dnn_interface.h

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/*
 * Copyright (c) 2018 Sergey Lavrushkin
 *
 * This file is part of FFmpeg.
 *
 * FFmpeg is free software; you can redistribute it and/or
 * modify it under the terms of the GNU Lesser General Public
 * License as published by the Free Software Foundation; either
 * version 2.1 of the License, or (at your option) any later version.
 *
 * FFmpeg is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
 * Lesser General Public License for more details.
 *
 * You should have received a copy of the GNU Lesser General Public
 * License along with FFmpeg; if not, write to the Free Software
 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
 */
 
/**
 * @file
 * DNN inference engine interface.
 */
 
#ifndef AVFILTER_DNN_INTERFACE_H
#define AVFILTER_DNN_INTERFACE_H
 
#include <stdint.h>
 
typedef enum {DNN_SUCCESS, DNN_ERROR} DNNReturnType;
 
typedef enum {DNN_NATIVE, DNN_TF} DNNBackendType;
 
typedef enum {DNN_FLOAT = 1, DNN_UINT8 = 4} DNNDataType;
 
typedef struct DNNData{
    void *data;
    DNNDataType dt;
    int width, height, channels;
} DNNData;
 
typedef struct DNNModel{
    // Stores model that can be different for different backends.
    void *model;
    // Gets model input information
    // Just reuse struct DNNData here, actually the DNNData.data field is not needed.
    DNNReturnType (*get_input)(void *model, DNNData *input, const char *input_name);
    // Sets model input and output.
    // Should be called at least once before model execution.
    DNNReturnType (*set_input_output)(void *model, DNNData *input, const char *input_name, const char **output_names, uint32_t nb_output);
} DNNModel;
 
// Stores pointers to functions for loading, executing, freeing DNN models for one of the backends.
typedef struct DNNModule{
    // Loads model and parameters from given file. Returns NULL if it is not possible.
    DNNModel *(*load_model)(const char *model_filename);
    // Executes model with specified input and output. Returns DNN_ERROR otherwise.
    DNNReturnType (*execute_model)(const DNNModel *model, DNNData *outputs, uint32_t nb_output);
    // Frees memory allocated for model.
    void (*free_model)(DNNModel **model);
} DNNModule;
 
// Initializes DNNModule depending on chosen backend.
DNNModule *ff_get_dnn_module(DNNBackendType backend_type);
 
#endif