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https://github.com/librempeg/librempeg
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libavfilter/dnn: add header into native model file
Signed-off-by: Guo, Yejun <yejun.guo@intel.com> Signed-off-by: Pedro Arthur <bygrandao@gmail.com>
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3b3150c45f
commit
022f50d3fe
@ -64,6 +64,10 @@ static DNNReturnType set_input_output_native(void *model, DNNInputData *input, c
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DNNModel *ff_dnn_load_model_native(const char *model_filename)
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{
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DNNModel *model = NULL;
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char header_expected[] = "FFMPEGDNNNATIVE";
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char *buf;
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size_t size;
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int version, header_size, major_version_expected = 0;
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ConvolutionalNetwork *network = NULL;
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AVIOContext *model_file_context;
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int file_size, dnn_size, kernel_size, i;
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@ -84,6 +88,41 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
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}
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file_size = avio_size(model_file_context);
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/**
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* check file header with string and version
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*/
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size = sizeof(header_expected);
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buf = av_malloc(size);
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if (!buf) {
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avio_closep(&model_file_context);
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av_freep(&model);
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return NULL;
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}
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// size - 1 to skip the ending '\0' which is not saved in file
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avio_get_str(model_file_context, size - 1, buf, size);
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dnn_size = size - 1;
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if (strncmp(buf, header_expected, size) != 0) {
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av_freep(&buf);
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avio_closep(&model_file_context);
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av_freep(&model);
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return NULL;
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}
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av_freep(&buf);
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version = (int32_t)avio_rl32(model_file_context);
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dnn_size += 4;
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if (version != major_version_expected) {
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avio_closep(&model_file_context);
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av_freep(&model);
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return NULL;
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}
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// currently no need to check minor version
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version = (int32_t)avio_rl32(model_file_context);
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dnn_size += 4;
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header_size = dnn_size;
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network = av_mallocz(sizeof(ConvolutionalNetwork));
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if (!network){
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avio_closep(&model_file_context);
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@ -95,8 +134,8 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
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avio_seek(model_file_context, file_size - 8, SEEK_SET);
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network->layers_num = (int32_t)avio_rl32(model_file_context);
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network->operands_num = (int32_t)avio_rl32(model_file_context);
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dnn_size = 8;
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avio_seek(model_file_context, 0, SEEK_SET);
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dnn_size += 8;
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avio_seek(model_file_context, header_size, SEEK_SET);
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network->layers = av_mallocz(network->layers_num * sizeof(Layer));
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if (!network->layers){
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@ -20,6 +20,7 @@
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import tensorflow as tf
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import numpy as np
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import sys, struct
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import convert_header as header
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__all__ = ['convert_from_tensorflow']
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@ -229,6 +230,8 @@ class TFConverter:
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def dump_to_file(self):
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with open(self.outfile, 'wb') as f:
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f.write(header.str.encode('utf-8'))
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np.array([header.major, header.minor], dtype=np.uint32).tofile(f)
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self.dump_layers_to_file(f)
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self.dump_operands_to_file(f)
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np.array([self.layer_number, len(self.name_operand_dict)], dtype=np.uint32).tofile(f)
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26
tools/python/convert_header.py
Normal file
26
tools/python/convert_header.py
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@ -0,0 +1,26 @@
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# Copyright (c) 2019
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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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str = 'FFMPEGDNNNATIVE'
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# increase major and reset minor when we have to re-convert the model file
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major = 0
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# increase minor when we don't have to re-convert the model file
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minor = 1
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