[FFmpeg-devel,GSOC] SRCNN filter

Submitted by Sergey Lavrushkin on April 10, 2018, 5:16 p.m.

Details

Message ID CAAeE=qoLaZ8BNLWOwqg22+RgOb01a7UBwQ9_F8fnEbQ9SzpVZg@mail.gmail.com
State New
Headers show

Commit Message

Sergey Lavrushkin April 10, 2018, 5:16 p.m.
2018-03-29 3:55 GMT+03:00 Michael Niedermayer <michael@niedermayer.cc>:

> On Wed, Mar 28, 2018 at 11:17:40AM +0300, Sergey Lavrushkin wrote:
> > > [...]
> > > > +#define OFFSET(x) offsetof(SRCNNContext, x)
> > > > +#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
> > > > +static const AVOption srcnn_options[] = {
> > > > +    { "config_file", "path to configuration file with network
> > > parameters", OFFSET(config_file_path), AV_OPT_TYPE_STRING,
> {.str=NULL}, 0,
> > > 0, FLAGS },
> > > > +    { NULL }
> > > > +};
> > > > +
> > > > +AVFILTER_DEFINE_CLASS(srcnn);
> > > > +
> > > > +#define CHECK_FILE(file)    if (ferror(file) || feof(file)){ \
> > > > +                                av_log(context, AV_LOG_ERROR, "error
> > > reading configuration file\n");\
> > > > +                                fclose(file); \
> > > > +                                return AVERROR(EIO); \
> > > > +                            }
> > > > +
> > > > +#define CHECK_ALLOCATION(conv, file)    if
> > > (allocate_and_read_convolution_data(&conv, file)){ \
> > > > +                                            av_log(context,
> > > AV_LOG_ERROR, "could not allocate memory for convolutions\n"); \
> > > > +                                            fclose(file); \
> > > > +                                            return AVERROR(ENOMEM);
> \
> > > > +                                        }
> > > > +
> > >
> > > > +static int allocate_and_read_convolution_data(Convolution* conv,
> FILE*
> > > config_file)
> > > > +{
> > > > +    int32_t kernel_size = conv->output_channels * conv->size *
> > > conv->size * conv->input_channels;
> > > > +    conv->kernel = av_malloc(kernel_size * sizeof(double));
> > > > +    if (!conv->kernel){
> > > > +        return 1;
> > >
> > > this should return an AVERROR code for consistency with the rest of
> > > the codebase
> > >
> >
> > Ok.
> >
> >
> > > > +    }
> > >
> > > > +    fread(conv->kernel, sizeof(double), kernel_size, config_file);
> > >
> > > directly reading data types is not portable, it would for example be
> > > endian specific
> > > and using avio for reading may be better, though fread is as far as iam
> > > concerned also ok
> > >
> >
> > Ok, I understand the problem, but I have not really worked with it
> before,
> > so I need an advice of how to properly fix it. If I understand correctly,
> > for
>
> > int32_t I need to check endianness and reverse bytes if necessary. But
> with
>
> see avio_rb32()
> might not be as fast as reading a whole array and byteswaping though.
> Not sure it matters
>
>
> > doubles it is more complicated. Should I write a IEEE 754 converter from
> > binary
> > to double or maybe I can somehow check IEEE 754 doubles support and
> > depending
> > on it either stick to the default network weights, or just read bytes and
> > check
> > endianness, if IEEE 754 doubles are supported? Or maybe avio provide some
> > utility to deal with this problem?
>
> something like this should work:
> av_int2float(avio_rb32(pb));
> av_int2double(avio_rb64(pb));
>
> >
> >
> > > [...]
> > > > +/**
> > > > + * @file
> > > > + * Default cnn weights for x2 upsampling with srcnn filter.
> > > > + */
> > > > +
> > > > +/// First convolution kernel
> > >
> > > > +static double conv1_kernel[] = {
> > >
> > > static data should be also const, otherwise it may be changed and could
> > > cause
> > > thread saftey issues
> > >
> >
> > Ok, I just wanted to not allocate additional memory in case of using
> > default weights.
>
> well, there can be more than one instance of a filter running at the same
> time
> so static variables that are actually changing will affect the other
> filter instance
>

Hi,

Here is the updated patch with fixed issues.
Sorry for the late reply, I was busy doing things related to my university
activities.

Comments

Pedro Arthur April 10, 2018, 10:18 p.m.
Thanks!
Please send it to the same mailing list thread where it was being reviewd.
Pedro Arthur May 3, 2018, 6:17 p.m.
2018-04-10 14:16 GMT-03:00 Sergey Lavrushkin <dualfal@gmail.com>:
> 2018-03-29 3:55 GMT+03:00 Michael Niedermayer <michael@niedermayer.cc>:
>
>> On Wed, Mar 28, 2018 at 11:17:40AM +0300, Sergey Lavrushkin wrote:
>> > > [...]
>> > > > +#define OFFSET(x) offsetof(SRCNNContext, x)
>> > > > +#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
>> > > > +static const AVOption srcnn_options[] = {
>> > > > +    { "config_file", "path to configuration file with network
>> > > parameters", OFFSET(config_file_path), AV_OPT_TYPE_STRING,
>> {.str=NULL}, 0,
>> > > 0, FLAGS },
>> > > > +    { NULL }
>> > > > +};
>> > > > +
>> > > > +AVFILTER_DEFINE_CLASS(srcnn);
>> > > > +
>> > > > +#define CHECK_FILE(file)    if (ferror(file) || feof(file)){ \
>> > > > +                                av_log(context, AV_LOG_ERROR, "error
>> > > reading configuration file\n");\
>> > > > +                                fclose(file); \
>> > > > +                                return AVERROR(EIO); \
>> > > > +                            }
>> > > > +
>> > > > +#define CHECK_ALLOCATION(conv, file)    if
>> > > (allocate_and_read_convolution_data(&conv, file)){ \
>> > > > +                                            av_log(context,
>> > > AV_LOG_ERROR, "could not allocate memory for convolutions\n"); \
>> > > > +                                            fclose(file); \
>> > > > +                                            return AVERROR(ENOMEM);
>> \
>> > > > +                                        }
>> > > > +
>> > >
>> > > > +static int allocate_and_read_convolution_data(Convolution* conv,
>> FILE*
>> > > config_file)
>> > > > +{
>> > > > +    int32_t kernel_size = conv->output_channels * conv->size *
>> > > conv->size * conv->input_channels;
>> > > > +    conv->kernel = av_malloc(kernel_size * sizeof(double));
>> > > > +    if (!conv->kernel){
>> > > > +        return 1;
>> > >
>> > > this should return an AVERROR code for consistency with the rest of
>> > > the codebase
>> > >
>> >
>> > Ok.
>> >
>> >
>> > > > +    }
>> > >
>> > > > +    fread(conv->kernel, sizeof(double), kernel_size, config_file);
>> > >
>> > > directly reading data types is not portable, it would for example be
>> > > endian specific
>> > > and using avio for reading may be better, though fread is as far as iam
>> > > concerned also ok
>> > >
>> >
>> > Ok, I understand the problem, but I have not really worked with it
>> before,
>> > so I need an advice of how to properly fix it. If I understand correctly,
>> > for
>>
>> > int32_t I need to check endianness and reverse bytes if necessary. But
>> with
>>
>> see avio_rb32()
>> might not be as fast as reading a whole array and byteswaping though.
>> Not sure it matters
>>
>>
>> > doubles it is more complicated. Should I write a IEEE 754 converter from
>> > binary
>> > to double or maybe I can somehow check IEEE 754 doubles support and
>> > depending
>> > on it either stick to the default network weights, or just read bytes and
>> > check
>> > endianness, if IEEE 754 doubles are supported? Or maybe avio provide some
>> > utility to deal with this problem?
>>
>> something like this should work:
>> av_int2float(avio_rb32(pb));
>> av_int2double(avio_rb64(pb));
>>
>> >
>> >
>> > > [...]
>> > > > +/**
>> > > > + * @file
>> > > > + * Default cnn weights for x2 upsampling with srcnn filter.
>> > > > + */
>> > > > +
>> > > > +/// First convolution kernel
>> > >
>> > > > +static double conv1_kernel[] = {
>> > >
>> > > static data should be also const, otherwise it may be changed and could
>> > > cause
>> > > thread saftey issues
>> > >
>> >
>> > Ok, I just wanted to not allocate additional memory in case of using
>> > default weights.
>>
>> well, there can be more than one instance of a filter running at the same
>> time
>> so static variables that are actually changing will affect the other
>> filter instance
>>
>
> Hi,
>
> Here is the updated patch with fixed issues.
> Sorry for the late reply, I was busy doing things related to my university
> activities.
>
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>

I think all concerns were addressed, can the patch be pushed?
Michael Niedermayer May 3, 2018, 8:58 p.m.
On Thu, May 03, 2018 at 03:17:11PM -0300, Pedro Arthur wrote:
> 2018-04-10 14:16 GMT-03:00 Sergey Lavrushkin <dualfal@gmail.com>:
> > 2018-03-29 3:55 GMT+03:00 Michael Niedermayer <michael@niedermayer.cc>:
> >
> >> On Wed, Mar 28, 2018 at 11:17:40AM +0300, Sergey Lavrushkin wrote:
> >> > > [...]
> >> > > > +#define OFFSET(x) offsetof(SRCNNContext, x)
> >> > > > +#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
> >> > > > +static const AVOption srcnn_options[] = {
> >> > > > +    { "config_file", "path to configuration file with network
> >> > > parameters", OFFSET(config_file_path), AV_OPT_TYPE_STRING,
> >> {.str=NULL}, 0,
> >> > > 0, FLAGS },
> >> > > > +    { NULL }
> >> > > > +};
> >> > > > +
> >> > > > +AVFILTER_DEFINE_CLASS(srcnn);
> >> > > > +
> >> > > > +#define CHECK_FILE(file)    if (ferror(file) || feof(file)){ \
> >> > > > +                                av_log(context, AV_LOG_ERROR, "error
> >> > > reading configuration file\n");\
> >> > > > +                                fclose(file); \
> >> > > > +                                return AVERROR(EIO); \
> >> > > > +                            }
> >> > > > +
> >> > > > +#define CHECK_ALLOCATION(conv, file)    if
> >> > > (allocate_and_read_convolution_data(&conv, file)){ \
> >> > > > +                                            av_log(context,
> >> > > AV_LOG_ERROR, "could not allocate memory for convolutions\n"); \
> >> > > > +                                            fclose(file); \
> >> > > > +                                            return AVERROR(ENOMEM);
> >> \
> >> > > > +                                        }
> >> > > > +
> >> > >
> >> > > > +static int allocate_and_read_convolution_data(Convolution* conv,
> >> FILE*
> >> > > config_file)
> >> > > > +{
> >> > > > +    int32_t kernel_size = conv->output_channels * conv->size *
> >> > > conv->size * conv->input_channels;
> >> > > > +    conv->kernel = av_malloc(kernel_size * sizeof(double));
> >> > > > +    if (!conv->kernel){
> >> > > > +        return 1;
> >> > >
> >> > > this should return an AVERROR code for consistency with the rest of
> >> > > the codebase
> >> > >
> >> >
> >> > Ok.
> >> >
> >> >
> >> > > > +    }
> >> > >
> >> > > > +    fread(conv->kernel, sizeof(double), kernel_size, config_file);
> >> > >
> >> > > directly reading data types is not portable, it would for example be
> >> > > endian specific
> >> > > and using avio for reading may be better, though fread is as far as iam
> >> > > concerned also ok
> >> > >
> >> >
> >> > Ok, I understand the problem, but I have not really worked with it
> >> before,
> >> > so I need an advice of how to properly fix it. If I understand correctly,
> >> > for
> >>
> >> > int32_t I need to check endianness and reverse bytes if necessary. But
> >> with
> >>
> >> see avio_rb32()
> >> might not be as fast as reading a whole array and byteswaping though.
> >> Not sure it matters
> >>
> >>
> >> > doubles it is more complicated. Should I write a IEEE 754 converter from
> >> > binary
> >> > to double or maybe I can somehow check IEEE 754 doubles support and
> >> > depending
> >> > on it either stick to the default network weights, or just read bytes and
> >> > check
> >> > endianness, if IEEE 754 doubles are supported? Or maybe avio provide some
> >> > utility to deal with this problem?
> >>
> >> something like this should work:
> >> av_int2float(avio_rb32(pb));
> >> av_int2double(avio_rb64(pb));
> >>
> >> >
> >> >
> >> > > [...]
> >> > > > +/**
> >> > > > + * @file
> >> > > > + * Default cnn weights for x2 upsampling with srcnn filter.
> >> > > > + */
> >> > > > +
> >> > > > +/// First convolution kernel
> >> > >
> >> > > > +static double conv1_kernel[] = {
> >> > >
> >> > > static data should be also const, otherwise it may be changed and could
> >> > > cause
> >> > > thread saftey issues
> >> > >
> >> >
> >> > Ok, I just wanted to not allocate additional memory in case of using
> >> > default weights.
> >>
> >> well, there can be more than one instance of a filter running at the same
> >> time
> >> so static variables that are actually changing will affect the other
> >> filter instance
> >>
> >
> > Hi,
> >
> > Here is the updated patch with fixed issues.
> > Sorry for the late reply, I was busy doing things related to my university
> > activities.
> >
> > _______________________________________________
> > ffmpeg-devel mailing list
> > ffmpeg-devel@ffmpeg.org
> > http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
> >
> 
> I think all concerns were addressed, can the patch be pushed?

sure you can push it if it looks ok to you.
please make sure fate-source passes (i think it fails with the patch)

thanks

[...]
Pedro Arthur May 4, 2018, 2:35 p.m.
2018-05-03 17:58 GMT-03:00 Michael Niedermayer <michael@niedermayer.cc>:
> On Thu, May 03, 2018 at 03:17:11PM -0300, Pedro Arthur wrote:
>> 2018-04-10 14:16 GMT-03:00 Sergey Lavrushkin <dualfal@gmail.com>:
>> > 2018-03-29 3:55 GMT+03:00 Michael Niedermayer <michael@niedermayer.cc>:
>> >
>> >> On Wed, Mar 28, 2018 at 11:17:40AM +0300, Sergey Lavrushkin wrote:
>> >> > > [...]
>> >> > > > +#define OFFSET(x) offsetof(SRCNNContext, x)
>> >> > > > +#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
>> >> > > > +static const AVOption srcnn_options[] = {
>> >> > > > +    { "config_file", "path to configuration file with network
>> >> > > parameters", OFFSET(config_file_path), AV_OPT_TYPE_STRING,
>> >> {.str=NULL}, 0,
>> >> > > 0, FLAGS },
>> >> > > > +    { NULL }
>> >> > > > +};
>> >> > > > +
>> >> > > > +AVFILTER_DEFINE_CLASS(srcnn);
>> >> > > > +
>> >> > > > +#define CHECK_FILE(file)    if (ferror(file) || feof(file)){ \
>> >> > > > +                                av_log(context, AV_LOG_ERROR, "error
>> >> > > reading configuration file\n");\
>> >> > > > +                                fclose(file); \
>> >> > > > +                                return AVERROR(EIO); \
>> >> > > > +                            }
>> >> > > > +
>> >> > > > +#define CHECK_ALLOCATION(conv, file)    if
>> >> > > (allocate_and_read_convolution_data(&conv, file)){ \
>> >> > > > +                                            av_log(context,
>> >> > > AV_LOG_ERROR, "could not allocate memory for convolutions\n"); \
>> >> > > > +                                            fclose(file); \
>> >> > > > +                                            return AVERROR(ENOMEM);
>> >> \
>> >> > > > +                                        }
>> >> > > > +
>> >> > >
>> >> > > > +static int allocate_and_read_convolution_data(Convolution* conv,
>> >> FILE*
>> >> > > config_file)
>> >> > > > +{
>> >> > > > +    int32_t kernel_size = conv->output_channels * conv->size *
>> >> > > conv->size * conv->input_channels;
>> >> > > > +    conv->kernel = av_malloc(kernel_size * sizeof(double));
>> >> > > > +    if (!conv->kernel){
>> >> > > > +        return 1;
>> >> > >
>> >> > > this should return an AVERROR code for consistency with the rest of
>> >> > > the codebase
>> >> > >
>> >> >
>> >> > Ok.
>> >> >
>> >> >
>> >> > > > +    }
>> >> > >
>> >> > > > +    fread(conv->kernel, sizeof(double), kernel_size, config_file);
>> >> > >
>> >> > > directly reading data types is not portable, it would for example be
>> >> > > endian specific
>> >> > > and using avio for reading may be better, though fread is as far as iam
>> >> > > concerned also ok
>> >> > >
>> >> >
>> >> > Ok, I understand the problem, but I have not really worked with it
>> >> before,
>> >> > so I need an advice of how to properly fix it. If I understand correctly,
>> >> > for
>> >>
>> >> > int32_t I need to check endianness and reverse bytes if necessary. But
>> >> with
>> >>
>> >> see avio_rb32()
>> >> might not be as fast as reading a whole array and byteswaping though.
>> >> Not sure it matters
>> >>
>> >>
>> >> > doubles it is more complicated. Should I write a IEEE 754 converter from
>> >> > binary
>> >> > to double or maybe I can somehow check IEEE 754 doubles support and
>> >> > depending
>> >> > on it either stick to the default network weights, or just read bytes and
>> >> > check
>> >> > endianness, if IEEE 754 doubles are supported? Or maybe avio provide some
>> >> > utility to deal with this problem?
>> >>
>> >> something like this should work:
>> >> av_int2float(avio_rb32(pb));
>> >> av_int2double(avio_rb64(pb));
>> >>
>> >> >
>> >> >
>> >> > > [...]
>> >> > > > +/**
>> >> > > > + * @file
>> >> > > > + * Default cnn weights for x2 upsampling with srcnn filter.
>> >> > > > + */
>> >> > > > +
>> >> > > > +/// First convolution kernel
>> >> > >
>> >> > > > +static double conv1_kernel[] = {
>> >> > >
>> >> > > static data should be also const, otherwise it may be changed and could
>> >> > > cause
>> >> > > thread saftey issues
>> >> > >
>> >> >
>> >> > Ok, I just wanted to not allocate additional memory in case of using
>> >> > default weights.
>> >>
>> >> well, there can be more than one instance of a filter running at the same
>> >> time
>> >> so static variables that are actually changing will affect the other
>> >> filter instance
>> >>
>> >
>> > Hi,
>> >
>> > Here is the updated patch with fixed issues.
>> > Sorry for the late reply, I was busy doing things related to my university
>> > activities.
>> >
>> > _______________________________________________
>> > ffmpeg-devel mailing list
>> > ffmpeg-devel@ffmpeg.org
>> > http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>> >
>>
>> I think all concerns were addressed, can the patch be pushed?
>
> sure you can push it if it looks ok to you.
> please make sure fate-source passes (i think it fails with the patch)
Fixed and pushed.

>
> thanks
>
> [...]
> --
> Michael     GnuPG fingerprint: 9FF2128B147EF6730BADF133611EC787040B0FAB
>
> Into a blind darkness they enter who follow after the Ignorance,
> they as if into a greater darkness enter who devote themselves
> to the Knowledge alone. -- Isha Upanishad
>
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>
James Almer May 5, 2018, 8:38 p.m.
On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
> new file mode 100644
> index 0000000000..d9b4891f7f
> --- /dev/null
> +++ b/libavfilter/vf_srcnn.c
> @@ -0,0 +1,420 @@
> +/*
> + * 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
> + * Filter implementing image super-resolution using deep convolutional networks.
> + * https://arxiv.org/abs/1501.00092
> + */
> +
> +#include "avfilter.h"
> +#include "formats.h"
> +#include "internal.h"
> +#include "libavutil/opt.h"
> +#include "unistd.h"

This broke msvc. It should be (if anything) <unistd.h>, and wrapped
inside a HAVE_UNISTD_H preprocessor check.

> +static av_cold int init(AVFilterContext* context)
> +{
> +    SRCNNContext *srcnn_context = context->priv;
> +    AVIOContext* config_file_context;
> +    int64_t file_size, srcnn_size;
> +
> +    /// Check specified confguration file name and read network weights from it
> +    if (!srcnn_context->config_file_path){
> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
> +
> +        /// Create convolution kernels and copy default weights
> +        srcnn_context->conv1.input_channels = 1;
> +        srcnn_context->conv1.output_channels = 64;
> +        srcnn_context->conv1.size = 9;
> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
> +
> +        srcnn_context->conv2.input_channels = 64;
> +        srcnn_context->conv2.output_channels = 32;
> +        srcnn_context->conv2.size = 1;
> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
> +
> +        srcnn_context->conv3.input_channels = 32;
> +        srcnn_context->conv3.output_channels = 1;
> +        srcnn_context->conv3.size = 5;
> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
> +    }
> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){

This seems to be the function needed from unistd.h

Looking at configure and libavformat/file.c it's apparently not
available everywhere (we have a HAVE_ACCESS define, and also check for
mode constants like R_OK).
James Almer May 6, 2018, 8:27 p.m.
On 5/5/2018 5:38 PM, James Almer wrote:
> On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
>> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
>> new file mode 100644
>> index 0000000000..d9b4891f7f
>> --- /dev/null
>> +++ b/libavfilter/vf_srcnn.c
>> @@ -0,0 +1,420 @@
>> +/*
>> + * 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
>> + * Filter implementing image super-resolution using deep convolutional networks.
>> + * https://arxiv.org/abs/1501.00092
>> + */
>> +
>> +#include "avfilter.h"
>> +#include "formats.h"
>> +#include "internal.h"
>> +#include "libavutil/opt.h"
>> +#include "unistd.h"
> 
> This broke msvc. It should be (if anything) <unistd.h>, and wrapped
> inside a HAVE_UNISTD_H preprocessor check.

I (accidentally) applied this change as part of an unrelated commit, so
that's dealt with at least.

> 
>> +static av_cold int init(AVFilterContext* context)
>> +{
>> +    SRCNNContext *srcnn_context = context->priv;
>> +    AVIOContext* config_file_context;
>> +    int64_t file_size, srcnn_size;
>> +
>> +    /// Check specified confguration file name and read network weights from it
>> +    if (!srcnn_context->config_file_path){
>> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
>> +
>> +        /// Create convolution kernels and copy default weights
>> +        srcnn_context->conv1.input_channels = 1;
>> +        srcnn_context->conv1.output_channels = 64;
>> +        srcnn_context->conv1.size = 9;
>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
>> +
>> +        srcnn_context->conv2.input_channels = 64;
>> +        srcnn_context->conv2.output_channels = 32;
>> +        srcnn_context->conv2.size = 1;
>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
>> +
>> +        srcnn_context->conv3.input_channels = 32;
>> +        srcnn_context->conv3.output_channels = 1;
>> +        srcnn_context->conv3.size = 5;
>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
>> +    }
>> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){
> 
> This seems to be the function needed from unistd.h
> 
> Looking at configure and libavformat/file.c it's apparently not
> available everywhere (we have a HAVE_ACCESS define, and also check for
> mode constants like R_OK).

MSVC does not have access(), so i have temporarily made this filter
depend on its presence until a proper fix is applied. That target has
been broken for a few days now and that shouldn't be the case.
It should be a matter or doing the same thing as in libavformat/file.c,
i guess, or perhaps use _access() instead, which is available in MSVC.
Pedro Arthur May 7, 2018, 1:33 a.m.
2018-05-06 17:27 GMT-03:00 James Almer <jamrial@gmail.com>:
> On 5/5/2018 5:38 PM, James Almer wrote:
>> On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
>>> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
>>> new file mode 100644
>>> index 0000000000..d9b4891f7f
>>> --- /dev/null
>>> +++ b/libavfilter/vf_srcnn.c
>>> @@ -0,0 +1,420 @@
>>> +/*
>>> + * 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
>>> + * Filter implementing image super-resolution using deep convolutional networks.
>>> + * https://arxiv.org/abs/1501.00092
>>> + */
>>> +
>>> +#include "avfilter.h"
>>> +#include "formats.h"
>>> +#include "internal.h"
>>> +#include "libavutil/opt.h"
>>> +#include "unistd.h"
>>
>> This broke msvc. It should be (if anything) <unistd.h>, and wrapped
>> inside a HAVE_UNISTD_H preprocessor check.
>
> I (accidentally) applied this change as part of an unrelated commit, so
> that's dealt with at least.
>
>>
>>> +static av_cold int init(AVFilterContext* context)
>>> +{
>>> +    SRCNNContext *srcnn_context = context->priv;
>>> +    AVIOContext* config_file_context;
>>> +    int64_t file_size, srcnn_size;
>>> +
>>> +    /// Check specified confguration file name and read network weights from it
>>> +    if (!srcnn_context->config_file_path){
>>> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
>>> +
>>> +        /// Create convolution kernels and copy default weights
>>> +        srcnn_context->conv1.input_channels = 1;
>>> +        srcnn_context->conv1.output_channels = 64;
>>> +        srcnn_context->conv1.size = 9;
>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
>>> +
>>> +        srcnn_context->conv2.input_channels = 64;
>>> +        srcnn_context->conv2.output_channels = 32;
>>> +        srcnn_context->conv2.size = 1;
>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
>>> +
>>> +        srcnn_context->conv3.input_channels = 32;
>>> +        srcnn_context->conv3.output_channels = 1;
>>> +        srcnn_context->conv3.size = 5;
>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
>>> +    }
>>> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){
>>
>> This seems to be the function needed from unistd.h
>>
>> Looking at configure and libavformat/file.c it's apparently not
>> available everywhere (we have a HAVE_ACCESS define, and also check for
>> mode constants like R_OK).
>
> MSVC does not have access(), so i have temporarily made this filter
> depend on its presence until a proper fix is applied. That target has
> been broken for a few days now and that shouldn't be the case.
> It should be a matter or doing the same thing as in libavformat/file.c,
> i guess, or perhaps use _access() instead, which is available in MSVC.
Thanks.


@Sergey can you provide a definitive fix?

> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
Steven Liu May 7, 2018, 3:30 a.m.
Hi Sergey,

	How should i test this filter?
	I tested it some days ago, the picture get worse from 2nd frame.
	input resolution 640x480 to 1280x720;

 	ffmpeg -i input -vf srcnn output

> On May 7, 2018, at 09:33, Pedro Arthur <bygrandao@gmail.com> wrote:
> 
> 2018-05-06 17:27 GMT-03:00 James Almer <jamrial@gmail.com>:
>> On 5/5/2018 5:38 PM, James Almer wrote:
>>> On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
>>>> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
>>>> new file mode 100644
>>>> index 0000000000..d9b4891f7f
>>>> --- /dev/null
>>>> +++ b/libavfilter/vf_srcnn.c
>>>> @@ -0,0 +1,420 @@
>>>> +/*
>>>> + * 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
>>>> + * Filter implementing image super-resolution using deep convolutional networks.
>>>> + * https://arxiv.org/abs/1501.00092
>>>> + */
>>>> +
>>>> +#include "avfilter.h"
>>>> +#include "formats.h"
>>>> +#include "internal.h"
>>>> +#include "libavutil/opt.h"
>>>> +#include "unistd.h"
>>> 
>>> This broke msvc. It should be (if anything) <unistd.h>, and wrapped
>>> inside a HAVE_UNISTD_H preprocessor check.
>> 
>> I (accidentally) applied this change as part of an unrelated commit, so
>> that's dealt with at least.
>> 
>>> 
>>>> +static av_cold int init(AVFilterContext* context)
>>>> +{
>>>> +    SRCNNContext *srcnn_context = context->priv;
>>>> +    AVIOContext* config_file_context;
>>>> +    int64_t file_size, srcnn_size;
>>>> +
>>>> +    /// Check specified confguration file name and read network weights from it
>>>> +    if (!srcnn_context->config_file_path){
>>>> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
>>>> +
>>>> +        /// Create convolution kernels and copy default weights
>>>> +        srcnn_context->conv1.input_channels = 1;
>>>> +        srcnn_context->conv1.output_channels = 64;
>>>> +        srcnn_context->conv1.size = 9;
>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
>>>> +
>>>> +        srcnn_context->conv2.input_channels = 64;
>>>> +        srcnn_context->conv2.output_channels = 32;
>>>> +        srcnn_context->conv2.size = 1;
>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
>>>> +
>>>> +        srcnn_context->conv3.input_channels = 32;
>>>> +        srcnn_context->conv3.output_channels = 1;
>>>> +        srcnn_context->conv3.size = 5;
>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
>>>> +    }
>>>> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){
>>> 
>>> This seems to be the function needed from unistd.h
>>> 
>>> Looking at configure and libavformat/file.c it's apparently not
>>> available everywhere (we have a HAVE_ACCESS define, and also check for
>>> mode constants like R_OK).
>> 
>> MSVC does not have access(), so i have temporarily made this filter
>> depend on its presence until a proper fix is applied. That target has
>> been broken for a few days now and that shouldn't be the case.
>> It should be a matter or doing the same thing as in libavformat/file.c,
>> i guess, or perhaps use _access() instead, which is available in MSVC.
> Thanks.
> 
> 
> @Sergey can you provide a definitive fix?
> 
>> _______________________________________________
>> ffmpeg-devel mailing list
>> ffmpeg-devel@ffmpeg.org
>> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel

Thanks
Steven
Pedro Arthur May 7, 2018, 2:41 p.m.
2018-05-07 0:30 GMT-03:00 Steven Liu <lq@chinaffmpeg.org>:
> Hi Sergey,
>
>         How should i test this filter?
>         I tested it some days ago, the picture get worse from 2nd frame.
>         input resolution 640x480 to 1280x720;
>
>         ffmpeg -i input -vf srcnn output
Hi,
The filter expects the input upscaled by 2x, therefore the proper
command would be

ffmpeg -i input -vf "scale=2*iw:2*ih, srcnn, scale=1280:720"

The default filter is trained for 2x upscale, anything different from
that may generate bad results.

>
>> On May 7, 2018, at 09:33, Pedro Arthur <bygrandao@gmail.com> wrote:
>>
>> 2018-05-06 17:27 GMT-03:00 James Almer <jamrial@gmail.com>:
>>> On 5/5/2018 5:38 PM, James Almer wrote:
>>>> On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
>>>>> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
>>>>> new file mode 100644
>>>>> index 0000000000..d9b4891f7f
>>>>> --- /dev/null
>>>>> +++ b/libavfilter/vf_srcnn.c
>>>>> @@ -0,0 +1,420 @@
>>>>> +/*
>>>>> + * 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
>>>>> + * Filter implementing image super-resolution using deep convolutional networks.
>>>>> + * https://arxiv.org/abs/1501.00092
>>>>> + */
>>>>> +
>>>>> +#include "avfilter.h"
>>>>> +#include "formats.h"
>>>>> +#include "internal.h"
>>>>> +#include "libavutil/opt.h"
>>>>> +#include "unistd.h"
>>>>
>>>> This broke msvc. It should be (if anything) <unistd.h>, and wrapped
>>>> inside a HAVE_UNISTD_H preprocessor check.
>>>
>>> I (accidentally) applied this change as part of an unrelated commit, so
>>> that's dealt with at least.
>>>
>>>>
>>>>> +static av_cold int init(AVFilterContext* context)
>>>>> +{
>>>>> +    SRCNNContext *srcnn_context = context->priv;
>>>>> +    AVIOContext* config_file_context;
>>>>> +    int64_t file_size, srcnn_size;
>>>>> +
>>>>> +    /// Check specified confguration file name and read network weights from it
>>>>> +    if (!srcnn_context->config_file_path){
>>>>> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
>>>>> +
>>>>> +        /// Create convolution kernels and copy default weights
>>>>> +        srcnn_context->conv1.input_channels = 1;
>>>>> +        srcnn_context->conv1.output_channels = 64;
>>>>> +        srcnn_context->conv1.size = 9;
>>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
>>>>> +
>>>>> +        srcnn_context->conv2.input_channels = 64;
>>>>> +        srcnn_context->conv2.output_channels = 32;
>>>>> +        srcnn_context->conv2.size = 1;
>>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
>>>>> +
>>>>> +        srcnn_context->conv3.input_channels = 32;
>>>>> +        srcnn_context->conv3.output_channels = 1;
>>>>> +        srcnn_context->conv3.size = 5;
>>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
>>>>> +    }
>>>>> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){
>>>>
>>>> This seems to be the function needed from unistd.h
>>>>
>>>> Looking at configure and libavformat/file.c it's apparently not
>>>> available everywhere (we have a HAVE_ACCESS define, and also check for
>>>> mode constants like R_OK).
>>>
>>> MSVC does not have access(), so i have temporarily made this filter
>>> depend on its presence until a proper fix is applied. That target has
>>> been broken for a few days now and that shouldn't be the case.
>>> It should be a matter or doing the same thing as in libavformat/file.c,
>>> i guess, or perhaps use _access() instead, which is available in MSVC.
>> Thanks.
>>
>>
>> @Sergey can you provide a definitive fix?
>>
>>> _______________________________________________
>>> ffmpeg-devel mailing list
>>> ffmpeg-devel@ffmpeg.org
>>> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>> _______________________________________________
>> ffmpeg-devel mailing list
>> ffmpeg-devel@ffmpeg.org
>> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
>
> Thanks
> Steven
>
>
>
> _______________________________________________
> ffmpeg-devel mailing list
> ffmpeg-devel@ffmpeg.org
> http://ffmpeg.org/mailman/listinfo/ffmpeg-devel
Sergey Lavrushkin May 7, 2018, 6:14 p.m.
2018-05-07 17:41 GMT+03:00 Pedro Arthur <bygrandao@gmail.com>:

> 2018-05-07 0:30 GMT-03:00 Steven Liu <lq@chinaffmpeg.org>:
> > Hi Sergey,
> >
> >         How should i test this filter?
> >         I tested it some days ago, the picture get worse from 2nd frame.
> >         input resolution 640x480 to 1280x720;
> >
> >         ffmpeg -i input -vf srcnn output
> Hi,
> The filter expects the input upscaled by 2x, therefore the proper
> command would be
>
> ffmpeg -i input -vf "scale=2*iw:2*ih, srcnn, scale=1280:720"
>
> The default filter is trained for 2x upscale, anything different from
> that may generate bad results.


Hi,
Moreover, the filter expects the input upscaled with bicubic upscaling, so
for other upscaling algorithms bad results are also possible.
Also other models for x2, x3, x4 upsampling can be specified using
following command:
ffmpeg -i input -vf scale=iw*factor:-1,srcnn=path_to_model
Configuration files with other models can be found here:
https://drive.google.com/drive/folders/1-M9azWTtZ4egf8ndRU7Y_tiGP6QtN-Fp?usp=sharing
Hendrik Leppkes May 7, 2018, 11:05 p.m.
On Sun, May 6, 2018 at 10:27 PM, James Almer <jamrial@gmail.com> wrote:
> On 5/5/2018 5:38 PM, James Almer wrote:
>> On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
>>> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
>>> new file mode 100644
>>> index 0000000000..d9b4891f7f
>>> --- /dev/null
>>> +++ b/libavfilter/vf_srcnn.c
>>> @@ -0,0 +1,420 @@
>>> +/*
>>> + * 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
>>> + * Filter implementing image super-resolution using deep convolutional networks.
>>> + * https://arxiv.org/abs/1501.00092
>>> + */
>>> +
>>> +#include "avfilter.h"
>>> +#include "formats.h"
>>> +#include "internal.h"
>>> +#include "libavutil/opt.h"
>>> +#include "unistd.h"
>>
>> This broke msvc. It should be (if anything) <unistd.h>, and wrapped
>> inside a HAVE_UNISTD_H preprocessor check.
>
> I (accidentally) applied this change as part of an unrelated commit, so
> that's dealt with at least.
>
>>
>>> +static av_cold int init(AVFilterContext* context)
>>> +{
>>> +    SRCNNContext *srcnn_context = context->priv;
>>> +    AVIOContext* config_file_context;
>>> +    int64_t file_size, srcnn_size;
>>> +
>>> +    /// Check specified confguration file name and read network weights from it
>>> +    if (!srcnn_context->config_file_path){
>>> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
>>> +
>>> +        /// Create convolution kernels and copy default weights
>>> +        srcnn_context->conv1.input_channels = 1;
>>> +        srcnn_context->conv1.output_channels = 64;
>>> +        srcnn_context->conv1.size = 9;
>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
>>> +
>>> +        srcnn_context->conv2.input_channels = 64;
>>> +        srcnn_context->conv2.output_channels = 32;
>>> +        srcnn_context->conv2.size = 1;
>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
>>> +
>>> +        srcnn_context->conv3.input_channels = 32;
>>> +        srcnn_context->conv3.output_channels = 1;
>>> +        srcnn_context->conv3.size = 5;
>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
>>> +    }
>>> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){
>>
>> This seems to be the function needed from unistd.h
>>
>> Looking at configure and libavformat/file.c it's apparently not
>> available everywhere (we have a HAVE_ACCESS define, and also check for
>> mode constants like R_OK).
>
> MSVC does not have access(), so i have temporarily made this filter
> depend on its presence until a proper fix is applied. That target has
> been broken for a few days now and that shouldn't be the case.
> It should be a matter or doing the same thing as in libavformat/file.c,
> i guess, or perhaps use _access() instead, which is available in MSVC.

Your check doesn't work, MSVC building is still broken.
Probably because MSVC does have access, in io.h, but it does not have
the R_OK token.

- Hendrik
James Almer May 7, 2018, 11:55 p.m.
On 5/7/2018 8:05 PM, Hendrik Leppkes wrote:
> On Sun, May 6, 2018 at 10:27 PM, James Almer <jamrial@gmail.com> wrote:
>> On 5/5/2018 5:38 PM, James Almer wrote:
>>> On 4/10/2018 2:16 PM, Sergey Lavrushkin wrote:
>>>> diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
>>>> new file mode 100644
>>>> index 0000000000..d9b4891f7f
>>>> --- /dev/null
>>>> +++ b/libavfilter/vf_srcnn.c
>>>> @@ -0,0 +1,420 @@
>>>> +/*
>>>> + * 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
>>>> + * Filter implementing image super-resolution using deep convolutional networks.
>>>> + * https://arxiv.org/abs/1501.00092
>>>> + */
>>>> +
>>>> +#include "avfilter.h"
>>>> +#include "formats.h"
>>>> +#include "internal.h"
>>>> +#include "libavutil/opt.h"
>>>> +#include "unistd.h"
>>>
>>> This broke msvc. It should be (if anything) <unistd.h>, and wrapped
>>> inside a HAVE_UNISTD_H preprocessor check.
>>
>> I (accidentally) applied this change as part of an unrelated commit, so
>> that's dealt with at least.
>>
>>>
>>>> +static av_cold int init(AVFilterContext* context)
>>>> +{
>>>> +    SRCNNContext *srcnn_context = context->priv;
>>>> +    AVIOContext* config_file_context;
>>>> +    int64_t file_size, srcnn_size;
>>>> +
>>>> +    /// Check specified confguration file name and read network weights from it
>>>> +    if (!srcnn_context->config_file_path){
>>>> +        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
>>>> +
>>>> +        /// Create convolution kernels and copy default weights
>>>> +        srcnn_context->conv1.input_channels = 1;
>>>> +        srcnn_context->conv1.output_channels = 64;
>>>> +        srcnn_context->conv1.size = 9;
>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
>>>> +
>>>> +        srcnn_context->conv2.input_channels = 64;
>>>> +        srcnn_context->conv2.output_channels = 32;
>>>> +        srcnn_context->conv2.size = 1;
>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
>>>> +
>>>> +        srcnn_context->conv3.input_channels = 32;
>>>> +        srcnn_context->conv3.output_channels = 1;
>>>> +        srcnn_context->conv3.size = 5;
>>>> +        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
>>>> +    }
>>>> +    else if (access(srcnn_context->config_file_path, R_OK) != -1){
>>>
>>> This seems to be the function needed from unistd.h
>>>
>>> Looking at configure and libavformat/file.c it's apparently not
>>> available everywhere (we have a HAVE_ACCESS define, and also check for
>>> mode constants like R_OK).
>>
>> MSVC does not have access(), so i have temporarily made this filter
>> depend on its presence until a proper fix is applied. That target has
>> been broken for a few days now and that shouldn't be the case.
>> It should be a matter or doing the same thing as in libavformat/file.c,
>> i guess, or perhaps use _access() instead, which is available in MSVC.
> 
> Your check doesn't work, MSVC building is still broken.
> Probably because MSVC does have access, in io.h, but it does not have
> the R_OK token.
> 
> - Hendrik

I sent a patch to make the access() check stricter.

access() in msvc is in any case kinda weird. The check as is succeeds
(so the function exists in some form in the c library) so HAVE_ACCESS is
set to true in both msvc and mingw, but msvc doesn't define R_OK or any
other such constant.
We have a wrapper using msvc's specific _access() in lavf that's
ultimately only used by mingw because the only file calling access() is
file.c and it first makes sure said constants are also set.

With my configure patch the check will only succeed on mingw, so
technically changing nothing as far as lavf is concerned, but
effectively disabling the filter on msvc so lavfi can compile.

Better solution of course welcome.

Patch hide | download patch | download mbox

From f9bb7963a9d42e6e3e2d2ae2ecc57f7abe4a6190 Mon Sep 17 00:00:00 2001
From: Sergey Lavrushkin <dualfal@gmail.com>
Date: Tue, 10 Apr 2018 19:41:40 +0300
Subject: [PATCH] Adds SRCNN filter.

---
 Changelog                |   1 +
 libavfilter/Makefile     |   1 +
 libavfilter/allfilters.c |   1 +
 libavfilter/vf_srcnn.c   | 420 +++++++++++++++++++++++
 libavfilter/vf_srcnn.h   | 852 +++++++++++++++++++++++++++++++++++++++++++++++
 5 files changed, 1275 insertions(+)
 create mode 100644 libavfilter/vf_srcnn.c
 create mode 100644 libavfilter/vf_srcnn.h

diff --git a/Changelog b/Changelog
index 74c410a8e2..efcbb4a1d9 100644
--- a/Changelog
+++ b/Changelog
@@ -53,6 +53,7 @@  version <next>:
 - bitstream filter for extracting E-AC-3 core
 - Haivision SRT protocol via libsrt
 - segafilm muxer
+- SRCNN filter
 
 
 version 3.4:
diff --git a/libavfilter/Makefile b/libavfilter/Makefile
index a90ca30ad7..cd08e8bedd 100644
--- a/libavfilter/Makefile
+++ b/libavfilter/Makefile
@@ -327,6 +327,7 @@  OBJS-$(CONFIG_SMARTBLUR_FILTER)              += vf_smartblur.o
 OBJS-$(CONFIG_SOBEL_FILTER)                  += vf_convolution.o
 OBJS-$(CONFIG_SPLIT_FILTER)                  += split.o
 OBJS-$(CONFIG_SPP_FILTER)                    += vf_spp.o
+OBJS-$(CONFIG_SRCNN_FILTER)                  += vf_srcnn.o
 OBJS-$(CONFIG_SSIM_FILTER)                   += vf_ssim.o framesync.o
 OBJS-$(CONFIG_STEREO3D_FILTER)               += vf_stereo3d.o
 OBJS-$(CONFIG_STREAMSELECT_FILTER)           += f_streamselect.o framesync.o
diff --git a/libavfilter/allfilters.c b/libavfilter/allfilters.c
index 6eac828616..af402dd935 100644
--- a/libavfilter/allfilters.c
+++ b/libavfilter/allfilters.c
@@ -318,6 +318,7 @@  extern AVFilter ff_vf_smartblur;
 extern AVFilter ff_vf_sobel;
 extern AVFilter ff_vf_split;
 extern AVFilter ff_vf_spp;
+extern AVFilter ff_vf_srcnn;
 extern AVFilter ff_vf_ssim;
 extern AVFilter ff_vf_stereo3d;
 extern AVFilter ff_vf_streamselect;
diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c
new file mode 100644
index 0000000000..d9b4891f7f
--- /dev/null
+++ b/libavfilter/vf_srcnn.c
@@ -0,0 +1,420 @@ 
+/*
+ * 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
+ * Filter implementing image super-resolution using deep convolutional networks.
+ * https://arxiv.org/abs/1501.00092
+ */
+
+#include "avfilter.h"
+#include "formats.h"
+#include "internal.h"
+#include "libavutil/opt.h"
+#include "unistd.h"
+#include "vf_srcnn.h"
+#include "libavformat/avio.h"
+
+typedef struct Convolution
+{
+    double* kernel;
+    double* biases;
+    int32_t size, input_channels, output_channels;
+} Convolution;
+
+typedef struct SRCNNContext {
+    const AVClass *class;
+
+    /// SRCNN convolutions
+    struct Convolution conv1, conv2, conv3;
+    /// Path to binary file with kernels specifications
+    char* config_file_path;
+    /// Buffers for network input/output and feature maps
+    double* input_output_buf;
+    double* conv1_buf;
+    double* conv2_buf;
+} SRCNNContext;
+
+
+#define OFFSET(x) offsetof(SRCNNContext, x)
+#define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
+static const AVOption srcnn_options[] = {
+    { "config_file", "path to configuration file with network parameters", OFFSET(config_file_path), AV_OPT_TYPE_STRING, {.str=NULL}, 0, 0, FLAGS },
+    { NULL }
+};
+
+AVFILTER_DEFINE_CLASS(srcnn);
+
+#define CHECK_FILE_SIZE(file_size, srcnn_size, avio_context)    if (srcnn_size > file_size){ \
+                                                                    av_log(context, AV_LOG_ERROR, "error reading configuration file\n");\
+                                                                    avio_closep(&avio_context); \
+                                                                    return AVERROR(EIO); \
+                                                                }
+
+#define CHECK_ALLOCATION(call, end_call)    if (call){ \
+                                                av_log(context, AV_LOG_ERROR, "could not allocate memory for convolutions\n"); \
+                                                end_call; \
+                                                return AVERROR(ENOMEM); \
+                                            }
+
+static int allocate_read_conv_data(Convolution* conv, AVIOContext* config_file_context)
+{
+    int32_t kernel_size = conv->output_channels * conv->size * conv->size * conv->input_channels;
+    int32_t i;
+
+    conv->kernel = av_malloc(kernel_size * sizeof(double));
+    if (!conv->kernel){
+        return AVERROR(ENOMEM);
+    }
+    for (i = 0; i < kernel_size; ++i){
+        conv->kernel[i] = av_int2double(avio_rl64(config_file_context));
+    }
+
+    conv->biases = av_malloc(conv->output_channels * sizeof(double));
+    if (!conv->biases){
+        return AVERROR(ENOMEM);
+    }
+    for (i = 0; i < conv->output_channels; ++i){
+        conv->biases[i] = av_int2double(avio_rl64(config_file_context));
+    }
+
+    return 0;
+}
+
+static int allocate_copy_conv_data(Convolution* conv, const double* kernel, const double* biases)
+{
+    int32_t kernel_size = conv->output_channels * conv->size * conv->size * conv->input_channels;
+
+    conv->kernel = av_malloc(kernel_size * sizeof(double));
+    if (!conv->kernel){
+        return AVERROR(ENOMEM);
+    }
+    memcpy(conv->kernel, kernel, kernel_size * sizeof(double));
+
+    conv->biases = av_malloc(conv->output_channels * sizeof(double));
+    if (!conv->kernel){
+        return AVERROR(ENOMEM);
+    }
+    memcpy(conv->biases, biases, conv->output_channels * sizeof(double));
+
+    return 0;
+}
+
+static av_cold int init(AVFilterContext* context)
+{
+    SRCNNContext *srcnn_context = context->priv;
+    AVIOContext* config_file_context;
+    int64_t file_size, srcnn_size;
+
+    /// Check specified confguration file name and read network weights from it
+    if (!srcnn_context->config_file_path){
+        av_log(context, AV_LOG_INFO, "configuration file for network was not specified, using default weights for x2 upsampling\n");
+
+        /// Create convolution kernels and copy default weights
+        srcnn_context->conv1.input_channels = 1;
+        srcnn_context->conv1.output_channels = 64;
+        srcnn_context->conv1.size = 9;
+        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv1, conv1_kernel, conv1_biases), )
+
+        srcnn_context->conv2.input_channels = 64;
+        srcnn_context->conv2.output_channels = 32;
+        srcnn_context->conv2.size = 1;
+        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv2, conv2_kernel, conv2_biases), )
+
+        srcnn_context->conv3.input_channels = 32;
+        srcnn_context->conv3.output_channels = 1;
+        srcnn_context->conv3.size = 5;
+        CHECK_ALLOCATION(allocate_copy_conv_data(&srcnn_context->conv3, conv3_kernel, conv3_biases), )
+    }
+    else if (access(srcnn_context->config_file_path, R_OK) != -1){
+        if (avio_open(&config_file_context, srcnn_context->config_file_path, AVIO_FLAG_READ) < 0){
+            av_log(context, AV_LOG_ERROR, "failed to open configuration file\n");
+            return AVERROR(EIO);
+        }
+
+        file_size = avio_size(config_file_context);
+
+        /// Create convolution kernels and read weights from file
+        srcnn_context->conv1.input_channels = 1;
+        srcnn_context->conv1.size = (int32_t)avio_rl32(config_file_context);
+        srcnn_context->conv1.output_channels = (int32_t)avio_rl32(config_file_context);
+        srcnn_size = 8 + (srcnn_context->conv1.output_channels * srcnn_context->conv1.size *
+                          srcnn_context->conv1.size * srcnn_context->conv1.input_channels +
+                          srcnn_context->conv1.output_channels << 3);
+        CHECK_FILE_SIZE(file_size, srcnn_size, config_file_context)
+        CHECK_ALLOCATION(allocate_read_conv_data(&srcnn_context->conv1, config_file_context), avio_closep(&config_file_context))
+
+        srcnn_context->conv2.input_channels = (int32_t)avio_rl32(config_file_context);
+        srcnn_context->conv2.size = (int32_t)avio_rl32(config_file_context);
+        srcnn_context->conv2.output_channels = (int32_t)avio_rl32(config_file_context);
+        srcnn_size += 12 + (srcnn_context->conv2.output_channels * srcnn_context->conv2.size *
+                            srcnn_context->conv2.size * srcnn_context->conv2.input_channels +
+                            srcnn_context->conv2.output_channels << 3);
+        CHECK_FILE_SIZE(file_size, srcnn_size, config_file_context)
+        CHECK_ALLOCATION(allocate_read_conv_data(&srcnn_context->conv2, config_file_context), avio_closep(&config_file_context))
+
+        srcnn_context->conv3.input_channels = (int32_t)avio_rl32(config_file_context);
+        srcnn_context->conv3.size = (int32_t)avio_rl32(config_file_context);
+        srcnn_context->conv3.output_channels = 1;
+        srcnn_size += 8 + (srcnn_context->conv3.output_channels * srcnn_context->conv3.size *
+                           srcnn_context->conv3.size * srcnn_context->conv3.input_channels
+                           + srcnn_context->conv3.output_channels << 3);
+        if (file_size != srcnn_size){
+            av_log(context, AV_LOG_ERROR, "error reading configuration file\n");
+            avio_closep(&config_file_context);
+            return AVERROR(EIO);
+        }
+        CHECK_ALLOCATION(allocate_read_conv_data(&srcnn_context->conv3, config_file_context), avio_closep(&config_file_context))
+
+        avio_closep(&config_file_context);
+    }
+    else{
+        av_log(context, AV_LOG_ERROR, "specified configuration file does not exist or not readable\n");
+        return AVERROR(EIO);
+    }
+
+    return 0;
+}
+
+static int query_formats(AVFilterContext* context)
+{
+    const enum AVPixelFormat pixel_formats[] = {AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P, AV_PIX_FMT_YUV444P,
+                                                AV_PIX_FMT_YUV410P, AV_PIX_FMT_YUV411P, AV_PIX_FMT_GRAY8,
+                                                AV_PIX_FMT_NONE};
+    AVFilterFormats *formats_list;
+
+    formats_list = ff_make_format_list(pixel_formats);
+    if (!formats_list){
+        av_log(context, AV_LOG_ERROR, "could not create formats list\n");
+        return AVERROR(ENOMEM);
+    }
+    return ff_set_common_formats(context, formats_list);
+}
+
+static int config_props(AVFilterLink* inlink)
+{
+    AVFilterContext *context = inlink->dst;
+    SRCNNContext *srcnn_context = context->priv;
+    int min_dim;
+
+    /// Check if input data width or height is too low
+    min_dim = FFMIN(inlink->w, inlink->h);
+    if (min_dim <= srcnn_context->conv1.size >> 1 || min_dim <= srcnn_context->conv2.size >> 1 || min_dim <= srcnn_context->conv3.size >> 1){
+        av_log(context, AV_LOG_ERROR, "input width or height is too low\n");
+        return AVERROR(EIO);
+    }
+
+    /// Allocate network buffers
+    srcnn_context->input_output_buf = av_malloc(inlink->h * inlink->w * sizeof(double));
+    srcnn_context->conv1_buf = av_malloc(inlink->h * inlink->w * srcnn_context->conv1.output_channels * sizeof(double));
+    srcnn_context->conv2_buf = av_malloc(inlink->h * inlink->w * srcnn_context->conv2.output_channels * sizeof(double));
+
+    if (!srcnn_context->input_output_buf || !srcnn_context->conv1_buf || !srcnn_context->conv2_buf){
+        av_log(context, AV_LOG_ERROR, "could not allocate memory for srcnn buffers\n");
+        return AVERROR(ENOMEM);
+    }
+
+    return 0;
+}
+
+typedef struct ThreadData{
+    uint8_t* out;
+    int out_linesize, height, width;
+} ThreadData;
+
+typedef struct ConvThreadData
+{
+    const Convolution* conv;
+    const double* input;
+    double* output;
+    int height, width;
+} ConvThreadData;
+
+/// Convert uint8 data to double and scale it to use in network
+static int uint8_to_double(AVFilterContext* context, void* arg, int jobnr, int nb_jobs)
+{
+    SRCNNContext* srcnn_context = context->priv;
+    const ThreadData* td = arg;
+    const int slice_start = (td->height *  jobnr     ) / nb_jobs;
+    const int slice_end   = (td->height * (jobnr + 1)) / nb_jobs;
+    const uint8_t* src = td->out + slice_start * td->out_linesize;
+    double* dst = srcnn_context->input_output_buf + slice_start * td->width;
+    int y, x;
+
+    for (y = slice_start; y < slice_end; ++y){
+        for (x = 0; x < td->width; ++x){
+            dst[x] = (double)src[x] / 255.0;
+        }
+        src += td->out_linesize;
+        dst += td->width;
+    }
+
+    return 0;
+}
+
+/// Convert double data from network to uint8 and scale it to output as filter result
+static int double_to_uint8(AVFilterContext* context, void* arg, int jobnr, int nb_jobs)
+{
+    SRCNNContext* srcnn_context = context->priv;
+    const ThreadData* td = arg;
+    const int slice_start = (td->height *  jobnr     ) / nb_jobs;
+    const int slice_end   = (td->height * (jobnr + 1)) / nb_jobs;
+    const double* src = srcnn_context->input_output_buf + slice_start * td->width;
+    uint8_t* dst = td->out + slice_start * td->out_linesize;
+    int y, x;
+
+    for (y = slice_start; y < slice_end; ++y){
+        for (x = 0; x < td->width; ++x){
+            dst[x] = (uint8_t)(255.0 * FFMIN(src[x], 1.0));
+        }
+        src += td->width;
+        dst += td->out_linesize;
+    }
+
+    return 0;
+}
+
+#define CLAMP_TO_EDGE(x, w) ((x) < 0 ? 0 : ((x) >= (w) ? (w - 1) : (x)))
+
+static int convolve(AVFilterContext* context, void* arg, int jobnr, int nb_jobs)
+{
+    const ConvThreadData* td = arg;
+    const int slice_start = (td->height *  jobnr     ) / nb_jobs;
+    const int slice_end   = (td->height * (jobnr + 1)) / nb_jobs;
+    const double* src = td->input;
+    double* dst = td->output + slice_start * td->width * td->conv->output_channels;
+    int y, x;
+    int32_t n_filter, ch, kernel_y, kernel_x;
+    int32_t radius = td->conv->size >> 1;
+    int src_linesize = td->width * td->conv->input_channels;
+    int filter_linesize = td->conv->size * td->conv->input_channels;
+    int filter_size = td->conv->size * filter_linesize;
+
+    for (y = slice_start; y < slice_end; ++y){
+        for (x = 0; x < td->width; ++x){
+            for (n_filter = 0; n_filter < td->conv->output_channels; ++n_filter){
+                dst[n_filter] = td->conv->biases[n_filter];
+                for (ch = 0; ch < td->conv->input_channels; ++ch){
+                    for (kernel_y = 0; kernel_y < td->conv->size; ++kernel_y){
+                        for (kernel_x = 0; kernel_x < td->conv->size; ++kernel_x){
+                            dst[n_filter] += src[CLAMP_TO_EDGE(y + kernel_y - radius, td->height) * src_linesize +
+                                                 CLAMP_TO_EDGE(x + kernel_x - radius, td->width) * td->conv->input_channels + ch] *
+                                             td->conv->kernel[n_filter * filter_size + kernel_y * filter_linesize +
+                                                              kernel_x * td->conv->input_channels + ch];
+                        }
+                    }
+                }
+                dst[n_filter] = FFMAX(dst[n_filter], 0.0);
+            }
+            dst += td->conv->output_channels;
+        }
+    }
+
+    return 0;
+}
+
+static int filter_frame(AVFilterLink* inlink, AVFrame* in)
+{
+    AVFilterContext* context = inlink->dst;
+    SRCNNContext* srcnn_context = context->priv;
+    AVFilterLink* outlink = context->outputs[0];
+    AVFrame* out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
+    ThreadData td;
+    ConvThreadData ctd;
+
+    if (!out){
+        av_log(context, AV_LOG_ERROR, "could not allocate memory for output frame\n");
+        av_frame_free(&in);
+        return AVERROR(ENOMEM);
+    }
+    av_frame_copy_props(out, in);
+    av_frame_copy(out, in);
+    av_frame_free(&in);
+    td.out = out->data[0];
+    td.out_linesize = out->linesize[0];
+    td.height = ctd.height = out->height;
+    td.width = ctd.width = out->width;
+
+    context->internal->execute(context, uint8_to_double, &td, NULL, FFMIN(td.height, context->graph->nb_threads));
+    ctd.conv = &srcnn_context->conv1;
+    ctd.input = srcnn_context->input_output_buf;
+    ctd.output = srcnn_context->conv1_buf;
+    context->internal->execute(context, convolve, &ctd, NULL, FFMIN(ctd.height, context->graph->nb_threads));
+    ctd.conv = &srcnn_context->conv2;
+    ctd.input = srcnn_context->conv1_buf;
+    ctd.output = srcnn_context->conv2_buf;
+    context->internal->execute(context, convolve, &ctd, NULL, FFMIN(ctd.height, context->graph->nb_threads));
+    ctd.conv = &srcnn_context->conv3;
+    ctd.input = srcnn_context->conv2_buf;
+    ctd.output = srcnn_context->input_output_buf;
+    context->internal->execute(context, convolve, &ctd, NULL, FFMIN(ctd.height, context->graph->nb_threads));
+    context->internal->execute(context, double_to_uint8, &td, NULL, FFMIN(td.height, context->graph->nb_threads));
+
+    return ff_filter_frame(outlink, out);
+}
+
+static av_cold void uninit(AVFilterContext* context)
+{
+    SRCNNContext* srcnn_context = context->priv;
+
+    /// Free convolution data
+    av_freep(&srcnn_context->conv1.kernel);
+    av_freep(&srcnn_context->conv1.biases);
+    av_freep(&srcnn_context->conv2.kernel);
+    av_freep(&srcnn_context->conv2.biases);
+    av_freep(&srcnn_context->conv3.kernel);
+    av_freep(&srcnn_context->conv3.kernel);
+
+    /// Free network buffers
+    av_freep(&srcnn_context->input_output_buf);
+    av_freep(&srcnn_context->conv1_buf);
+    av_freep(&srcnn_context->conv2_buf);
+}
+
+static const AVFilterPad srcnn_inputs[] = {
+    {
+        .name         = "default",
+        .type         = AVMEDIA_TYPE_VIDEO,
+        .config_props = config_props,
+        .filter_frame = filter_frame,
+    },
+    { NULL }
+};
+
+static const AVFilterPad srcnn_outputs[] = {
+    {
+        .name = "default",
+        .type = AVMEDIA_TYPE_VIDEO,
+    },
+    { NULL }
+};
+
+AVFilter ff_vf_srcnn = {
+    .name          = "srcnn",
+    .description   = NULL_IF_CONFIG_SMALL("Apply super resolution convolutional neural network to the input. Use bicubic upsamping with corresponding scaling factor before."),
+    .priv_size     = sizeof(SRCNNContext),
+    .init          = init,
+    .uninit        = uninit,
+    .query_formats = query_formats,
+    .inputs        = srcnn_inputs,
+    .outputs       = srcnn_outputs,
+    .priv_class    = &srcnn_class,
+    .flags         = AVFILTER_FLAG_SUPPORT_TIMELINE_GENERIC | AVFILTER_FLAG_SLICE_THREADS,
+};
diff --git a/libavfilter/vf_srcnn.h b/libavfilter/vf_srcnn.h
new file mode 100644
index 0000000000..b7838d6f83
--- /dev/null
+++ b/libavfilter/vf_srcnn.h
@@ -0,0 +1,852 @@ 
+/*
+ * 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
+ * Default cnn weights for x2 upsampling with srcnn filter.
+ */
+
+/// First convolution kernel
+static const double conv1_kernel[] = {
+-0.08866337686777115, 0.055409565567970276, 0.037196505814790726, -0.11961404234170914, -0.12341991066932678, 0.2996342182159424, -0.09118170291185379, -0.00013613555347546935, -0.049023594707250595,
+0.038421183824539185, -0.07726779580116272, 0.027273094281554222, 0.45762088894844055, 0.023581644520163536, -0.20363852381706238, -0.07738441973924637, 0.07288403809070587, 0.06679897010326385,
+-0.07315085083246231, 0.2665306031703949, 0.07836370915174484, -0.2898528277873993, -0.506912887096405, 0.0446651317179203, -0.06246858835220337, -0.024424826726317406, -0.029072929173707962,
+-0.16884787380695343, 0.20686236023902893, -0.2536700665950775, -0.38499701023101807, -0.12601901590824127, 0.7257882356643677, 0.09588377922773361, -0.04487278312444687, -0.011251595802605152,
+-0.02955852635204792, 0.2211706042289734, -0.3845316469669342, -0.053509537130594254, 0.10955915600061417, 0.3725738823413849, -0.28968045115470886, -0.10883618891239166, 0.19628790020942688,
+0.09746792912483215, -0.005647096782922745, -0.13035884499549866, 0.6254252195358276, 0.19104234874248505, -0.011692332103848457, -0.27067890763282776, -0.030754156410694122, 0.029875505715608597,
+0.016808750107884407, -0.1831790804862976, -0.16016070544719696, 0.3598291277885437, -0.1889011114835739, -0.22343340516090393, -0.11111768335103989, 0.3221142590045929, -0.18514074385166168,
+-0.06647012382745743, 0.1800554096698761, -0.0356597937643528, -0.25352174043655396, -0.18370479345321655, 0.2839542329311371, 0.0030237233731895685, 0.24072711169719696, -0.1435547173023224,
+0.0474187433719635, -0.03221237286925316, -0.08801338076591492, 0.2959175109863281, 0.04108741134405136, -0.103544220328331, -0.11681117117404938, -0.010267493315041065, 0.023703521117568016,
+
+-0.043954458087682724, 0.0953388437628746, 0.12233797460794449, -0.0521148182451725, 0.068812295794487, 0.0576486811041832, 0.08686650544404984, -0.12001238018274307, 0.02353638783097267,
+-0.022270673885941505, -0.06377912312746048, 0.010644146241247654, -0.27824145555496216, -0.23719865083694458, -0.21418367326259613, -0.09665020555257797, 0.10458534955978394, 0.06599418818950653,
+-0.031174281612038612, -0.03465353325009346, 0.022143816575407982, -0.24322354793548584, -0.08923598378896713, -0.02724810689687729, -0.09314896911382675, -0.03740973770618439, 0.07819665223360062,
+0.12521375715732574, 0.11189836263656616, 0.34981977939605713, 0.24303556978702545, 0.21350803971290588, 0.3712073266506195, 0.12192775309085846, -0.15492133796215057, 0.01884031854569912,
+-0.08351074159145355, -0.305499792098999, -0.11462165415287018, -0.11833594739437103, -0.35027629137039185, -0.007749142590910196, -0.05184945464134216, -0.14423955976963043, -0.04047594219446182,
+0.18357796967029572, 0.16708122193813324, 0.0748625323176384, 0.17892862856388092, 0.12331069260835648, 0.16825254261493683, -0.040668703615665436, 0.12498869001865387, 0.12445469200611115,
+-0.08529794961214066, -0.23087382316589355, -0.2426449954509735, -0.003364269156008959, -0.019013511016964912, 0.007406715769320726, -0.09762480109930038, 0.09727375954389572, -0.14308449625968933,
+0.20924511551856995, 0.047315631061792374, 0.17839451134204865, 0.20142769813537598, -0.2138431817293167, -0.16858182847499847, 0.07769212126731873, 0.11478294432163239, 0.002249526558443904,
+-0.09524660557508469, -0.11904185265302658, -0.1190405860543251, 0.1193549856543541, 0.040786921977996826, -0.07873278856277466, 0.19328512251377106, -0.06008544936776161, -0.03619224950671196,
+
+-0.03508936986327171, -0.02129603736102581, 0.04467615857720375, 0.0351480171084404, 0.047732554376125336, -0.036008983850479126, -0.09819480776786804, -0.07464613020420074, 0.16331301629543304,
+0.05766148120164871, -0.06068359687924385, 0.023710887879133224, 0.04077879339456558, 0.0195282194763422, -0.04709528759121895, -0.0026468061842024326, 0.01308137271553278, -0.04843336343765259,
+-0.05547124147415161, -0.007511544041335583, -0.0018498365534469485, 0.006324829533696175, 0.08334493637084961, -0.03534594178199768, -0.05873340740799904, -0.11714734137058258, -0.049685098230838776,
+-0.01065769698470831, 0.08840381354093552, 0.06828710436820984, 0.020970111712813377, 0.2620500922203064, 0.11938150972127914, 0.04214100167155266, -0.0640568658709526, -0.04790668934583664,
+0.05482594668865204, 0.07402177155017853, 0.21512433886528015, 0.25780582427978516, 0.42716339230537415, 0.18216213583946228, 0.12531153857707977, 0.10390171408653259, -0.010482890531420708,
+-0.07587306201457977, -0.01289812009781599, 0.10065701603889465, 0.07373074442148209, 0.15948989987373352, -0.08611098676919937, 0.00668379059061408, 0.10756229609251022, -0.10216449201107025,
+-0.12100939452648163, 0.009513840079307556, 0.04604566842317581, 0.06705893576145172, 0.21903297305107117, 0.026905395090579987, 0.005323861725628376, 0.0006765045691281557, -0.04283676669001579,
+-0.025259271264076233, -0.009707702323794365, -0.0009789661271497607, 0.04325764626264572, 0.0880921259522438, 0.018156062811613083, -0.012795506976544857, -0.10799489170312881, 0.04463301599025726,
+0.135641410946846, 0.03334195539355278, -0.12862707674503326, -0.13122200965881348, -0.009230302646756172, -0.01939813420176506, -0.005852208007127047, -0.05510852858424187, -0.039392534643411636,
+
+0.03604253754019737, -0.017754223197698593, 0.012287494726479053, 0.08819247782230377, -0.04256458953022957, -0.08412624895572662, 0.0034042259212583303, 0.0951397642493248, -0.019551629200577736,
+-0.09674753248691559, 0.18024282157421112, -0.08090511709451675, -0.2444406896829605, 0.006856921128928661, 0.13041719794273376, 0.025669438764452934, -0.239430770277977, 0.0447552353143692,
+-0.0160992369055748, -0.1801433265209198, -0.1196504458785057, 0.15631894767284393, 0.23565492033958435, -0.016446923837065697, 0.08860990405082703, 0.03030352108180523, 0.03708450496196747,
+0.20704922080039978, -0.30848193168640137, 0.29852479696273804, 0.5171792507171631, 0.008160743862390518, -0.3112908899784088, -0.12307851761579514, 0.23214605450630188, -0.03460124507546425,
+-0.053407326340675354, 0.1022569090127945, 0.21641655266284943, -0.00649402616545558, -0.25075840950012207, -0.20448848605155945, 0.05053631216287613, 0.12135548144578934, -0.24142836034297943,
+-0.2844122350215912, 0.33926066756248474, -0.18576817214488983, -0.49420735239982605, -0.09703129529953003, 0.003108662785962224, 0.15142951905727386, -0.08352979272603989, 0.115256167948246,
+0.15754960477352142, 0.11142445355653763, 0.0034580992069095373, -0.17606016993522644, 0.16817983984947205, 0.09105344116687775, 0.0391756035387516, -0.09479036927223206, 0.05635075643658638,
+0.025231560692191124, -0.24550069868564606, 0.06336600333452225, 0.16318576037883759, 0.2175760567188263, -0.10586289316415787, -0.08236701786518097, 0.06969913840293884, -0.02470541186630726,
+-0.05397476255893707, 0.1786981225013733, -0.02780720219016075, -0.1967526525259018, -0.10373450070619583, 0.00851354282349348, 0.1325003206729889, -0.04592644423246384, -0.0030838586390018463,
+
+-0.04047795757651329, 0.049372006207704544, -0.13666890561580658, 0.1378665715456009, -0.13875751197338104, 0.2965521812438965, 0.17230957746505737, -0.1306699514389038, -0.04865024611353874,
+0.04459606111049652, -0.03141403943300247, 0.03123670630156994, 0.14699892699718475, -0.48831430077552795, -0.44782617688179016, -0.32052814960479736, 0.2229323387145996, 0.1162572130560875,
+0.03055264800786972, -0.1319550722837448, -0.09584920108318329, 0.0705055445432663, -0.14855937659740448, 0.10478757321834564, -0.16068053245544434, -0.1229013130068779, -0.1337907612323761,
+0.024233104661107063, 0.23596088588237762, -0.02100684866309166, 0.18905019760131836, 0.5085715055465698, 0.6372939348220825, 0.21577122807502747, 0.011278441175818443, 0.18822115659713745,
+-0.15459269285202026, -0.0407223254442215, -0.10378250479698181, -0.20680242776870728, -0.00483810156583786, -0.08054018765687943, -0.20550838112831116, -0.1687704175710678, -0.13454553484916687,
+0.2471650391817093, -0.055626824498176575, 0.2678316533565521, -0.060780562460422516, -0.303755521774292, -0.16147832572460175, 0.13623715937137604, 0.2936753034591675, 0.047969236969947815,
+-0.030661728233098984, -0.3058367073535919, -0.08003056794404984, 0.10655707865953445, -0.018742285668849945, 0.0358792282640934, -0.025629207491874695, -0.11310984939336777, -0.14455994963645935,
+0.04050181433558464, 0.28120800852775574, -0.05849621072411537, 0.09595921635627747, -0.004120929166674614, 0.14832600951194763, 0.051878951489925385, -0.024979719892144203, 0.12018022686243057,
+-0.05971016362309456, -0.02700062096118927, -0.15200918912887573, 0.17205531895160675, -0.10738909244537354, -0.04203944280743599, -0.051565732806921005, 0.04735837131738663, -0.020336713641881943,
+
+0.07923562824726105, 0.0198534969240427, 0.048436764627695084, -0.002480322029441595, -0.030445646494627, 0.043048497289419174, -0.0205036923289299, -0.06609753519296646, 0.12097517400979996,
+0.0073249018751084805, -0.1222478523850441, -0.05323218181729317, -0.05764566361904144, -0.02026738040149212, -0.02420945279300213, -0.0054551986977458, 0.009971958585083485, 0.02396593615412712,
+-0.00814845971763134, -0.005118967965245247, 0.021225877106189728, -0.00796600803732872, 0.08807612955570221, 0.014100071974098682, -0.025872008875012398, -0.07725587487220764, 0.03290954977273941,
+0.03431324660778046, 0.09776207059621811, 0.13437990844249725, 0.05204648897051811, 0.2355445921421051, 0.1828816831111908, 0.09693129360675812, -0.05040072277188301, -0.04832229018211365,
+-0.09905002266168594, -0.007481470704078674, 0.19846895337104797, 0.14758875966072083, 0.23091012239456177, 0.1373375654220581, 0.13091282546520233, 0.09288259595632553, -0.0527421310544014,
+-0.1716664880514145, -0.0430670902132988, 0.14391253888607025, 0.03829243406653404, 0.08738404512405396, -0.02923797443509102, 0.06396066397428513, 0.12762053310871124, -0.028018195182085037,
+-0.1265193074941635, 0.024751774966716766, 0.10589214414358139, 0.09887334704399109, 0.24562613666057587, 0.1253046840429306, 0.061612073332071304, -0.024125540629029274, 0.007247811183333397,
+-0.047855667769908905, 0.013432897627353668, 0.03482811152935028, 0.077229805290699, 0.10088468343019485, 0.044684406369924545, -0.02041577361524105, -0.15163108706474304, -0.0034704350400716066,
+0.1224449947476387, 0.039203088730573654, -0.06930789351463318, -0.015424877405166626, -0.016137346625328064, -0.04581397399306297, 0.013485562987625599, 0.02408866584300995, 0.01687670312821865,
+
+0.12519507110118866, -0.041654638946056366, 0.03898311033844948, -0.22598722577095032, -0.09394078701734543, 0.1919124722480774, 0.029383260756731033, 0.10377474129199982, -0.2492591291666031,
+-0.043930936604738235, -0.3671221435070038, 0.3154682517051697, 0.36849597096443176, 0.03571537509560585, -0.22950607538223267, -0.32223397493362427, 0.11626888066530228, 0.36967718601226807,
+0.07823024690151215, -0.03394254669547081, -0.16880908608436584, -0.10228093713521957, 0.10619838535785675, 0.18821090459823608, 0.23802940547466278, -0.3408791124820709, -0.07126303762197495,
+0.061694081872701645, 0.4341343641281128, 0.018764551728963852, -0.5168696641921997, -0.18586228787899017, 0.023195838555693626, 0.41148796677589417, -0.16325277090072632, -0.04624730721116066,
+-0.24675504863262177, -0.24047937989234924, 0.5096768140792847, -0.11603347212076187, -0.16423484683036804, -0.4146907329559326, 0.03169603273272514, 0.2864610254764557, -0.04983063042163849,
+0.28279417753219604, -0.529873788356781, 0.44762998819351196, 0.38769611716270447, 0.10861404985189438, -0.451587438583374, -0.280461847782135, 0.25342127680778503, -0.006180415395647287,
+0.061705078929662704, -0.42082899808883667, -0.3081591725349426, 0.3025337755680084, 0.429571270942688, 0.21554873883724213, 0.13188275694847107, -0.20662707090377808, -0.04069284722208977,
+0.12084224075078964, 0.5464516878128052, -0.07281342148780823, -0.3835149109363556, -0.27153536677360535, -0.07571228593587875, 0.18072815239429474, -0.09978610277175903, -0.018040550872683525,
+-0.06959383934736252, -0.3904227018356323, 0.31299376487731934, 0.034528203308582306, 0.02515311911702156, 0.10656317323446274, -0.11172980815172195, 0.03748366981744766, 0.047296296805143356,
+
+0.09683134406805038, -0.0490269660949707, -0.037623628973960876, 0.10789167135953903, -8.220049494411796e-06, -0.14363789558410645, -0.16596809029579163, -0.08668889105319977, 0.18112757802009583,
+0.18681281805038452, -0.03149910271167755, 0.04626822471618652, 0.180941641330719, 0.13341115415096283, -0.00802976917475462, -0.01218352746218443, 0.017653124406933784, -0.14602351188659668,
+0.026090171188116074, -0.028547901660203934, 0.028874900192022324, 0.05083140358328819, 0.020649630576372147, -0.08328215032815933, -0.023062726482748985, 0.010069028474390507, -0.12333136796951294,
+0.053707439452409744, -0.0324716679751873, -0.03936217725276947, -0.08829819411039352, -0.1376572996377945, -0.11359868198633194, 0.0130832614377141, 0.022561145946383476, 0.132071852684021,
+0.136616051197052, 0.04625130817294121, 0.0588667057454586, 0.0007978741195984185, -0.012749897316098213, -0.010349061340093613, 0.07410106062889099, 0.07395953685045242, 0.18698151409626007,
+-0.04733249172568321, 0.048088040202856064, 0.0830550268292427, 0.030247695744037628, 0.06644177436828613, 0.012841179966926575, 0.03576447069644928, 0.021402418613433838, 0.06981246918439865,
+-0.25763800740242004, -0.04209354147315025, 0.006816637236624956, 0.05338362976908684, 0.08177036046981812, 0.05133795365691185, 0.1127142459154129, 0.017543654888868332, 0.07357458770275116,
+-0.08409541845321655, -0.034381840378046036, 0.0006349623436108232, 0.10339710861444473, 0.034956417977809906, -0.05212416872382164, -0.012170637957751751, -0.06977469474077225, 0.07710030674934387,
+0.19582803547382355, -0.11509156227111816, -0.06393624097108841, 0.06701605021953583, 0.034070633351802826, 0.023426907137036324, -0.012323208153247833, -0.004050432704389095, 0.0735023096203804,
+
+-0.050630632787942886, 0.08542390912771225, -0.0671345442533493, -0.01851995475590229, -0.3399946689605713, 0.059590741991996765, 0.02107023261487484, 0.021752946078777313, -0.06753665208816528,
+0.010389531962573528, -0.11542703211307526, -0.0027277180925011635, 0.10986809432506561, 0.26090121269226074, 0.15581563115119934, -0.10301733762025833, 0.017184121534228325, 0.03874387592077255,
+0.10182108730077744, -0.04267549142241478, -0.052380189299583435, 0.14567996561527252, 0.22389087080955505, 0.018040284514427185, -0.12593504786491394, 0.10430043935775757, -0.03315733000636101,
+-0.14966940879821777, 0.16408929228782654, -0.05998832359910011, -0.015550674870610237, -0.46872779726982117, 0.008157094940543175, 0.011156035587191582, -0.0006008691270835698, 0.0005489904433488846,
+-0.2431062012910843, 0.3261091411113739, 0.21652723848819733, -0.22604592144489288, -0.9168027639389038, -0.17663948237895966, 0.21353387832641602, 0.32204127311706543, -0.220024973154068,
+0.0037586877588182688, 0.029378486797213554, 0.05196898803114891, 0.007423775736242533, -0.32089659571647644, -0.15943418443202972, -0.08669042587280273, 0.17428545653820038, -0.2017044574022293,
+0.11773359775543213, -0.09072963893413544, -0.18743669986724854, 0.11423009634017944, 0.19110383093357086, 0.043780069798231125, -0.01969584822654724, 0.03457418084144592, 0.10652895271778107,
+-0.0077469912357628345, 0.057167161256074905, -0.07428690791130066, 0.10680720210075378, 0.23509608209133148, 0.11014974117279053, 0.005297536496073008, -0.09246116131544113, 0.08342938125133514,
+-0.05754890292882919, 0.0387006439268589, 0.04286401718854904, 0.004276377614587545, -0.28811076283454895, -0.012603707611560822, 0.029502470046281815, 0.06630267202854156, -0.04321223124861717,
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+0.03471222519874573, 0.11924102157354355, -0.09907552599906921, 0.0718424990773201, -0.11197686940431595, 0.07318370789289474, 0.11031656712293625, -0.468844473361969, 0.09414266049861908,
+-0.1416342854499817, 0.15163519978523254, -0.13412059843540192, 0.11831796914339066, 0.0874205157160759, 0.015127725899219513, 0.02830408699810505, 0.2779788076877594, 0.04213378205895424,
+-0.11278911679983139, -0.019549937918782234, -0.1138615533709526, -0.0007093751919455826, -0.13948887586593628, 0.17623040080070496, 0.276247501373291, -0.2456439584493637, -0.16273942589759827,
+0.1998843401670456, 0.029753731563687325, 0.11769873648881912, -0.0947619378566742, -0.3595242202281952, 0.08280224353075027, 0.14039701223373413, -0.5054993033409119, 0.32306021451950073,
+-0.09488756209611893, 0.18297874927520752, 0.021063625812530518, -0.10248441249132156, 0.31057217717170715, 0.49288955330848694, -0.06318224221467972, -0.5325169563293457, 0.016925616189837456,
+-0.23778969049453735, 0.22520707547664642, -0.28116437792778015, -0.25012317299842834, 0.045585665851831436, 0.21047309041023254, 0.13688251376152039, -0.01049390621483326, 0.18622957170009613,
+-0.06745558977127075, 0.05942220240831375, 0.07465878874063492, 0.17600689828395844, -0.24391280114650726, -0.1395273208618164, -0.14145755767822266, -0.22604353725910187, 0.0404188446700573,
+0.2511400878429413, -0.04146436229348183, 0.06866158545017242, 0.0936383605003357, -0.17196893692016602, 0.35007256269454956, 0.1466590315103531, -0.11697538942098618, -0.08733940124511719,
+-0.1187233105301857, 0.06795468926429749, -0.19596466422080994, 0.09043551236391068, -0.07781103998422623, 0.06362947076559067, -0.04456653818488121, -0.13828079402446747, 0.1451389342546463,
+
+0.002784173935651779, 0.01319826114922762, 0.03299565985798836, -0.009061452932655811, -0.03782084956765175, 0.05905524268746376, 0.03665812313556671, -0.03293836489319801, 0.007655598223209381,
+-0.02654659003019333, -0.051362812519073486, -0.019685762003064156, -0.04363385960459709, -0.033689528703689575, -0.04015159234404564, -0.030751371756196022, -0.02246842533349991, 0.018601812422275543,
+0.012158050201833248, 0.015349633991718292, 0.03493561968207359, -0.01330295018851757, 0.03794550150632858, -0.003826811444014311, -0.044383760541677475, -0.07613663375377655, 0.014979931525886059,
+0.0436096116900444, 0.06885120272636414, 0.09881002455949783, 0.031302209943532944, 0.12420085072517395, 0.15065008401870728, 0.07978155463933945, -0.027734771370887756, -0.05383369326591492,
+-0.0678027868270874, 0.002182385651394725, 0.13103488087654114, 0.05609790235757828, 0.05619135499000549, 0.08134319633245468, 0.10918274521827698, 0.10301676392555237, -0.02375829964876175,
+-0.08856120705604553, -0.03078402765095234, 0.08737516403198242, 0.013652728870511055, 0.01163883414119482, -0.00604214845225215, 0.056429434567689896, 0.10691829025745392, 0.041128937155008316,
+-0.04340420290827751, -0.002507368801161647, 0.012957162223756313, 0.012340170331299305, 0.11861597746610641, 0.09244049340486526, 0.034744489938020706, -0.024895809590816498, 0.035870663821697235,
+-0.040758680552244186, 0.013552304357290268, -0.009587780572474003, 0.01752828061580658, 0.07450903207063675, 0.0692441463470459, 0.0011354148155078292, -0.06966304779052734, 0.008092116564512253,
+0.02915072999894619, 0.04350604489445686, -0.03975748270750046, 0.014310178346931934, 0.0008435412310063839, -0.013759381137788296, 0.02635800465941429, 0.08823874592781067, 0.0821344256401062
+};
+
+/// First convolution biases
+static const double conv1_biases[] = {
+-0.01660689152777195,
+-0.011107334867119789,
+-0.00483096856623888,
+-0.048673778772354126,
+-0.030040957033634186,
+-0.07297247648239136,
+-0.01945866458117962,
+-0.009738028049468994,
+0.6951230764389038,
+-0.07369442284107208,
+-0.01354204025119543,
+0.010336088016629219,
+-0.02956176921725273,
+0.018691286444664,
+-0.02167515829205513,
+0.004088825546205044,
+-0.08033090084791183,
+-0.02080247923731804,
+-0.00025044166250154376,
+0.015665635466575623,
+-0.024439847096800804,
+-0.00014609392383135855,
+-5.004818376619369e-05,
+-0.0011854040203616023,
+-8.353819430340081e-05,
+0.0,
+-0.00037626884295605123,
+0.02971580997109413,
+-9.940328891389072e-05,
+-0.020136557519435883,
+-0.00029498152434825897,
+0.019285818561911583,
+0.005577716510742903,
+-0.0700315311551094,
+-0.024398552253842354,
+-1.7726930309436284e-05,
+0.0050997124053537846,
+-0.011211924254894257,
+0.004536128137260675,
+-0.024612177163362503,
+-0.0225357823073864,
+-0.00016232267080340534,
+-0.00017362962535116822,
+-1.552602043375373e-05,
+-0.06559696048498154,
+-0.0065806107595562935,
+6.683926585537847e-06,
+0.0252289529889822,
+-0.0013730665668845177,
+0.030351819470524788,
+0.0,
+0.003285621991381049,
+0.0055278814397752285,
+0.020766519010066986,
+-0.00849062204360962,
+0.026332268491387367,
+-0.04678987339138985,
+0.010329566895961761,
+-0.023649320006370544,
+0.027851572260260582,
+0.05440746247768402,
+-0.08068252354860306,
+-0.009446502663195133,
+-0.04663233831524849
+};
+
+/// Second convolution kernel
+static const double conv2_kernel[] = {
+-0.24004751443862915, 0.10371380299329758, 0.11173403263092041, 0.04352091997861862, -0.2372848093509674, 0.1215374693274498, -0.23676058650016785, -0.28548064827919006, -0.6127380132675171, -0.12218937277793884, -0.06005159020423889, 0.18506519496440887, 0.16014674305915833, 0.13922938704490662, 0.2135942578315735, 0.10787945240736008, -0.26999104022979736, -0.14241325855255127, -0.0013871012488380075, -0.004951587878167629, 0.3402169644832611, 0.0005581695586442947, 4.7351106331916526e-05, 0.0037513396237045527, 0.0011569701600819826, 0.001654176157899201, -0.0011876021744683385, 0.049887992441654205, -7.201619882835075e-05, -0.17735491693019867, 0.0011244657216593623, -0.22381487488746643, 0.0035836962051689625, -0.3210694193840027, -0.16167263686656952, -0.0007922835648059845, 0.05056063085794449, 0.21074672043323517, 0.07716237753629684, -0.3315621614456177, 0.06265880912542343, 0.0002542850561439991, -0.0012989661190658808, 0.0004486947145778686, -0.41594547033309937, -0.019950004294514656, 0.0002566903131082654, 0.17913155257701874, -0.5950504541397095, 0.3259836733341217, 0.0013792524114251137, -0.08931709825992584, -0.13066786527633667, 0.21108511090278625, -0.05854453891515732, -0.11937838047742844, 0.08559372276067734, -0.11413642764091492, 0.28384047746658325, -0.011619674041867256, 0.32102328538894653, -0.20085231959819794, -0.34134379029273987, -0.029155191034078598,
+
+-0.15286806225776672, -0.45100340247154236, -0.07077684253454208, 0.14408659934997559, 0.05953073874115944, -0.03657171502709389, 0.3870140314102173, -0.12762507796287537, 0.059950776398181915, 0.00540902791544795, 0.16427578032016754, -0.042501527816057205, 0.032962359488010406, -0.19972456991672516, -0.2558594048023224, -0.05479712411761284, -0.1335245817899704, 0.051931269466876984, -0.0005906695732846856, 0.14123854041099548, -0.06595169752836227, 0.0002593870449345559, 0.0004935731994919479, 0.0018757024081423879, -0.0004157331713940948, 0.0006128620007075369, -0.0008253702544607222, 0.00875023566186428, 0.000315613579005003, -0.031592708081007004, -0.0011055622017011046, 0.5397407412528992, 0.16837793588638306, 0.10016077756881714, -0.04458073899149895, -0.0008208212675526738, 0.14558495581150055, 0.05370355769991875, 0.3998671770095825, 0.3651335835456848, -6.220484647201374e-05, -0.0015507896896451712, 0.00019759316637646407, 0.001477571902796626, 0.17199119925498962, 0.20428548753261566, 0.0007169281598180532, -0.15589089691638947, 0.13173037767410278, 0.0430227592587471, 0.0005358970374800265, -0.14488573372364044, -0.056273844093084335, 0.04060659557580948, 0.12327120453119278, -0.0687263160943985, 0.1168481707572937, 0.20592212677001953, -0.07642778009176254, -0.10591034591197968, -0.2585831880569458, -0.234173983335495, 0.1204083263874054, -0.09154298901557922,
+
+0.1729278564453125, 0.12093151360750198, 0.12173106521368027, -0.17765463888645172, -0.03842559829354286, 0.1379096508026123, -0.018014583736658096, -0.00353326671756804, 0.052375391125679016, -0.013713608495891094, -0.023778876289725304, 0.08754374086856842, 0.009544276632368565, 0.002218334935605526, 0.005476833321154118, 0.14335989952087402, -0.30521509051322937, -0.027671312913298607, 0.0002961017016787082, -0.09087705612182617, 0.08001929521560669, 0.000289166287984699, 8.447665459243581e-05, 0.0032733778934925795, -0.0009773650672286749, 0.000969415414147079, 0.0023891173768788576, 0.1590563803911209, 0.00069234031252563, -0.23975391685962677, 0.0003552400739863515, -0.15277449786663055, 0.09689000993967056, -0.13403186202049255, -0.10830442607402802, -0.0011496500810608268, -0.0791272521018982, -0.04548552632331848, 0.07143749296665192, -0.11953869462013245, 0.06519463658332825, 0.0004770815430674702, -0.0012068727519363165, 0.00023571185010951012, -0.02185177616775036, -0.10972553491592407, -0.0004428153915796429, -0.06199837476015091, -0.02185823768377304, 0.13159608840942383, 0.0011464811395853758, -0.12141252309083939, -0.06273757666349411, 0.2553664743900299, 0.1002097874879837, 0.13120368123054504, 0.16516226530075073, -0.14927655458450317, 0.14413973689079285, 0.039363794028759, 0.19443942606449127, -0.01614764891564846, -0.0876186192035675, 0.08571985363960266,
+
+-0.034732215106487274, 0.08880914747714996, 0.115323506295681, -0.2509199380874634, -0.18177348375320435, 0.11170994490385056, -0.06447608023881912, -0.04730312153697014, -0.13159127533435822, 0.01896033063530922, -0.2969268262386322, 0.31513679027557373, 0.016690406948328018, 0.0855814516544342, 0.01695072464644909, 0.1360795795917511, -0.008597755804657936, -0.15839214622974396, -0.0006356500089168549, 0.14604529738426208, 0.029391299933195114, -0.0021237179171293974, -0.0021662425715476274, 0.0011421579401940107, 0.00031981870415620506, -0.00031888089142739773, -0.0013892676215618849, 0.4037177860736847, 0.0010367054492235184, -0.08923333138227463, 0.001726223505102098, 0.04937814548611641, 0.03052854910492897, -0.10994968563318253, 0.041772034019231796, -0.0003509650705382228, -0.09172547608613968, -0.1121240183711052, 0.018248941749334335, -0.1032114252448082, 0.03656036779284477, -0.0008534444496035576, 0.0005108112818561494, 0.001955348066985607, -0.17280977964401245, -0.15745718777179718, 0.0016406632494181395, 0.10295743495225906, -0.056333065032958984, 0.12174493074417114, -0.00029968394665047526, -0.046295735985040665, -0.05203622952103615, 0.17915867269039154, 0.17138905823230743, 0.20149874687194824, 0.14662422239780426, -0.06499027460813522, 0.0864318460226059, 0.026575079187750816, -0.26568517088890076, -0.10079117864370346, -0.20195038616657257, 0.07289135456085205,
+
+0.20596843957901, 0.1484273374080658, 0.11689981073141098, -0.292439341545105, 0.02092818170785904, 0.14047744870185852, -0.032774657011032104, 0.013994990848004818, 0.04893071949481964, -0.0856017917394638, 0.07281561940908432, 0.0699431449174881, -0.006538144778460264, 0.08474163711071014, 0.013837413862347603, 0.10437792539596558, -0.32318544387817383, -0.033461928367614746, -0.0006234075990505517, -0.25232645869255066, 0.08134997636079788, -0.0012573037529364228, -0.00025874844868667424, 0.002164048608392477, 0.000704825681168586, 0.0008626107592135668, -0.0004994627670384943, 0.1802779585123062, 0.0005355331813916564, -0.3850158154964447, -0.000660755904391408, -0.15524353086948395, 0.0770384892821312, -0.1990944892168045, -0.04059717804193497, 0.00019839264859911054, -0.08954143524169922, -0.1745176762342453, 0.19342899322509766, -0.039949242025613785, -0.05351455509662628, 0.0010188281303271651, 0.0012863714946433902, -4.699235432781279e-05, 0.04647690802812576, -0.1538148671388626, -0.0009432003716938198, 0.06832418590784073, -0.07473438233137131, 0.19692155718803406, -0.00023191161744762212, -0.07189866900444031, -0.08010462671518326, 0.22581109404563904, 0.11592476069927216, 0.17914976179599762, 0.13195598125457764, -0.1110662892460823, 0.12462127208709717, 0.006350248120725155, 0.09321404248476028, 0.032797329127788544, 0.0406208336353302, 0.07625015079975128,
+
+0.26654642820358276, 0.006987582892179489, 0.056940462440252304, -0.21681314706802368, 0.07780187577009201, 0.0550677552819252, -0.07760556042194366, 0.03872932121157646, -0.7930355668067932, -0.1105983555316925, 0.11750592291355133, 0.13262803852558136, -0.06422358006238937, 0.02154429443180561, 0.10654937475919724, 0.05221962183713913, -0.48878803849220276, -0.22840070724487305, 0.0011379553470760584, 0.15314219892024994, 0.07926332950592041, 0.0003804231819231063, 0.0017872434109449387, 0.0007042611250653863, 0.0002458576636854559, -0.001502114930190146, 0.00033512181835249066, 0.1798011213541031, -0.00030350624001584947, -0.09183648973703384, -0.00031797270639799535, -0.17676876485347748, 0.05354951694607735, -0.30156299471855164, 0.019367441534996033, -0.00010185350402025506, -0.03712425008416176, -0.07796591520309448, -0.1688132882118225, -0.5796422958374023, 0.15654867887496948, -0.0013217078521847725, -0.001091445330530405, 0.0011883607367053628, 0.10660554468631744, -0.12484317272901535, 0.0004226503078825772, 0.09296494722366333, -0.38826271891593933, 0.2994518280029297, 0.0007777059799991548, -0.2824214696884155, -0.09771981835365295, 0.30562764406204224, 0.21152275800704956, 0.07008504122495651, 0.08235848695039749, -0.009461170062422752, 0.14994531869888306, 0.025700503960251808, 0.2208600640296936, 0.016543129459023476, -0.04067225754261017, 0.012883936055004597,
+
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+0.2008306086063385, 0.23285944759845734, 0.032523319125175476, -0.3651238679885864, -0.4688774347305298, -0.265067994594574, -0.3326340317726135, -0.06471677124500275, -0.7383081912994385, -0.1875872015953064, -0.20191927254199982, 0.28061121702194214, 0.1835753619670868, -0.0011513835052028298, -0.27076488733291626, 0.20028293132781982, -0.2847100496292114, -0.19433282315731049, -0.0007925034151412547, 0.005094475578516722, 0.21328584849834442, 0.0005703603965230286, -0.0004742382443509996, 0.001109711010940373, -0.00021286675473675132, 0.001028736005537212, -0.00041788932867348194, 0.17428971827030182, 4.756428825203329e-05, -0.2271847277879715, 0.001528558204881847, -0.06005639582872391, -0.04465782269835472, -0.08158594369888306, 0.15957322716712952, -0.0010575406486168504, -0.22036440670490265, -0.2788655459880829, 0.2829512357711792, -0.023275787010788918, 0.03609989956021309, 0.0005879831733182073, 0.0012141724582761526, -0.0008610974764451385, -0.09079775959253311, -0.09200086444616318, 9.190638229483739e-05, 0.11324892938137054, -0.24395419657230377, 0.20444488525390625, -0.001347557408735156, 0.0043305507861077785, -0.01617995835840702, 0.5016491413116455, 0.5222550630569458, 0.11929945647716522, 0.07638437300920486, -0.1246342808008194, 0.1602180153131485, 0.14887090027332306, -0.06664828211069107, -0.33419695496559143, 0.44983458518981934, -0.16605113446712494,
+
+-0.28657612204551697, 0.10606735944747925, 0.19532410800457, -0.018673300743103027, -0.3525301516056061, 0.17785897850990295, -0.6952473521232605, -0.03807840868830681, -0.27942490577697754, -0.0858394056558609, 0.009105074219405651, -0.11475539952516556, 0.04365213215351105, 0.23203201591968536, 0.1461806446313858, 0.03170369565486908, -0.11271949112415314, -0.15111447870731354, 4.355954661150463e-05, 0.05246283486485481, 0.2124815434217453, -0.00018582690972834826, 7.506563179049408e-06, 0.0030571287497878075, 0.0004258464905433357, -0.00036943473969586194, 0.0002402888931101188, 0.234027698636055, 0.0011033815098926425, -0.31993141770362854, 0.0012660169741138816, -0.07348214834928513, 0.007266503293067217, -0.3315317928791046, -0.08673960715532303, -0.0005167861236259341, -0.14679645001888275, 0.02549666538834572, 0.056328680366277695, -0.20351658761501312, 0.16413918137550354, -0.0010637915693223476, 0.0009137586457654834, -0.002721658907830715, -0.3825833797454834, -0.1024346575140953, 6.492737884400412e-05, 0.14496567845344543, -0.5215505957603455, 0.1925288736820221, 0.000574815203435719, -0.021673772484064102, -0.1108362153172493, 0.2138546258211136, 0.03116424009203911, -0.18227392435073853, 0.03188356012105942, -0.011020283214747906, 0.1178126409649849, -0.0004974040784873068, -0.0630144402384758, 0.03483017534017563, -0.052280452102422714, 0.045389324426651,
+
+0.0005521097918972373, 0.017729170620441437, -0.1722581833600998, 0.0037039422895759344, 0.001567360362969339, -0.10055038332939148, 0.021108632907271385, 0.020772647112607956, 0.14595064520835876, -0.04253007844090462, 0.013751122169196606, 0.0076897949911653996, 0.04191797226667404, 0.01694018393754959, 0.002107905922457576, -0.06683442741632462, 0.020539015531539917, 0.02914385125041008, -7.801321044098586e-05, 0.00048368109855800867, -0.01766815409064293, -0.0005448150914162397, 0.0010524365352466702, -0.0007671643979847431, -0.00012459020945243537, 0.0008768694824539125, -0.0005135779501870275, -0.0037997858598828316, 0.00038613981450907886, 0.014108768664300442, 0.0006932157557457685, -0.0067222160287201405, -0.0209006667137146, 0.026551542803645134, -0.0011496779043227434, -0.0007507435511797667, 0.02834414131939411, 0.009201196022331715, 0.0057718404568731785, 0.02169930189847946, -0.014502635225653648, -3.491714596748352e-05, -0.0003578605828806758, -0.001178428647108376, 0.06057244539260864, 0.020316433161497116, -0.0011969138868153095, -0.04873412102460861, 0.023842258378863335, -0.023542333394289017, 0.0017061911057680845, 0.021966224536299706, 0.0003367953177075833, -0.1909828633069992, 0.06507214158773422, -0.02517489530146122, -0.04564562439918518, 0.030473219230771065, -0.035557761788368225, 0.0190313421189785, 0.025006592273712158, 0.0028738449327647686, 0.013087435625493526, -0.017678551375865936,
+
+0.5722816586494446, 0.44931724667549133, 0.033467985689640045, -0.05215294659137726, -0.1651076078414917, 0.09514902532100677, -0.2535097599029541, -0.31727728247642517, 0.020857004448771477, 0.01630846969783306, -0.09314350038766861, 0.1957118958234787, -0.39591383934020996, 0.26922011375427246, 0.3317633271217346, 0.11175347119569778, -0.2671031951904297, -0.056412164121866226, -0.0015118089504539967, 0.2937302589416504, 0.1793442815542221, -0.001025194302201271, 0.0010095476172864437, 0.0035850228741765022, 0.0006587953539565206, 0.000939257733989507, 0.0003379232657607645, 0.3479364216327667, -0.0004258739354554564, -0.0808158591389656, 0.00038307232898660004, -0.011362356133759022, -0.0033058011904358864, -0.08819703757762909, -0.32478445768356323, -0.0011537037789821625, -0.273912638425827, -0.11553899198770523, 0.17199908196926117, -0.0041303266771137714, 0.41343948245048523, 0.0003570480039343238, 0.0014987858012318611, 0.0013575225602835417, -0.55711829662323, -0.28808870911598206, -0.002448621904477477, 0.17940248548984528, -0.20062221586704254, 0.31715089082717896, 0.0008355412282980978, -0.07066480815410614, -0.13722951710224152, -0.10970398038625717, 0.05873332545161247, 0.24034948647022247, 0.182510644197464, 0.11015398055315018, 0.24339579045772552, -0.04150482639670372, 0.19960984587669373, -0.15185965597629547, -0.27342841029167175, 0.13767993450164795,
+
+0.22348885238170624, -0.008877726271748543, -0.171895369887352, -0.43331223726272583, 0.20232950150966644, 0.043170031160116196, -0.36004438996315, -0.006740920711308718, 0.18264558911323547, -0.11805032193660736, -0.07412461191415787, 0.032417088747024536, 0.051556725054979324, 0.08561589568853378, 0.4091699719429016, -0.0786430686712265, -0.22887086868286133, -0.2439272403717041, 0.00014124371227808297, 0.6468839049339294, -0.036077044904232025, -0.0014531002379953861, -0.0011161002330482006, 0.003305896883830428, 0.0017938324017450213, -3.7506528315134346e-05, -0.0016759017016738653, 0.40134409070014954, -0.0007333348621614277, -0.2809791564941406, -0.001019181334413588, 0.019602011889219284, 0.09314858913421631, -0.5306268334388733, 0.17580009996891022, -1.5525150956818834e-05, -0.2091640830039978, -0.6634456515312195, -0.14848995208740234, -0.06595541536808014, -0.034880805760622025, -1.1966582178501994e-06, 0.00036120228469371796, -0.0012568037491291761, -0.10609765350818634, -0.5816946625709534, -0.0006648825947195292, 0.4456590414047241, -0.512170672416687, 0.24637466669082642, 0.0010917421896010637, -0.23795755207538605, -0.2328575998544693, -0.07656370103359222, 0.33030301332473755, 0.2731899917125702, 0.09424741566181183, -0.1698189079761505, 0.01702292636036873, -0.10659436136484146, 0.11089695990085602, -0.08941251039505005, -0.35293179750442505, 0.06545879691839218
+};
+
+/// Second convolution biases
+static const double conv2_biases[] = {
+0.12326373159885406,
+0.13270756602287292,
+0.07082673907279968,
+0.051456157118082047,
+0.05844561755657196,
+0.1315319687128067,
+0.08097290247678757,
+0.10153213143348694,
+0.055915363132953644,
+0.052281659096479416,
+-0.11212895810604095,
+0.07462140917778015,
+-0.10300768911838531,
+0.108175128698349,
+0.15686865150928497,
+0.18225829303264618,
+0.06780990958213806,
+-0.027867194265127182,
+0.10957542806863785,
+0.03425288572907448,
+0.05988423153758049,
+-0.04818560183048248,
+0.07478125393390656,
+-0.07338137924671173,
+-0.022100606933236122,
+-0.04947621747851372,
+0.00016185229469556361,
+0.16787314414978027,
+-0.08640440553426743,
+0.060469429939985275,
+-0.17337509989738464,
+0.26549988985061646
+};
+
+/// Third convolution kernel
+static const double conv3_kernel[] = {
+-0.01733648031949997, 0.014926089905202389, 0.019393086433410645, -0.00444532185792923, 0.02693970873951912, 0.0003883102326653898, 0.004221527837216854, 0.0050745452754199505, 0.012986100278794765, 0.008007168769836426, 0.008950762450695038, 0.005279690958559513, 0.01519874669611454, -0.010862989351153374, 0.011825689114630222, -0.019965801388025284, 0.007991938851773739, -0.004620695952326059, 0.011911056004464626, 0.0043943473137915134, -0.01527450606226921, 0.007058924064040184, 0.010290278121829033, 0.013065044768154621, -0.010343007743358612, 0.017746344208717346, -4.6092932279862e-06, -0.0030044177547097206, 0.004238004796206951, 0.011623515747487545, 0.004292194731533527, 0.003601675620302558, 0.02504684589803219, -0.012476416304707527, -0.001889116014353931, -0.014844696037471294, 0.0037114194128662348, 0.0015292391180992126, -0.01960979402065277, -0.023836420848965645, -0.004658454097807407, -0.005420898552983999, -0.011578674428164959, -0.012782600708305836, -0.013413185253739357, -0.0026978880632668734, -0.008449232205748558, -0.001977386884391308, -0.009994491934776306, -0.019018622115254402, -0.01420928630977869, -0.010814856737852097, -0.012635751627385616, -0.02571050450205803, -0.011209324933588505, 0.006185243371874094, -0.028722697868943214, -0.015991590917110443, -7.262170129251899e-06, 0.0059218574315309525, -0.012753800489008427, 0.004631821997463703, -0.012866009026765823, -0.015347815118730068, 0.015386374667286873, 0.023364262655377388, -0.008774848654866219, 0.0003316070360597223, -0.013394287787377834, 0.01839779131114483, -0.0010600975947454572, 0.0013282642466947436, -0.0046541206538677216, -0.003481027204543352, -0.03873523697257042, 0.00432006549090147, -0.012688318267464638, 0.005344531964510679, -0.029875176027417183, 0.009807406924664974, 0.013965515419840813, -0.003954270388931036, -0.002595012541860342, -0.01060534082353115, -0.022159360349178314, -0.04049196094274521, -0.00826672650873661, -0.019309749826788902, -0.005398318637162447, -0.02717643231153488, -7.683406693104189e-06, 0.005884414538741112, -0.0025554620660841465, 0.003152097575366497, 0.007737628649920225, -0.0016007261583581567, 0.009788384661078453, -0.00019503672956489027, -0.016453150659799576, -0.009283055551350117, -0.023557187989354134, 0.0199913140386343, -0.0016918116016313434, 0.006789462175220251, -0.015027258545160294, -0.013967354781925678, -0.025483066216111183, -0.0011143273441120982, -0.024852922186255455, -0.0025222464464604855, -0.006810196675360203, -0.00522286631166935, 0.003403729060664773, -0.00575729925185442, 3.009885585925076e-05, -0.01669410802423954, -0.02657824568450451, -0.0558585524559021, -0.010408259928226471, -0.02449175715446472, -0.01373971812427044, -0.0016934958985075355, -6.971432412683498e-06, 0.016726776957511902, 0.012803487479686737, 0.0015065578045323491, -0.009287698194384575, -0.026466000825166702, 0.011461018584668636, 0.01290250662714243, 0.011383261531591415, -0.014642436988651752, 0.0025061562191694975, -0.005041358061134815, 0.020811449736356735, 0.036239612847566605, 4.4364631321514025e-05, -0.0060895150527358055, -0.0045987810008227825, 0.013829104602336884, -0.009625028818845749, -0.0024851823691278696, 0.011963721364736557, 0.005744087975472212, 0.004409838002175093, -0.002875274745747447, 0.03727300092577934, -0.00797036848962307, -0.023841897025704384, -0.020694682374596596, 0.01830098032951355, -0.0013982733944430947, -0.029326260089874268, 0.03960532322525978, -4.999998509447323e-06, 0.002121264347806573, 0.017022226005792618, 0.00307935057207942, 0.004140383563935757, -0.024156462401151657,
+-0.006691846530884504, 0.014618276618421078, 0.0088097108528018, -0.003097307402640581, 0.0045377472415566444, 0.022115124389529228, 0.0010284727904945612, -0.011907028965651989, 0.003773882519453764, -0.003491810755804181, -0.001970492536202073, -0.0022535324096679688, -0.0008858706569299102, -0.009839004836976528, -0.011421483010053635, 0.02180883288383484, -0.0011487964075058699, -0.004101413302123547, -0.00041377657908014953, -0.0025395506527274847, -0.017455890774726868, -0.01648567058146, 0.0025676502846181393, 0.007391395978629589, -0.049815498292446136, -0.008180997334420681, -5.978379249427235e-06, 0.01758566126227379, -0.011831379495561123, 0.011075240559875965, -0.01834580861032009, -0.02892209403216839, -0.008543230593204498, -0.02222561091184616, 0.00198202021420002, -0.0173275638371706, -0.002889616647735238, -0.016437765210866928, -0.0019898039754480124, -0.0046544563956558704, -0.005625379737466574, -0.012663842178881168, -0.0021303114481270313, -0.005864009726792574, -0.02050960063934326, -0.0041898381896317005, -0.001599422306753695, -0.014543072320520878, -0.012980197556316853, -0.012110203504562378, 0.005697437096387148, -0.01134384237229824, -0.006273128557950258, -0.020269395783543587, 0.00206595566123724, -0.006627210881561041, -0.036355212330818176, -0.009883278980851173, -6.210894298419589e-06, -0.026439880952239037, -0.028891965746879578, -0.0013150871964171529, -0.02360166423022747, -0.010725725442171097, -0.02183191105723381, 0.039243895560503006, 0.024056749418377876, 0.016758441925048828, 0.022510681301355362, -0.01064172014594078, 0.01852872408926487, 0.018505385145545006, 0.02285805717110634, 0.019767427816987038, 0.009467927739024162, 0.021334582939743996, 0.006701075471937656, 0.004998492076992989, 0.013553347438573837, -0.01105016004294157, 0.021290680393576622, 0.017781538888812065, 0.023486388847231865, 0.016260700300335884, 0.024738412350416183, 0.06549705564975739, 0.020338254049420357, 0.017187029123306274, -0.005591356195509434, -0.030282070860266685, -3.964171810366679e-06, -0.04010002315044403, -0.02367369644343853, 0.003125580260530114, 0.0036818883381783962, 0.0356549471616745, -0.04779026657342911, -0.011736183427274227, -0.006996487732976675, -0.0037266379222273827, -0.004441506695002317, -0.013957538641989231, -0.01441804226487875, -0.015041263774037361, -0.004064843058586121, -0.001813759095966816, -0.019498180598020554, -0.009017589502036572, -0.022034406661987305, -0.0017824879614636302, -0.02208147756755352, -0.023862911388278008, -0.011861376464366913, -0.009369430132210255, -0.011684310622513294, -0.002783849136903882, 0.0015959303127601743, 0.013797302730381489, -0.009703001007437706, -0.016293305903673172, -0.002277540508657694, -0.058384086936712265, -5.658412646880606e-06, -0.010031881742179394, -0.0515611469745636, -0.0016375213162973523, -0.03382877632975578, -0.014860027469694614, 0.010203640908002853, -0.01677648164331913, -0.008142654784023762, -0.015476839616894722, -0.009880786761641502, -0.009551423601806164, 0.0052429791539907455, 0.025618556886911392, -0.011334288865327835, -0.01023068092763424, -0.007289142347872257, 0.001425967551767826, -0.0038161007687449455, -9.109660459216684e-05, -0.010165611281991005, 0.012489739805459976, -0.00568031333386898, -0.010443033650517464, 0.016427909955382347, -0.009935266338288784, -0.022226503118872643, 0.015649763867259026, 0.0014033179031684995, -0.026624053716659546, -0.0072030117735266685, 0.02539876475930214, -6.032416877133073e-06, 0.02203439362347126, 0.02422020398080349, -0.002492350060492754, -0.0025713376235216856, -0.024256963282823563,
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+};
+
+/// Third convolution biases
+static const double conv3_biases[] = {
+0.05037664
+};
-- 
2.14.1