[FFmpeg-devel] [PATCH] libavfilter/dnn: add header into native model file
Pedro Arthur
bygrandao at gmail.com
Wed Sep 4 17:29:04 EEST 2019
LGTM
Pushed, thanks!
Em seg, 2 de set de 2019 às 01:40, Guo, Yejun <yejun.guo at intel.com> escreveu:
>
> Signed-off-by: Guo, Yejun <yejun.guo at intel.com>
> ---
> libavfilter/dnn/dnn_backend_native.c | 43 +++++++++++++++++++++++++++++++--
> tools/python/convert_from_tensorflow.py | 3 +++
> tools/python/convert_header.py | 26 ++++++++++++++++++++
> 3 files changed, 70 insertions(+), 2 deletions(-)
> create mode 100644 tools/python/convert_header.py
>
> diff --git a/libavfilter/dnn/dnn_backend_native.c b/libavfilter/dnn/dnn_backend_native.c
> index 8b05bec..f56cd81 100644
> --- a/libavfilter/dnn/dnn_backend_native.c
> +++ b/libavfilter/dnn/dnn_backend_native.c
> @@ -64,6 +64,10 @@ static DNNReturnType set_input_output_native(void *model, DNNInputData *input, c
> DNNModel *ff_dnn_load_model_native(const char *model_filename)
> {
> DNNModel *model = NULL;
> + char header_expected[] = "FFMPEGDNNNATIVE";
> + char *buf;
> + size_t size;
> + int version, header_size, major_version_expected = 0;
> ConvolutionalNetwork *network = NULL;
> AVIOContext *model_file_context;
> int file_size, dnn_size, kernel_size, i;
> @@ -84,6 +88,41 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
> }
> file_size = avio_size(model_file_context);
>
> + /**
> + * check file header with string and version
> + */
> + size = sizeof(header_expected);
> + buf = av_malloc(size);
> + if (!buf) {
> + avio_closep(&model_file_context);
> + av_freep(&model);
> + return NULL;
> + }
> +
> + // size - 1 to skip the ending '\0' which is not saved in file
> + avio_get_str(model_file_context, size - 1, buf, size);
> + dnn_size = size - 1;
> + if (strncmp(buf, header_expected, size) != 0) {
> + av_freep(&buf);
> + avio_closep(&model_file_context);
> + av_freep(&model);
> + return NULL;
> + }
> + av_freep(&buf);
> +
> + version = (int32_t)avio_rl32(model_file_context);
> + dnn_size += 4;
> + if (version != major_version_expected) {
> + avio_closep(&model_file_context);
> + av_freep(&model);
> + return NULL;
> + }
> +
> + // currently no need to check minor version
> + version = (int32_t)avio_rl32(model_file_context);
> + dnn_size += 4;
> + header_size = dnn_size;
> +
> network = av_mallocz(sizeof(ConvolutionalNetwork));
> if (!network){
> avio_closep(&model_file_context);
> @@ -95,8 +134,8 @@ DNNModel *ff_dnn_load_model_native(const char *model_filename)
> avio_seek(model_file_context, file_size - 8, SEEK_SET);
> network->layers_num = (int32_t)avio_rl32(model_file_context);
> network->operands_num = (int32_t)avio_rl32(model_file_context);
> - dnn_size = 8;
> - avio_seek(model_file_context, 0, SEEK_SET);
> + dnn_size += 8;
> + avio_seek(model_file_context, header_size, SEEK_SET);
>
> network->layers = av_mallocz(network->layers_num * sizeof(Layer));
> if (!network->layers){
> diff --git a/tools/python/convert_from_tensorflow.py b/tools/python/convert_from_tensorflow.py
> index bab11a5..1437ad3 100644
> --- a/tools/python/convert_from_tensorflow.py
> +++ b/tools/python/convert_from_tensorflow.py
> @@ -20,6 +20,7 @@
> import tensorflow as tf
> import numpy as np
> import sys, struct
> +import convert_header as header
>
> __all__ = ['convert_from_tensorflow']
>
> @@ -229,6 +230,8 @@ class TFConverter:
>
> def dump_to_file(self):
> with open(self.outfile, 'wb') as f:
> + f.write(header.str.encode('utf-8'))
> + np.array([header.major, header.minor], dtype=np.uint32).tofile(f)
> self.dump_layers_to_file(f)
> self.dump_operands_to_file(f)
> np.array([self.layer_number, len(self.name_operand_dict)], dtype=np.uint32).tofile(f)
> diff --git a/tools/python/convert_header.py b/tools/python/convert_header.py
> new file mode 100644
> index 0000000..6a7e4af
> --- /dev/null
> +++ b/tools/python/convert_header.py
> @@ -0,0 +1,26 @@
> +# Copyright (c) 2019
> +#
> +# 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
> +# ==============================================================================
> +
> +str = 'FFMPEGDNNNATIVE'
> +
> +# increase major and reset minor when we have to re-convert the model file
> +major = 0
> +
> +# increase minor when we don't have to re-convert the model file
> +minor = 1
> --
> 2.7.4
>
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