From: Thilo Borgmann <thilo.borgmann@mail.de>
To: ffmpeg-devel@ffmpeg.org
Subject: Re: [FFmpeg-devel] [PATCH] avfilter: Added siti filter
Date: Tue, 8 Mar 2022 13:25:33 +0100
Message-ID: <18f95a99-7efd-1d0c-a824-468ef9b83caa@mail.de> (raw)
In-Reply-To: <CAPYw7P57_O6C5Wrhg_-i9BEGcf1PvXuzai08G_od02T8rq=hEw@mail.gmail.com>
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Am 07.03.22 um 20:06 schrieb Paul B Mahol:
> On 3/7/22, Thilo Borgmann <thilo.borgmann@mail.de> wrote:
>> Am 06.03.22 um 22:25 schrieb Paul B Mahol:
>>> On 3/6/22, Thilo Borgmann <thilo.borgmann@mail.de> wrote:
>>>> Am 22.02.22 um 12:30 schrieb Thilo Borgmann:
>>>>> Am 18.02.22 um 17:08 schrieb Paul B Mahol:
>>>>>> On Sat, Feb 12, 2022 at 11:55 AM Thilo Borgmann
>>>>>> <thilo.borgmann@mail.de>
>>>>>> wrote:
>>>>>>
>>>>>>> Am 31.01.22 um 12:55 schrieb James Almer:
>>>>>>>>
>>>>>>>>
>>>>>>>> On 1/31/2022 8:53 AM, Anton Khirnov wrote:
>>>>>>>>> Quoting Thilo Borgmann (2022-01-18 14:58:07)
>>>>>>>>>>>> Violations of code style.
>>>>>>>>>>
>>>>>>>>>> Enhanced.
>>>>>>>>>
>>>>>>>>> Not enough. There are still many remaining, e.g.
>>>>>>>>> * opening brace of a function definition should be on its own line
>>>>>>>>> * the context should generally be the first argument
>>>>>>>>> * unsigned char* should be uint8_t*
>>>>>>>>> * mixed declarations and code (the compiler should warn about that)
>>>>>>>>
>>>>>>>> I think someone said that clang (or some versions) is apparently not
>>>>>>> warning about this, hence why so many of these end up being missed in
>>>>>>> reviews or even by the patch author.
>>>>>>>
>>>>>>> This and all of Anton's comments in v3. Also removed some more
>>>>>>> obviously
>>>>>>> useless doubles.
>>>>>>>
>>>>>>
>>>>>> Why it uses doubles in so many places?
>>>>>> Is there any real benefit in that, except extra slowdown?
>>>>>
>>>>> I guess because it's originating in some c&p Matlab code.
>>>>> I did %s#double#float#g for v4, loosing some precision we can ignore
>>>>> IMHO.
>>>>>
>>>>>
>>>>>
>>>>> v3:
>>>>>
>>>>> Total frames: 2
>>>>>
>>>>> Spatial Information:
>>>>> Average: 165.451985
>>>>> Max: 165.817542
>>>>> Min: 165.086427
>>>>>
>>>>> Temporal Information:
>>>>> Average: 1.007263
>>>>> Max: 2.014525
>>>>> Min: 0.000000
>>>>>
>>>>>
>>>>>
>>>>> v4:
>>>>>
>>>>> Total frames: 2
>>>>>
>>>>> Spatial Information:
>>>>> Average: 164.385895
>>>>> Max: 164.742325
>>>>> Min: 164.029480
>>>>>
>>>>> Temporal Information:
>>>>> Average: 1.007241
>>>>> Max: 2.014483
>>>>> Min: 0.000000
>>>>>
>>>>
>>>> Ping.
>>>
>>> Into wrong section of changelog added entry.
>>>
>>> Useless cast of allocation results.
>>>
>>> Does filter changes pixels? If not, add metadata flag to appropriate
>>> place.
>>
>> All addressed in v5, thx!
>>
>
> Changelog entry is still in wrong, 5.0, section.
Fixed in v6.
>> Also added a FATE test for it.
-Thilo
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From e47e552344866fdba6fa3b1064e218e2447f7a26 Mon Sep 17 00:00:00 2001
From: Boris Baracaldo <borbarak@fb.com>
Date: Tue, 8 Mar 2022 13:23:58 +0100
Subject: [PATCH v6] lavfilter: Add SITI filter
Calculate Spatial Info (SI) and Temporal Info (TI) scores for a video, as defined
in ITU-T P.910: Subjective video quality assessment methods for multimedia
applications.
---
Changelog | 1 +
doc/filters.texi | 23 ++
libavfilter/Makefile | 1 +
libavfilter/allfilters.c | 1 +
libavfilter/version.h | 2 +-
libavfilter/vf_siti.c | 349 ++++++++++++++++++++++++++
tests/fate-run.sh | 9 +
tests/fate/filter-video.mak | 3 +
tests/ref/fate/filter-refcmp-siti-yuv | 15 ++
9 files changed, 403 insertions(+), 1 deletion(-)
create mode 100644 libavfilter/vf_siti.c
create mode 100644 tests/ref/fate/filter-refcmp-siti-yuv
diff --git a/Changelog b/Changelog
index 3af8aa032b..200bd82680 100644
--- a/Changelog
+++ b/Changelog
@@ -5,6 +5,7 @@ version 5.1:
- dialogue enhance audio filter
- dropped obsolete XvMC hwaccel
- pcm-bluray encoder
+- SITI filter
version 5.0:
diff --git a/doc/filters.texi b/doc/filters.texi
index 26c5b4db48..9f50fd899f 100644
--- a/doc/filters.texi
+++ b/doc/filters.texi
@@ -19944,6 +19944,29 @@ ffmpeg -i input1.mkv -i input2.mkv -filter_complex "[0:v][1:v] signature=nb_inpu
@end itemize
+@anchor{siti}
+@section siti
+
+Calculate Spatial Info (SI) and Temporal Info (TI) scores for a video, as defined
+in ITU-T P.910: Subjective video quality assessment methods for multimedia
+applications. Available PDF at @url{https://www.itu.int/rec/T-REC-P.910-199909-S/en }.
+
+It accepts the following option:
+
+@table @option
+@item print_summary
+If set to 1, Summary statistics will be printed to the console. Default 0.
+@end table
+
+@subsection Examples
+@itemize
+@item
+To calculate SI/TI metrics and print summary:
+@example
+ffmpeg -i input.mp4 -vf siti=print_summary=1 -f null -
+@end example
+@end itemize
+
@anchor{smartblur}
@section smartblur
diff --git a/libavfilter/Makefile b/libavfilter/Makefile
index 56d33e6480..43653597d8 100644
--- a/libavfilter/Makefile
+++ b/libavfilter/Makefile
@@ -456,6 +456,7 @@ OBJS-$(CONFIG_SMARTBLUR_FILTER) += vf_smartblur.o
OBJS-$(CONFIG_SOBEL_FILTER) += vf_convolution.o
OBJS-$(CONFIG_SOBEL_OPENCL_FILTER) += vf_convolution_opencl.o opencl.o \
opencl/convolution.o
+OBJS-$(CONFIG_SITI_FILTER) += vf_siti.o
OBJS-$(CONFIG_SPLIT_FILTER) += split.o
OBJS-$(CONFIG_SPP_FILTER) += vf_spp.o qp_table.o
OBJS-$(CONFIG_SR_FILTER) += vf_sr.o
diff --git a/libavfilter/allfilters.c b/libavfilter/allfilters.c
index f5caee3a62..9fbaaacf47 100644
--- a/libavfilter/allfilters.c
+++ b/libavfilter/allfilters.c
@@ -432,6 +432,7 @@ extern const AVFilter ff_vf_shuffleplanes;
extern const AVFilter ff_vf_sidedata;
extern const AVFilter ff_vf_signalstats;
extern const AVFilter ff_vf_signature;
+extern const AVFilter ff_vf_siti;
extern const AVFilter ff_vf_smartblur;
extern const AVFilter ff_vf_sobel;
extern const AVFilter ff_vf_sobel_opencl;
diff --git a/libavfilter/version.h b/libavfilter/version.h
index 9a890c014f..95dd64d5b5 100644
--- a/libavfilter/version.h
+++ b/libavfilter/version.h
@@ -30,7 +30,7 @@
#include "libavutil/version.h"
#define LIBAVFILTER_VERSION_MAJOR 8
-#define LIBAVFILTER_VERSION_MINOR 27
+#define LIBAVFILTER_VERSION_MINOR 28
#define LIBAVFILTER_VERSION_MICRO 100
diff --git a/libavfilter/vf_siti.c b/libavfilter/vf_siti.c
new file mode 100644
index 0000000000..531c940ae3
--- /dev/null
+++ b/libavfilter/vf_siti.c
@@ -0,0 +1,349 @@
+/*
+ * Copyright (c) 2021 Boris Baracaldo
+ * Copyright (c) 2022 Thilo Borgmann
+ *
+ * This file is part of FFmpeg.
+ *
+ * FFmpeg is free software; you can redistribute it and/or modify
+ * it under the terms of the GNU General Public License as published by
+ * the Free Software Foundation; either version 2 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 General Public License for more details.
+ *
+ * You should have received a copy of the GNU 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
+ * Calculate Spatial Info (SI) and Temporal Info (TI) scores
+ */
+
+#include <math.h>
+
+#include "libavutil/imgutils.h"
+#include "libavutil/internal.h"
+#include "libavutil/opt.h"
+
+#include "avfilter.h"
+#include "formats.h"
+#include "internal.h"
+#include "video.h"
+
+static const int X_FILTER[9] = {
+ 1, 0, -1,
+ 2, 0, -2,
+ 1, 0, -1
+};
+
+static const int Y_FILTER[9] = {
+ 1, 2, 1,
+ 0, 0, 0,
+ -1, -2, -1
+};
+
+typedef struct SiTiContext {
+ const AVClass *class;
+ int pixel_depth;
+ int width, height;
+ uint64_t nb_frames;
+ uint8_t *prev_frame;
+ float max_si;
+ float max_ti;
+ float min_si;
+ float min_ti;
+ float sum_si;
+ float sum_ti;
+ float *gradient_matrix;
+ float *motion_matrix;
+ int full_range;
+ int print_summary;
+} SiTiContext;
+
+static const enum AVPixelFormat pix_fmts[] = {
+ AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P,
+ AV_PIX_FMT_YUVJ420P, AV_PIX_FMT_YUVJ422P,
+ AV_PIX_FMT_YUV420P10, AV_PIX_FMT_YUV422P10,
+ AV_PIX_FMT_NONE
+};
+
+static av_cold int init(AVFilterContext *ctx)
+{
+ // User options but no input data
+ SiTiContext *s = ctx->priv;
+ s->max_si = 0;
+ s->max_ti = 0;
+ return 0;
+}
+
+static av_cold void uninit(AVFilterContext *ctx)
+{
+ SiTiContext *s = ctx->priv;
+
+ if (s->print_summary) {
+ float avg_si = s->sum_si / s->nb_frames;
+ float avg_ti = s->sum_ti / s->nb_frames;
+ av_log(ctx, AV_LOG_INFO,
+ "SITI Summary:\nTotal frames: %"PRId64"\n\n"
+ "Spatial Information:\nAverage: %f\nMax: %f\nMin: %f\n\n"
+ "Temporal Information:\nAverage: %f\nMax: %f\nMin: %f\n",
+ s->nb_frames, avg_si, s->max_si, s->min_si, avg_ti, s->max_ti, s->min_ti
+ );
+ }
+
+ av_freep(&s->prev_frame);
+ av_freep(&s->gradient_matrix);
+ av_freep(&s->motion_matrix);
+}
+
+static int config_input(AVFilterLink *inlink)
+{
+ // Video input data avilable
+ AVFilterContext *ctx = inlink->dst;
+ SiTiContext *s = ctx->priv;
+ int max_pixsteps[4];
+ size_t pixel_sz;
+ size_t data_sz;
+ size_t gradient_sz;
+ size_t motion_sz;
+
+ const AVPixFmtDescriptor *desc = av_pix_fmt_desc_get(inlink->format);
+ av_image_fill_max_pixsteps(max_pixsteps, NULL, desc);
+
+ // free previous buffers in case they are allocated already
+ av_freep(&s->prev_frame);
+ av_freep(&s->gradient_matrix);
+ av_freep(&s->motion_matrix);
+
+ s->pixel_depth = max_pixsteps[0];
+ s->width = inlink->w;
+ s->height = inlink->h;
+ pixel_sz = s->pixel_depth == 1 ? sizeof(uint8_t) : sizeof(uint16_t);
+ data_sz = s->width * pixel_sz * s->height;
+
+ s->prev_frame = av_malloc(data_sz);
+
+ gradient_sz = (s->width - 2) * sizeof(float) * (s->height - 2);
+ s->gradient_matrix = av_malloc(gradient_sz);
+
+ motion_sz = s->width * sizeof(float) * s->height;
+ s->motion_matrix = av_malloc(motion_sz);
+
+ if (!s->prev_frame || ! s->gradient_matrix || !s->motion_matrix) {
+ return AVERROR(ENOMEM);
+ }
+
+ return 0;
+}
+
+// Determine whether the video is in full or limited range. If not defined, assume limited.
+static int is_full_range(AVFrame* frame)
+{
+ // If color range not specified, fallback to pixel format
+ if (frame->color_range == AVCOL_RANGE_UNSPECIFIED || frame->color_range == AVCOL_RANGE_NB)
+ return frame->format == AV_PIX_FMT_YUVJ420P || frame->format == AV_PIX_FMT_YUVJ422P;
+ return frame->color_range == AVCOL_RANGE_JPEG;
+}
+
+// Check frame's color range and convert to full range if needed
+static uint16_t convert_full_range(int factor, uint16_t y)
+{
+ int shift;
+ int limit_upper;
+ int full_upper;
+ int limit_y;
+
+ // For 8 bits, limited range goes from 16 to 235, for 10 bits the range is multiplied by 4
+ shift = 16 * factor;
+ limit_upper = 235 * factor - shift;
+ full_upper = 256 * factor - 1;
+ limit_y = fmin(fmax(y - shift, 0), limit_upper);
+ return (full_upper * limit_y / limit_upper);
+}
+
+// Applies sobel convolution
+static void convolve_sobel(SiTiContext *s, const uint8_t *src, float *dst, int linesize)
+{
+ float x_conv_sum;
+ float y_conv_sum;
+ float gradient;
+ int ki;
+ int kj;
+ int index;
+ uint16_t data;
+ int filter_width = 3;
+ int filter_size = filter_width * filter_width;
+ int stride = linesize / s->pixel_depth;
+ // For 8 bits, limited range goes from 16 to 235, for 10 bits the range is multiplied by 4
+ int factor = s->pixel_depth == 1 ? 1 : 4;
+
+ // Dst matrix is smaller than src since we ignore edges that can't be convolved
+ #define CONVOLVE(bps) \
+ { \
+ uint##bps##_t *vsrc = (uint##bps##_t*)src; \
+ for (int j = 1; j < s->height - 1; j++) { \
+ for (int i = 1; i < s->width - 1; i++) { \
+ x_conv_sum = 0.0; \
+ y_conv_sum = 0.0; \
+ for (int k = 0; k < filter_size; k++) { \
+ ki = k % filter_width - 1; \
+ kj = floor(k / filter_width) - 1; \
+ index = (j + kj) * stride + (i + ki); \
+ data = s->full_range ? vsrc[index] : convert_full_range(factor, vsrc[index]); \
+ x_conv_sum += data * X_FILTER[k]; \
+ y_conv_sum += data * Y_FILTER[k]; \
+ } \
+ gradient = sqrt(x_conv_sum * x_conv_sum + y_conv_sum * y_conv_sum); \
+ dst[(j - 1) * (s->width - 2) + (i - 1)] = gradient; \
+ } \
+ } \
+ }
+
+ if (s->pixel_depth == 2) {
+ CONVOLVE(16);
+ } else {
+ CONVOLVE(8);
+ }
+}
+
+// Calculate pixel difference between current and previous frame, and update previous
+static void calculate_motion(SiTiContext *s, const uint8_t *curr,
+ float *motion_matrix, int linesize)
+{
+ int stride = linesize / s->pixel_depth;
+ float motion;
+ int curr_index;
+ int prev_index;
+ uint16_t curr_data;
+ // For 8 bits, limited range goes from 16 to 235, for 10 bits the range is multiplied by 4
+ int factor = s->pixel_depth == 1 ? 1 : 4;
+
+ // Previous frame is already converted to full range
+ #define CALCULATE(bps) \
+ { \
+ uint##bps##_t *vsrc = (uint##bps##_t*)curr; \
+ uint##bps##_t *vdst = (uint##bps##_t*)s->prev_frame; \
+ for (int j = 0; j < s->height; j++) { \
+ for (int i = 0; i < s->width; i++) { \
+ motion = 0; \
+ curr_index = j * stride + i; \
+ prev_index = j * s->width + i; \
+ curr_data = s->full_range ? vsrc[curr_index] : convert_full_range(factor, vsrc[curr_index]); \
+ if (s->nb_frames > 1) \
+ motion = curr_data - vdst[prev_index]; \
+ vdst[prev_index] = curr_data; \
+ motion_matrix[j * s->width + i] = motion; \
+ } \
+ } \
+ }
+
+ if (s->pixel_depth == 2) {
+ CALCULATE(16);
+ } else {
+ CALCULATE(8);
+ }
+}
+
+static float std_deviation(float *img_metrics, int width, int height)
+{
+ int size = height * width;
+ float mean = 0.0;
+ float sqr_diff = 0;
+
+ for (int j = 0; j < height; j++)
+ for (int i = 0; i < width; i++)
+ mean += img_metrics[j * width + i];
+
+ mean /= size;
+
+ for (int j = 0; j < height; j++) {
+ for (int i = 0; i < width; i++) {
+ float mean_diff = img_metrics[j * width + i] - mean;
+ sqr_diff += (mean_diff * mean_diff);
+ }
+ }
+ sqr_diff = sqr_diff / size;
+ return sqrt(sqr_diff);
+}
+
+static void set_meta(AVDictionary **metadata, const char *key, float d)
+{
+ char value[128];
+ snprintf(value, sizeof(value), "%0.2f", d);
+ av_dict_set(metadata, key, value, 0);
+}
+
+static int filter_frame(AVFilterLink *inlink, AVFrame *frame)
+{
+ AVFilterContext *ctx = inlink->dst;
+ SiTiContext *s = ctx->priv;
+ float si;
+ float ti;
+
+ s->full_range = is_full_range(frame);
+ s->nb_frames++;
+
+ // Calculate si and ti
+ convolve_sobel(s, frame->data[0], s->gradient_matrix, frame->linesize[0]);
+ calculate_motion(s, frame->data[0], s->motion_matrix, frame->linesize[0]);
+ si = std_deviation(s->gradient_matrix, s->width - 2, s->height - 2);
+ ti = std_deviation(s->motion_matrix, s->width, s->height);
+
+ // Calculate statistics
+ s->max_si = fmax(si, s->max_si);
+ s->max_ti = fmax(ti, s->max_ti);
+ s->sum_si += si;
+ s->sum_ti += ti;
+ s->min_si = s->nb_frames == 1 ? si : fmin(si, s->min_si);
+ s->min_ti = s->nb_frames == 1 ? ti : fmin(ti, s->min_ti);
+
+ // Set si ti information in frame metadata
+ set_meta(&frame->metadata, "lavfi.siti.si", si);
+ set_meta(&frame->metadata, "lavfi.siti.ti", ti);
+
+ return ff_filter_frame(inlink->dst->outputs[0], frame);
+}
+
+#define OFFSET(x) offsetof(SiTiContext, x)
+#define FLAGS AV_OPT_FLAG_VIDEO_PARAM|AV_OPT_FLAG_FILTERING_PARAM
+
+static const AVOption siti_options[] = {
+ { "print_summary", "Print summary showing average values", OFFSET(print_summary), AV_OPT_TYPE_BOOL, { .i64=0 }, 0, 1, FLAGS },
+ { NULL }
+};
+
+AVFILTER_DEFINE_CLASS(siti);
+
+static const AVFilterPad avfilter_vf_siti_inputs[] = {
+ {
+ .name = "default",
+ .type = AVMEDIA_TYPE_VIDEO,
+ .config_props = config_input,
+ .filter_frame = filter_frame,
+ },
+};
+
+static const AVFilterPad avfilter_vf_siti_outputs[] = {
+ {
+ .name = "default",
+ .type = AVMEDIA_TYPE_VIDEO
+ },
+};
+
+AVFilter ff_vf_siti = {
+ .name = "siti",
+ .description = NULL_IF_CONFIG_SMALL("Calculate spatial information (SI) and temporal information (TI)."),
+ .priv_size = sizeof(SiTiContext),
+ .priv_class = &siti_class,
+ .init = init,
+ .uninit = uninit,
+ .flags = AVFILTER_FLAG_METADATA_ONLY,
+ FILTER_PIXFMTS_ARRAY(pix_fmts),
+ FILTER_INPUTS(avfilter_vf_siti_inputs),
+ FILTER_OUTPUTS(avfilter_vf_siti_outputs),
+};
diff --git a/tests/fate-run.sh b/tests/fate-run.sh
index fbfc0a925d..a3be44d0eb 100755
--- a/tests/fate-run.sh
+++ b/tests/fate-run.sh
@@ -382,6 +382,15 @@ refcmp_metadata(){
-f null /dev/null | awk -v ref=${ref} -v fuzz=${fuzz} -f ${base}/refcmp-metadata.awk -
}
+cmp_metadata(){
+ refcmp=$1
+ pixfmt=$2
+ fuzz=${3:-0.001}
+ ffmpeg $FLAGS $ENC_OPTS \
+ -lavfi "testsrc2=size=300x200:rate=1:duration=5,format=${pixfmt},${refcmp},metadata=print:file=-" \
+ -f null /dev/null | awk -v ref=${ref} -v fuzz=${fuzz} -f ${base}/refcmp-metadata.awk -
+}
+
pixfmt_conversion(){
conversion="${test#pixfmt-}"
outdir="tests/data/pixfmt"
diff --git a/tests/fate/filter-video.mak b/tests/fate/filter-video.mak
index 510bb3ffbc..ae021a74a4 100644
--- a/tests/fate/filter-video.mak
+++ b/tests/fate/filter-video.mak
@@ -862,6 +862,9 @@ fate-filter-refcmp-ssim-rgb: CMD = refcmp_metadata ssim rgb24 0.015
FATE_FILTER-$(call ALLYES, $(REFCMP_DEPS) SSIM_FILTER) += fate-filter-refcmp-ssim-yuv
fate-filter-refcmp-ssim-yuv: CMD = refcmp_metadata ssim yuv422p 0.015
+FATE_FILTER-$(call ALLYES, $(REFCMP_DEPS) SITI_FILTER) += fate-filter-refcmp-siti-yuv
+fate-filter-refcmp-siti-yuv: CMD = cmp_metadata siti yuv420p 0.015
+
FATE_SAMPLES_FFPROBE += $(FATE_METADATA_FILTER-yes)
FATE_SAMPLES_FFMPEG += $(FATE_FILTER_SAMPLES-yes)
FATE_FFMPEG += $(FATE_FILTER-yes)
diff --git a/tests/ref/fate/filter-refcmp-siti-yuv b/tests/ref/fate/filter-refcmp-siti-yuv
new file mode 100644
index 0000000000..5d99972d95
--- /dev/null
+++ b/tests/ref/fate/filter-refcmp-siti-yuv
@@ -0,0 +1,15 @@
+frame:0 pts:0 pts_time:0
+lavfi.siti.si=106.72
+lavfi.siti.ti=0.00
+frame:1 pts:1 pts_time:1
+lavfi.siti.si=109.40
+lavfi.siti.ti=28.00
+frame:2 pts:2 pts_time:2
+lavfi.siti.si=109.29
+lavfi.siti.ti=28.38
+frame:3 pts:3 pts_time:3
+lavfi.siti.si=113.27
+lavfi.siti.ti=33.42
+frame:4 pts:4 pts_time:4
+lavfi.siti.si=110.87
+lavfi.siti.ti=30.53
--
2.20.1 (Apple Git-117)
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next prev parent reply other threads:[~2022-03-08 12:25 UTC|newest]
Thread overview: 28+ messages / expand[flat|nested] mbox.gz Atom feed top
[not found] <20210115045832.76405-1-borbarak@fb.com>
[not found] ` <MN2PR15MB2605F2669A411F794B6C2B40B5A70@MN2PR15MB2605.namprd15.prod.outlook.com>
[not found] ` <MR3WgJJ--3-2@lynne.ee>
[not found] ` <MN2PR15MB2605997AC36969E5639782C4B5A30@MN2PR15MB2605.namprd15.prod.outlook.com>
[not found] ` <MRNyTw0--3-2@lynne.ee>
2022-01-14 16:21 ` Thilo Borgmann
2022-01-15 8:25 ` Paul B Mahol
2022-01-15 8:27 ` Paul B Mahol
2022-01-18 13:58 ` Thilo Borgmann
2022-01-24 11:10 ` Thilo Borgmann
2022-01-31 10:12 ` Thilo Borgmann
2022-01-31 11:53 ` Anton Khirnov
2022-01-31 11:55 ` James Almer
2022-02-12 10:55 ` Thilo Borgmann
2022-02-15 8:54 ` Anton Khirnov
2022-02-15 9:10 ` Paul B Mahol
2022-02-15 9:19 ` Anton Khirnov
2022-02-22 11:26 ` Thilo Borgmann
2022-02-18 16:08 ` Paul B Mahol
2022-02-22 11:30 ` Thilo Borgmann
2022-03-06 20:39 ` Thilo Borgmann
2022-03-06 21:25 ` Paul B Mahol
2022-03-07 17:09 ` Thilo Borgmann
2022-03-07 19:06 ` Paul B Mahol
2022-03-08 12:25 ` Thilo Borgmann [this message]
2022-03-09 17:31 ` Paul B Mahol
2022-03-12 9:06 ` Thilo Borgmann
2022-03-18 13:56 ` Thilo Borgmann
2022-03-18 14:04 ` Paul B Mahol
2022-03-22 8:36 ` Thilo Borgmann
2022-03-28 11:01 ` Thilo Borgmann
2022-04-01 8:58 ` Thilo Borgmann
2022-04-01 18:54 ` Thilo Borgmann
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