webrtc/modules/video_coding/codecs/test/videocodec_test_stats_impl.cc
Sergey Silkin b72cc6d670 Analyze quality of dropped frames in VideoProcessor.
Calculate quality metrics for dropped frames by comparing original
frame against last decoded one.

This feature makes comparison of encoders which do/don't drop frames
more fair.

The feature is controlled by analyze_quality_of_dropped_frames flag
and is disabled by default.

Bug: none
Change-Id: Ifab8df92d0b76e743ff3193c05d7c8dbd14921c4
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/190660
Commit-Queue: Sergey Silkin <ssilkin@webrtc.org>
Reviewed-by: Sebastian Jansson <srte@webrtc.org>
Reviewed-by: Rasmus Brandt <brandtr@webrtc.org>
Cr-Commit-Position: refs/heads/master@{#32518}
2020-10-29 08:23:49 +00:00

388 lines
14 KiB
C++

/*
* Copyright (c) 2012 The WebRTC project authors. All Rights Reserved.
*
* Use of this source code is governed by a BSD-style license
* that can be found in the LICENSE file in the root of the source
* tree. An additional intellectual property rights grant can be found
* in the file PATENTS. All contributing project authors may
* be found in the AUTHORS file in the root of the source tree.
*/
#include "modules/video_coding/codecs/test/videocodec_test_stats_impl.h"
#include <algorithm>
#include <cmath>
#include <iterator>
#include <limits>
#include <numeric>
#include "modules/rtp_rtcp/include/rtp_rtcp_defines.h"
#include "rtc_base/checks.h"
#include "rtc_base/numerics/running_statistics.h"
#include "rtc_base/strings/string_builder.h"
namespace webrtc {
namespace test {
using FrameStatistics = VideoCodecTestStats::FrameStatistics;
using VideoStatistics = VideoCodecTestStats::VideoStatistics;
namespace {
const int kMaxBitrateMismatchPercent = 20;
}
VideoCodecTestStatsImpl::VideoCodecTestStatsImpl() = default;
VideoCodecTestStatsImpl::~VideoCodecTestStatsImpl() = default;
void VideoCodecTestStatsImpl::AddFrame(const FrameStatistics& frame_stat) {
const size_t timestamp = frame_stat.rtp_timestamp;
const size_t layer_idx = frame_stat.spatial_idx;
RTC_DCHECK(rtp_timestamp_to_frame_num_[layer_idx].find(timestamp) ==
rtp_timestamp_to_frame_num_[layer_idx].end());
rtp_timestamp_to_frame_num_[layer_idx][timestamp] = frame_stat.frame_number;
layer_stats_[layer_idx].push_back(frame_stat);
}
FrameStatistics* VideoCodecTestStatsImpl::GetFrame(size_t frame_num,
size_t layer_idx) {
RTC_CHECK_LT(frame_num, layer_stats_[layer_idx].size());
return &layer_stats_[layer_idx][frame_num];
}
FrameStatistics* VideoCodecTestStatsImpl::GetFrameWithTimestamp(
size_t timestamp,
size_t layer_idx) {
RTC_DCHECK(rtp_timestamp_to_frame_num_[layer_idx].find(timestamp) !=
rtp_timestamp_to_frame_num_[layer_idx].end());
return GetFrame(rtp_timestamp_to_frame_num_[layer_idx][timestamp], layer_idx);
}
std::vector<FrameStatistics> VideoCodecTestStatsImpl::GetFrameStatistics() {
size_t capacity = 0;
for (const auto& layer_stat : layer_stats_) {
capacity += layer_stat.second.size();
}
std::vector<FrameStatistics> frame_statistics;
frame_statistics.reserve(capacity);
for (const auto& layer_stat : layer_stats_) {
std::copy(layer_stat.second.cbegin(), layer_stat.second.cend(),
std::back_inserter(frame_statistics));
}
return frame_statistics;
}
std::vector<VideoStatistics>
VideoCodecTestStatsImpl::SliceAndCalcLayerVideoStatistic(
size_t first_frame_num,
size_t last_frame_num) {
std::vector<VideoStatistics> layer_stats;
size_t num_spatial_layers = 0;
size_t num_temporal_layers = 0;
GetNumberOfEncodedLayers(first_frame_num, last_frame_num, &num_spatial_layers,
&num_temporal_layers);
RTC_CHECK_GT(num_spatial_layers, 0);
RTC_CHECK_GT(num_temporal_layers, 0);
for (size_t spatial_idx = 0; spatial_idx < num_spatial_layers;
++spatial_idx) {
for (size_t temporal_idx = 0; temporal_idx < num_temporal_layers;
++temporal_idx) {
VideoStatistics layer_stat = SliceAndCalcVideoStatistic(
first_frame_num, last_frame_num, spatial_idx, temporal_idx, false);
layer_stats.push_back(layer_stat);
}
}
return layer_stats;
}
VideoStatistics VideoCodecTestStatsImpl::SliceAndCalcAggregatedVideoStatistic(
size_t first_frame_num,
size_t last_frame_num) {
size_t num_spatial_layers = 0;
size_t num_temporal_layers = 0;
GetNumberOfEncodedLayers(first_frame_num, last_frame_num, &num_spatial_layers,
&num_temporal_layers);
RTC_CHECK_GT(num_spatial_layers, 0);
RTC_CHECK_GT(num_temporal_layers, 0);
return SliceAndCalcVideoStatistic(first_frame_num, last_frame_num,
num_spatial_layers - 1,
num_temporal_layers - 1, true);
}
size_t VideoCodecTestStatsImpl::Size(size_t spatial_idx) {
return layer_stats_[spatial_idx].size();
}
void VideoCodecTestStatsImpl::Clear() {
layer_stats_.clear();
rtp_timestamp_to_frame_num_.clear();
}
FrameStatistics VideoCodecTestStatsImpl::AggregateFrameStatistic(
size_t frame_num,
size_t spatial_idx,
bool aggregate_independent_layers) {
FrameStatistics frame_stat = *GetFrame(frame_num, spatial_idx);
bool inter_layer_predicted = frame_stat.inter_layer_predicted;
while (spatial_idx-- > 0) {
if (aggregate_independent_layers || inter_layer_predicted) {
FrameStatistics* base_frame_stat = GetFrame(frame_num, spatial_idx);
frame_stat.length_bytes += base_frame_stat->length_bytes;
frame_stat.target_bitrate_kbps += base_frame_stat->target_bitrate_kbps;
inter_layer_predicted = base_frame_stat->inter_layer_predicted;
}
}
return frame_stat;
}
size_t VideoCodecTestStatsImpl::CalcLayerTargetBitrateKbps(
size_t first_frame_num,
size_t last_frame_num,
size_t spatial_idx,
size_t temporal_idx,
bool aggregate_independent_layers) {
size_t target_bitrate_kbps = 0;
// We don't know if superframe includes all required spatial layers because
// of possible frame drops. Run through all frames in specified range, find
// and return maximum target bitrate. Assume that target bitrate in frame
// statistic is specified per temporal layer.
for (size_t frame_num = first_frame_num; frame_num <= last_frame_num;
++frame_num) {
FrameStatistics superframe = AggregateFrameStatistic(
frame_num, spatial_idx, aggregate_independent_layers);
if (superframe.temporal_idx <= temporal_idx) {
target_bitrate_kbps =
std::max(target_bitrate_kbps, superframe.target_bitrate_kbps);
}
}
RTC_DCHECK_GT(target_bitrate_kbps, 0);
return target_bitrate_kbps;
}
VideoStatistics VideoCodecTestStatsImpl::SliceAndCalcVideoStatistic(
size_t first_frame_num,
size_t last_frame_num,
size_t spatial_idx,
size_t temporal_idx,
bool aggregate_independent_layers) {
VideoStatistics video_stat;
float buffer_level_bits = 0.0f;
webrtc_impl::RunningStatistics<float> buffer_level_sec;
webrtc_impl::RunningStatistics<size_t> key_frame_size_bytes;
webrtc_impl::RunningStatistics<size_t> delta_frame_size_bytes;
webrtc_impl::RunningStatistics<size_t> frame_encoding_time_us;
webrtc_impl::RunningStatistics<size_t> frame_decoding_time_us;
webrtc_impl::RunningStatistics<float> psnr_y;
webrtc_impl::RunningStatistics<float> psnr_u;
webrtc_impl::RunningStatistics<float> psnr_v;
webrtc_impl::RunningStatistics<float> psnr;
webrtc_impl::RunningStatistics<float> ssim;
webrtc_impl::RunningStatistics<int> qp;
size_t rtp_timestamp_first_frame = 0;
size_t rtp_timestamp_prev_frame = 0;
FrameStatistics last_successfully_decoded_frame(0, 0, 0);
const size_t target_bitrate_kbps =
CalcLayerTargetBitrateKbps(first_frame_num, last_frame_num, spatial_idx,
temporal_idx, aggregate_independent_layers);
RTC_CHECK_GT(target_bitrate_kbps, 0); // We divide by |target_bitrate_kbps|.
for (size_t frame_num = first_frame_num; frame_num <= last_frame_num;
++frame_num) {
FrameStatistics frame_stat = AggregateFrameStatistic(
frame_num, spatial_idx, aggregate_independent_layers);
float time_since_first_frame_sec =
1.0f * (frame_stat.rtp_timestamp - rtp_timestamp_first_frame) /
kVideoPayloadTypeFrequency;
float time_since_prev_frame_sec =
1.0f * (frame_stat.rtp_timestamp - rtp_timestamp_prev_frame) /
kVideoPayloadTypeFrequency;
if (frame_stat.temporal_idx > temporal_idx) {
continue;
}
buffer_level_bits -= time_since_prev_frame_sec * 1000 * target_bitrate_kbps;
buffer_level_bits = std::max(0.0f, buffer_level_bits);
buffer_level_bits += 8.0 * frame_stat.length_bytes;
buffer_level_sec.AddSample(buffer_level_bits /
(1000 * target_bitrate_kbps));
video_stat.length_bytes += frame_stat.length_bytes;
if (frame_stat.encoding_successful) {
++video_stat.num_encoded_frames;
if (frame_stat.frame_type == VideoFrameType::kVideoFrameKey) {
key_frame_size_bytes.AddSample(frame_stat.length_bytes);
++video_stat.num_key_frames;
} else {
delta_frame_size_bytes.AddSample(frame_stat.length_bytes);
}
frame_encoding_time_us.AddSample(frame_stat.encode_time_us);
qp.AddSample(frame_stat.qp);
video_stat.max_nalu_size_bytes = std::max(video_stat.max_nalu_size_bytes,
frame_stat.max_nalu_size_bytes);
}
if (frame_stat.decoding_successful) {
++video_stat.num_decoded_frames;
video_stat.width = std::max(video_stat.width, frame_stat.decoded_width);
video_stat.height =
std::max(video_stat.height, frame_stat.decoded_height);
if (video_stat.num_decoded_frames > 1) {
if (last_successfully_decoded_frame.decoded_width !=
frame_stat.decoded_width ||
last_successfully_decoded_frame.decoded_height !=
frame_stat.decoded_height) {
++video_stat.num_spatial_resizes;
}
}
frame_decoding_time_us.AddSample(frame_stat.decode_time_us);
last_successfully_decoded_frame = frame_stat;
}
if (frame_stat.quality_analysis_successful) {
psnr_y.AddSample(frame_stat.psnr_y);
psnr_u.AddSample(frame_stat.psnr_u);
psnr_v.AddSample(frame_stat.psnr_v);
psnr.AddSample(frame_stat.psnr);
ssim.AddSample(frame_stat.ssim);
}
if (video_stat.num_input_frames > 0) {
if (video_stat.time_to_reach_target_bitrate_sec == 0.0f) {
RTC_CHECK_GT(time_since_first_frame_sec, 0);
const float curr_kbps =
8.0 * video_stat.length_bytes / 1000 / time_since_first_frame_sec;
const float bitrate_mismatch_percent =
100 * std::fabs(curr_kbps - target_bitrate_kbps) /
target_bitrate_kbps;
if (bitrate_mismatch_percent < kMaxBitrateMismatchPercent) {
video_stat.time_to_reach_target_bitrate_sec =
time_since_first_frame_sec;
}
}
}
rtp_timestamp_prev_frame = frame_stat.rtp_timestamp;
if (video_stat.num_input_frames == 0) {
rtp_timestamp_first_frame = frame_stat.rtp_timestamp;
}
++video_stat.num_input_frames;
}
const size_t num_frames = last_frame_num - first_frame_num + 1;
const size_t timestamp_delta =
GetFrame(first_frame_num + 1, spatial_idx)->rtp_timestamp -
GetFrame(first_frame_num, spatial_idx)->rtp_timestamp;
RTC_CHECK_GT(timestamp_delta, 0);
const float input_framerate_fps =
1.0 * kVideoPayloadTypeFrequency / timestamp_delta;
RTC_CHECK_GT(input_framerate_fps, 0);
const float duration_sec = num_frames / input_framerate_fps;
video_stat.target_bitrate_kbps = target_bitrate_kbps;
video_stat.input_framerate_fps = input_framerate_fps;
video_stat.spatial_idx = spatial_idx;
video_stat.temporal_idx = temporal_idx;
RTC_CHECK_GT(duration_sec, 0);
video_stat.bitrate_kbps =
static_cast<size_t>(8 * video_stat.length_bytes / 1000 / duration_sec);
video_stat.framerate_fps = video_stat.num_encoded_frames / duration_sec;
// http://bugs.webrtc.org/10400: On Windows, we only get millisecond
// granularity in the frame encode/decode timing measurements.
// So we need to softly avoid a div-by-zero here.
const float mean_encode_time_us =
frame_encoding_time_us.GetMean().value_or(0);
video_stat.enc_speed_fps = mean_encode_time_us > 0.0f
? 1000000.0f / mean_encode_time_us
: std::numeric_limits<float>::max();
const float mean_decode_time_us =
frame_decoding_time_us.GetMean().value_or(0);
video_stat.dec_speed_fps = mean_decode_time_us > 0.0f
? 1000000.0f / mean_decode_time_us
: std::numeric_limits<float>::max();
auto MaxDelaySec = [target_bitrate_kbps](
const webrtc_impl::RunningStatistics<size_t>& stats) {
return 8 * stats.GetMax().value_or(0) / 1000 / target_bitrate_kbps;
};
video_stat.avg_delay_sec = buffer_level_sec.GetMean().value_or(0);
video_stat.max_key_frame_delay_sec = MaxDelaySec(key_frame_size_bytes);
video_stat.max_delta_frame_delay_sec = MaxDelaySec(key_frame_size_bytes);
video_stat.avg_key_frame_size_bytes =
key_frame_size_bytes.GetMean().value_or(0);
video_stat.avg_delta_frame_size_bytes =
delta_frame_size_bytes.GetMean().value_or(0);
video_stat.avg_qp = qp.GetMean().value_or(0);
video_stat.avg_psnr_y = psnr_y.GetMean().value_or(0);
video_stat.avg_psnr_u = psnr_u.GetMean().value_or(0);
video_stat.avg_psnr_v = psnr_v.GetMean().value_or(0);
video_stat.avg_psnr = psnr.GetMean().value_or(0);
video_stat.min_psnr =
psnr.GetMin().value_or(std::numeric_limits<float>::max());
video_stat.avg_ssim = ssim.GetMean().value_or(0);
video_stat.min_ssim =
ssim.GetMin().value_or(std::numeric_limits<float>::max());
return video_stat;
}
void VideoCodecTestStatsImpl::GetNumberOfEncodedLayers(
size_t first_frame_num,
size_t last_frame_num,
size_t* num_encoded_spatial_layers,
size_t* num_encoded_temporal_layers) {
*num_encoded_spatial_layers = 0;
*num_encoded_temporal_layers = 0;
const size_t num_spatial_layers = layer_stats_.size();
for (size_t frame_num = first_frame_num; frame_num <= last_frame_num;
++frame_num) {
for (size_t spatial_idx = 0; spatial_idx < num_spatial_layers;
++spatial_idx) {
FrameStatistics* frame_stat = GetFrame(frame_num, spatial_idx);
if (frame_stat->encoding_successful) {
*num_encoded_spatial_layers =
std::max(*num_encoded_spatial_layers, frame_stat->spatial_idx + 1);
*num_encoded_temporal_layers = std::max(*num_encoded_temporal_layers,
frame_stat->temporal_idx + 1);
}
}
}
}
} // namespace test
} // namespace webrtc