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  1. /*
  2. * Copyright (c) 2018 Sergey Lavrushkin
  3. *
  4. * This file is part of FFmpeg.
  5. *
  6. * FFmpeg is free software; you can redistribute it and/or
  7. * modify it under the terms of the GNU Lesser General Public
  8. * License as published by the Free Software Foundation; either
  9. * version 2.1 of the License, or (at your option) any later version.
  10. *
  11. * FFmpeg is distributed in the hope that it will be useful,
  12. * but WITHOUT ANY WARRANTY; without even the implied warranty of
  13. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
  14. * Lesser General Public License for more details.
  15. *
  16. * You should have received a copy of the GNU Lesser General Public
  17. * License along with FFmpeg; if not, write to the Free Software
  18. * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
  19. */
  20. /**
  21. * @file
  22. * DNN inference engine interface.
  23. */
  24. #ifndef AVFILTER_DNN_INTERFACE_H
  25. #define AVFILTER_DNN_INTERFACE_H
  26. #include <stdint.h>
  27. #include "libavutil/frame.h"
  28. typedef enum {DNN_SUCCESS, DNN_ERROR} DNNReturnType;
  29. typedef enum {DNN_NATIVE, DNN_TF, DNN_OV} DNNBackendType;
  30. typedef enum {DNN_FLOAT = 1, DNN_UINT8 = 4} DNNDataType;
  31. typedef struct DNNData{
  32. void *data;
  33. DNNDataType dt;
  34. int width, height, channels;
  35. } DNNData;
  36. typedef struct DNNModel{
  37. // Stores model that can be different for different backends.
  38. void *model;
  39. // Stores options when the model is executed by the backend
  40. const char *options;
  41. // Stores userdata used for the interaction between AVFrame and DNNData
  42. void *userdata;
  43. // Gets model input information
  44. // Just reuse struct DNNData here, actually the DNNData.data field is not needed.
  45. DNNReturnType (*get_input)(void *model, DNNData *input, const char *input_name);
  46. // Sets model input.
  47. // Should be called every time before model execution.
  48. DNNReturnType (*set_input)(void *model, AVFrame *frame, const char *input_name);
  49. // set the pre process to transfer data from AVFrame to DNNData
  50. // the default implementation within DNN is used if it is not provided by the filter
  51. int (*pre_proc)(AVFrame *frame_in, DNNData *model_input, void *user_data);
  52. // set the post process to transfer data from DNNData to AVFrame
  53. // the default implementation within DNN is used if it is not provided by the filter
  54. int (*post_proc)(AVFrame *frame_out, DNNData *model_output, void *user_data);
  55. } DNNModel;
  56. // Stores pointers to functions for loading, executing, freeing DNN models for one of the backends.
  57. typedef struct DNNModule{
  58. // Loads model and parameters from given file. Returns NULL if it is not possible.
  59. DNNModel *(*load_model)(const char *model_filename, const char *options, void *userdata);
  60. // Executes model with specified output. Returns DNN_ERROR otherwise.
  61. DNNReturnType (*execute_model)(const DNNModel *model, const char **output_names, uint32_t nb_output, AVFrame *out_frame);
  62. // Frees memory allocated for model.
  63. void (*free_model)(DNNModel **model);
  64. } DNNModule;
  65. // Initializes DNNModule depending on chosen backend.
  66. DNNModule *ff_get_dnn_module(DNNBackendType backend_type);
  67. #endif