CTfLiteClass.h 2.3 KB

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  1. #define TFLITE_MINIMAL_CHECK(x) \
  2. if (!(x)) { \
  3. fprintf(stderr, "Error at %s:%d\n", __FILE__, __LINE__); \
  4. exit(1); \
  5. }
  6. #include "tensorflow/lite/micro/all_ops_resolver.h"
  7. #include "tensorflow/lite/micro/micro_error_reporter.h"
  8. #include "tensorflow/lite/micro/micro_interpreter.h"
  9. #include "tensorflow/lite/schema/schema_generated.h"
  10. #include "tensorflow/lite/version.h"
  11. #include "tensorflow/lite/micro/kernels/micro_ops.h"
  12. #include "esp_err.h"
  13. #include "esp_log.h"
  14. #include "CImageBasis.h"
  15. #define SUPRESS_TFLITE_ERRORS // use, to avoid error messages from TFLITE
  16. #ifdef SUPRESS_TFLITE_ERRORS
  17. #include "tensorflow/lite/core/api/error_reporter.h"
  18. #include "tensorflow/lite/micro/compatibility.h"
  19. #include "tensorflow/lite/micro/debug_log.h"
  20. ///// OwnErrorReporter to prevent printing of Errors (especially unavoidable in CalculateActivationRangeQuantized@kerne_util.cc)
  21. namespace tflite {
  22. class OwnMicroErrorReporter : public ErrorReporter {
  23. public:
  24. int Report(const char* format, va_list args) override;
  25. };
  26. } // namespace tflite
  27. ////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
  28. #endif
  29. class CTfLiteClass
  30. {
  31. protected:
  32. tflite::ErrorReporter *error_reporter;
  33. const tflite::Model* model;
  34. tflite::MicroInterpreter* interpreter;
  35. TfLiteTensor* output = nullptr;
  36. static tflite::AllOpsResolver resolver;
  37. int kTensorArenaSize;
  38. uint8_t *tensor_arena;
  39. float* input;
  40. int input_i;
  41. int im_height, im_width, im_channel;
  42. long GetFileSize(std::string filename);
  43. unsigned char* ReadFileToCharArray(std::string _fn);
  44. public:
  45. CTfLiteClass();
  46. ~CTfLiteClass();
  47. void LoadModel(std::string _fn);
  48. void MakeAllocate();
  49. void GetInputTensorSize();
  50. bool LoadInputImageBasis(CImageBasis *rs);
  51. void Invoke();
  52. void GetOutPut();
  53. int GetOutClassification();
  54. int GetClassFromImageBasis(CImageBasis *rs);
  55. float GetOutputValue(int nr);
  56. void GetInputDimension(bool silent);
  57. };