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authorSergey Lavrushkin <dualfal@gmail.com>2018-05-25 20:31:04 +0300
committerPedro Arthur <bygrandao@gmail.com>2018-05-29 10:02:30 -0300
commitbdf1bbdbb4ebb342c0267d0f77cd06e717197e65 (patch)
tree9dcfad8953ce29cc74d8f152ee8c462cf4b72fe7 /libavfilter/dnn_interface.h
parentcba167934bb2d634f400d3b06cec2b0f99d5de9d (diff)
Adds dnn inference module for simple convolutional networks. Reimplements srcnn filter based on it.
Signed-off-by: Pedro Arthur <bygrandao@gmail.com>
Diffstat (limited to 'libavfilter/dnn_interface.h')
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diff --git a/libavfilter/dnn_interface.h b/libavfilter/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
+
+typedef enum {DNN_SUCCESS, DNN_ERROR} DNNReturnType;
+
+typedef enum {DNN_NATIVE} DNNBackendType;
+
+typedef enum {DNN_SRCNN} DNNDefaultModel;
+
+typedef struct DNNData{
+ float* data;
+ int width, height, channels;
+} DNNData;
+
+
+typedef struct DNNModel{
+ // Stores model that can be different for different backends.
+ void* model;
+ // Sets model input and output, while allocating additional memory for intermediate calculations.
+ // Should be called at least once before model execution.
+ DNNReturnType (*set_input_output)(void* model, const DNNData* input, const DNNData* 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);
+ // Loads one of the default models
+ DNNModel* (*load_default_model)(DNNDefaultModel model_type);
+ // Executes model with specified input and output. Returns DNN_ERROR otherwise.
+ DNNReturnType (*execute_model)(const DNNModel* model);
+ // 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