79. #ifdef _WIN32
  80. // Return the parameters of a deep learning model.
  81. HTuple GetDlModelParam(const wchar_t* GenParamName) const;
  82. #endif
  83. // Read a deep learning model from a file.
  84. void ReadDlModel(const HString& FileName);
  85. // Read a deep learning model from a file.
  86. void ReadDlModel(const char* FileName);
  87. #ifdef _WIN32
  88. // Read a deep learning model from a file.
  89. void ReadDlModel(const wchar_t* FileName);
  90. #endif
  91. // Serialize a deep learning model.
  92. HSerializedItem SerializeDlModel() const;
  93. // Set the parameters of a deep learning model.
  94. void SetDlModelParam(const HString& GenParamName, const HTuple& GenParamValue) const;
  95. // Set the parameters of a deep learning model.
  96. void SetDlModelParam(const HString& GenParamName, double GenParamValue) const;
  97. // Set the parameters of a deep learning model.
  98. void SetDlModelParam(const char* GenParamName, double GenParamValue) const;
  99. #ifdef _WIN32
  100. // Set the parameters of a deep learning model.
  101. void SetDlModelParam(const wchar_t* GenParamName, double GenParamValue) const;
  102. #endif
  103. // Train a deep learning model.
  104. HDict TrainDlModelBatch(const HDictArray& DLSampleBatch) const;
  105. // Write a deep learning model in a file.
  106. void WriteDlModel(const HString& FileName) const;
  107. // Write a deep learning model in a file.
  108. void WriteDlModel(const char* FileName) const;
  109. #ifdef _WIN32
  110. // Write a deep learning model in a file.
  111. void WriteDlModel(const wchar_t* FileName) const;
  112. #endif
  113. // Infer the sample and generate a heatmap.
  114. HDictArray GenDlModelHeatmap(const HDictArray& DLSample, const HString& HeatmapMethod, const HTuple& TargetClasses, const HDict& GenParam) const;
  115. // Infer the sample and generate a heatmap.
  116. HDictArray GenDlModelHeatmap(const HDictArray& DLSample, const char* HeatmapMethod, const HTuple& TargetClasses, const HDict& GenParam) const;
  117. #ifdef _WIN32
  118. // Infer the sample and generate a heatmap.
  119. HDictArray GenDlModelHeatmap(const HDictArray& DLSample, const wchar_t* HeatmapMethod, const HTuple& TargetClasses, const HDict& GenParam) const;
  120. #endif
  121. // Train a deep learning model for anomaly detection.
  122. HDict TrainDlModelAnomalyDataset(const HDictArray& DLSamples, const HDict& DLTrainParam) const;
  123. // Calculate scores to prune a deep learning model.
  124. void AddDlPruningBatch(const HDlPrune& DLPruningHandle, const HDictArray& DLSampleBatch) const;
  125. // Create a pruning data handle.
  126. HDlPrune CreateDlPruning(const HString& Mode, const HDict& GenParam) const;
  127. // Create a pruning data handle.
  128. HDlPrune CreateDlPruning(const char* Mode, const HDict& GenParam) const;
  129. #ifdef _WIN32
  130. // Create a pruning data handle.
  131. HDlPrune CreateDlPruning(const wchar_t* Mode, const HDict& GenParam) const;
  132. #endif
  133. // Prune a deep learning model.
  134. HDlModel GenDlPrunedModel(const HDlPrune& DLPruningHandle) const;
  135. };
  136. // forward declarations and types for internal array implementation
  137. template<class T> class HSmartPtr;
  138. template<class T> class HHandleBaseArrayRef;
  139. typedef HHandleBaseArrayRef<HDlModel> HDlModelArrayRef;
  140. typedef HSmartPtr< HDlModelArrayRef > HDlModelArrayPtr;
  141. // Represents multiple tool instances
  142. class LIntExport HDlModelArray : public HHandleBaseArray
  143. {
  144. public:
  145. // Create empty array
  146. HDlModelArray();
  147. // Create array from native array of tool instances
  148. HDlModelArray(HDlModel* classes, Hlong length);
  149. // Copy constructor
  150. HDlModelArray(const HDlModelArray &tool_array);
  151. // Destructor
  152. virtual ~HDlModelArray();
  153. // Assignment operator
  154. HDlModelArray &operator=(const HDlModelArray &tool_array);
  155. // Clears array and all tool instances
  156. virtual void Clear();
  157. // Get array of native tool instances
  158. const HDlModel* Tools() const;
  159. // Get number of tools
  160. virtual Hlong Length() const;
  161. // Create tool array from tuple of handles
  162. virtual void SetFromTuple(const HTuple& handles);
  163. // Get tuple of handles for tool array
  164. virtual HTuple ConvertToTuple() const;
  165. protected:
  166. // Smart pointer to internal data container
  167. HDlModelArrayPtr *mArrayPtr;
  168. };
  169. }
  170. #endif