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libavfilter/dnn: separate depth_to_space layer from dnn_backend_native.c to a new file
the logic is that one layer in one separated source file to make the source files simple for maintaining. Signed-off-by: Guo, Yejun <yejun.guo@intel.com> Signed-off-by: Pedro Arthur <bygrandao@gmail.com>
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@ -2,6 +2,7 @@ OBJS-$(CONFIG_DNN) += dnn/dnn_interface.o
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OBJS-$(CONFIG_DNN) += dnn/dnn_backend_native.o
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OBJS-$(CONFIG_DNN) += dnn/dnn_backend_native_layer_pad.o
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OBJS-$(CONFIG_DNN) += dnn/dnn_backend_native_layer_conv2d.o
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OBJS-$(CONFIG_DNN) += dnn/dnn_backend_native_layer_depth2space.o
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DNN-OBJS-$(CONFIG_LIBTENSORFLOW) += dnn/dnn_backend_tf.o
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@ -27,6 +27,7 @@
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#include "libavutil/avassert.h"
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#include "dnn_backend_native_layer_pad.h"
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#include "dnn_backend_native_layer_conv2d.h"
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#include "dnn_backend_native_layer_depth2space.h"
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static DNNReturnType set_input_output_native(void *model, DNNInputData *input, const char *input_name, const char **output_names, uint32_t nb_output)
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{
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@ -282,49 +283,6 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
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return model;
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}
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static int depth_to_space(DnnOperand *operands, const int32_t *input_operand_indexes, int32_t output_operand_index, int block_size)
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{
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float *output;
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int32_t input_operand_index = input_operand_indexes[0];
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int number = operands[input_operand_index].dims[0];
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int height = operands[input_operand_index].dims[1];
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int width = operands[input_operand_index].dims[2];
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int channels = operands[input_operand_index].dims[3];
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const float *input = operands[input_operand_index].data;
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int y, x, by, bx, ch;
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int new_channels = channels / (block_size * block_size);
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int output_linesize = width * channels;
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int by_linesize = output_linesize / block_size;
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int x_linesize = new_channels * block_size;
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DnnOperand *output_operand = &operands[output_operand_index];
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output_operand->dims[0] = number;
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output_operand->dims[1] = height * block_size;
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output_operand->dims[2] = width * block_size;
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output_operand->dims[3] = new_channels;
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output_operand->length = calculate_operand_data_length(output_operand);
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output_operand->data = av_realloc(output_operand->data, output_operand->length);
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if (!output_operand->data)
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return -1;
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output = output_operand->data;
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for (y = 0; y < height; ++y){
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for (x = 0; x < width; ++x){
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for (by = 0; by < block_size; ++by){
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for (bx = 0; bx < block_size; ++bx){
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for (ch = 0; ch < new_channels; ++ch){
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output[by * by_linesize + x * x_linesize + bx * new_channels + ch] = input[ch];
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}
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input += new_channels;
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}
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}
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}
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output += output_linesize;
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}
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return 0;
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}
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DNNReturnType ff_dnn_execute_model_native(const DNNModel *model, DNNData *outputs, uint32_t nb_output)
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{
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ConvolutionalNetwork *network = (ConvolutionalNetwork *)model->model;
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@ -90,10 +90,6 @@ typedef struct InputParams{
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int height, width, channels;
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} InputParams;
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typedef struct DepthToSpaceParams{
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int block_size;
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} DepthToSpaceParams;
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// Represents simple feed-forward convolutional network.
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typedef struct ConvolutionalNetwork{
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Layer *layers;
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71
libavfilter/dnn/dnn_backend_native_layer_depth2space.c
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71
libavfilter/dnn/dnn_backend_native_layer_depth2space.c
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@ -0,0 +1,71 @@
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/*
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* Copyright (c) 2018 Sergey Lavrushkin
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*
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* This file is part of FFmpeg.
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*
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* FFmpeg is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Lesser General Public
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* License as published by the Free Software Foundation; either
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* version 2.1 of the License, or (at your option) any later version.
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*
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* FFmpeg is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Lesser General Public License for more details.
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*
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* You should have received a copy of the GNU Lesser General Public
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* License along with FFmpeg; if not, write to the Free Software
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* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
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*/
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/**
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* @file
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* DNN native backend implementation.
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*/
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#include "dnn_backend_native.h"
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#include "libavutil/avassert.h"
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#include "dnn_backend_native_layer_depth2space.h"
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int depth_to_space(DnnOperand *operands, const int32_t *input_operand_indexes, int32_t output_operand_index, int block_size)
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{
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float *output;
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int32_t input_operand_index = input_operand_indexes[0];
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int number = operands[input_operand_index].dims[0];
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int height = operands[input_operand_index].dims[1];
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int width = operands[input_operand_index].dims[2];
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int channels = operands[input_operand_index].dims[3];
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const float *input = operands[input_operand_index].data;
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int y, x, by, bx, ch;
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int new_channels = channels / (block_size * block_size);
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int output_linesize = width * channels;
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int by_linesize = output_linesize / block_size;
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int x_linesize = new_channels * block_size;
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DnnOperand *output_operand = &operands[output_operand_index];
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output_operand->dims[0] = number;
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output_operand->dims[1] = height * block_size;
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output_operand->dims[2] = width * block_size;
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output_operand->dims[3] = new_channels;
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output_operand->length = calculate_operand_data_length(output_operand);
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output_operand->data = av_realloc(output_operand->data, output_operand->length);
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if (!output_operand->data)
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return -1;
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output = output_operand->data;
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for (y = 0; y < height; ++y){
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for (x = 0; x < width; ++x){
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for (by = 0; by < block_size; ++by){
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for (bx = 0; bx < block_size; ++bx){
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for (ch = 0; ch < new_channels; ++ch){
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output[by * by_linesize + x * x_linesize + bx * new_channels + ch] = input[ch];
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}
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input += new_channels;
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}
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}
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}
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output += output_linesize;
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}
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return 0;
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}
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39
libavfilter/dnn/dnn_backend_native_layer_depth2space.h
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39
libavfilter/dnn/dnn_backend_native_layer_depth2space.h
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@ -0,0 +1,39 @@
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/*
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* Copyright (c) 2018 Sergey Lavrushkin
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*
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* This file is part of FFmpeg.
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*
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* FFmpeg is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Lesser General Public
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* License as published by the Free Software Foundation; either
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* version 2.1 of the License, or (at your option) any later version.
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*
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* FFmpeg is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Lesser General Public License for more details.
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*
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* You should have received a copy of the GNU Lesser General Public
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* License along with FFmpeg; if not, write to the Free Software
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* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
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*/
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/**
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* @file
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* DNN inference functions interface for native backend.
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*/
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#ifndef AVFILTER_DNN_DNN_BACKEND_NATIVE_DEPTH2SPACE_H
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#define AVFILTER_DNN_DNN_BACKEND_NATIVE_DEPTH2SPACE_H
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#include "../dnn_interface.h"
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#include "libavformat/avio.h"
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typedef struct DepthToSpaceParams{
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int block_size;
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} DepthToSpaceParams;
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int depth_to_space(DnnOperand *operands, const int32_t *input_operand_indexes, int32_t output_operand_index, int block_size);
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#endif
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@ -26,6 +26,7 @@
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#include "dnn_backend_tf.h"
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#include "dnn_backend_native.h"
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#include "dnn_backend_native_layer_conv2d.h"
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#include "dnn_backend_native_layer_depth2space.h"
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#include "libavformat/avio.h"
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#include "libavutil/avassert.h"
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#include "dnn_backend_native_layer_pad.h"
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