Implement DelayVariationCalculator for events analysis.

This CL implements {,Logging}DelayVariationCalculator, whose purpose is to calculate simple inter-arrival metrics for a sequence of RTP frames. Uses could include RtcEventLog analysis and ad hoc testing.

Want lgtm: asapersson

Bug: webrtc:15213
Change-Id: I3f9d13a2c4fa66b6f1229c1b6fcd66a6911070de
Reviewed-on: https://webrtc-review.googlesource.com/c/src/+/306741
Commit-Queue: Rasmus Brandt <brandtr@webrtc.org>
Reviewed-by: Åsa Persson <asapersson@webrtc.org>
Reviewed-by: Jeremy Leconte <jleconte@webrtc.org>
Cr-Commit-Position: refs/heads/main@{#40247}
This commit is contained in:
Rasmus Brandt 2023-06-08 10:41:25 +02:00 committed by WebRTC LUCI CQ
parent f99e0f4aa0
commit cde5354729
11 changed files with 594 additions and 0 deletions

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@ -125,6 +125,7 @@ rtc_source_set("recordable_encoded_frame") {
rtc_source_set("video_frame_type") {
visibility = [ "*" ]
sources = [ "video_frame_type.h" ]
absl_deps = [ "//third_party/abseil-cpp/absl/strings" ]
}
rtc_source_set("render_resolution") {

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@ -11,6 +11,8 @@
#ifndef API_VIDEO_VIDEO_FRAME_TYPE_H_
#define API_VIDEO_VIDEO_FRAME_TYPE_H_
#include "absl/strings/string_view.h"
namespace webrtc {
enum class VideoFrameType {
@ -21,6 +23,20 @@ enum class VideoFrameType {
kVideoFrameDelta = 4,
};
inline constexpr absl::string_view VideoFrameTypeToString(
VideoFrameType frame_type) {
if (frame_type == VideoFrameType::kEmptyFrame) {
return "empty";
}
if (frame_type == VideoFrameType::kVideoFrameKey) {
return "key";
}
if (frame_type == VideoFrameType::kVideoFrameDelta) {
return "delta";
}
return "";
}
} // namespace webrtc
#endif // API_VIDEO_VIDEO_FRAME_TYPE_H_

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@ -754,6 +754,7 @@ if (rtc_include_tests) {
"../rtc_base:rtc_task_queue",
"../rtc_base/synchronization:mutex",
"../rtc_base/system:file_wrapper",
"jitter:jitter_unittests",
"pc/e2e:e2e_unittests",
"pc/e2e/analyzer/video:video_analyzer_unittests",
"pc/e2e/analyzer/video/dvqa:dvqa_unittests",

64
test/jitter/BUILD.gn Normal file
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@ -0,0 +1,64 @@
# Copyright (c) 2023 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.
import("../../webrtc.gni")
rtc_library("delay_variation_calculator") {
visibility = [ "*" ]
sources = [
"delay_variation_calculator.cc",
"delay_variation_calculator.h",
]
deps = [
"../../api/numerics",
"../../api/test/metrics:metrics_logger",
"../../api/units:data_size",
"../../api/units:frequency",
"../../api/units:time_delta",
"../../api/units:timestamp",
"../../api/video:video_frame_type",
"../../rtc_base:logging",
"../../rtc_base:rtc_numerics",
]
absl_deps = [ "//third_party/abseil-cpp/absl/types:optional" ]
}
rtc_library("logging_delay_variation_calculator") {
visibility = [ "*" ]
sources = [
"logging_delay_variation_calculator.cc",
"logging_delay_variation_calculator.h",
]
deps = [
":delay_variation_calculator",
"../../api/test/metrics:global_metrics_logger_and_exporter",
"../../api/units:data_size",
"../../api/video:video_frame_type",
"../../rtc_base:logging",
]
absl_deps = [ "//third_party/abseil-cpp/absl/strings" ]
}
if (rtc_include_tests) {
rtc_library("jitter_unittests") {
testonly = true
sources = [
"delay_variation_calculator_unittest.cc",
"logging_delay_variation_calculator_unittest.cc",
]
deps = [
":delay_variation_calculator",
":logging_delay_variation_calculator",
"../../api/numerics",
"../../api/test/metrics:metrics_logger",
"../../api/units:timestamp",
"../../system_wrappers",
"../../test:test_support",
]
}
}

1
test/jitter/OWNERS Normal file
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@ -0,0 +1 @@
brandtr@webrtc.org

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@ -0,0 +1,130 @@
/*
* Copyright (c) 2023 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 "test/jitter/delay_variation_calculator.h"
#include <string>
#include "absl/types/optional.h"
#include "api/units/frequency.h"
#include "api/units/time_delta.h"
#include "api/units/timestamp.h"
#include "rtc_base/logging.h"
namespace webrtc {
namespace test {
namespace {
constexpr Frequency k90000Hz = Frequency::Hertz(90000);
} // namespace
void DelayVariationCalculator::Insert(
uint32_t rtp_timestamp,
Timestamp arrival_time,
DataSize size,
absl::optional<int> spatial_layer,
absl::optional<int> temporal_layer,
absl::optional<VideoFrameType> frame_type) {
Frame frame{.rtp_timestamp = rtp_timestamp,
.unwrapped_rtp_timestamp = unwrapper_.Unwrap(rtp_timestamp),
.arrival_time = arrival_time,
.size = size,
.spatial_layer = spatial_layer,
.temporal_layer = temporal_layer,
.frame_type = frame_type};
// Using RTP timestamp as the time series sample identifier allows for
// cross-correlating time series logged by different objects at different
// arrival timestamps.
Timestamp sample_time =
Timestamp::Millis((frame.unwrapped_rtp_timestamp / k90000Hz).ms());
MetadataT sample_metadata = BuildMetadata(frame);
if (!prev_frame_) {
InsertFirstFrame(frame, sample_time, sample_metadata);
} else {
InsertFrame(frame, sample_time, sample_metadata);
}
prev_frame_ = frame;
}
void DelayVariationCalculator::InsertFirstFrame(const Frame& frame,
Timestamp sample_time,
MetadataT sample_metadata) {
const auto s = [=](double sample_value) {
return SamplesStatsCounter::StatsSample{.value = sample_value,
.time = sample_time,
.metadata = sample_metadata};
};
time_series_.rtp_timestamps.AddSample(
s(static_cast<double>(frame.rtp_timestamp)));
time_series_.arrival_times_ms.AddSample(s(frame.arrival_time.ms<double>()));
time_series_.sizes_bytes.AddSample(s(frame.size.bytes<double>()));
time_series_.inter_departure_times_ms.AddSample(s(0.0));
time_series_.inter_arrival_times_ms.AddSample(s(0.0));
time_series_.inter_delay_variations_ms.AddSample(s(0.0));
time_series_.inter_size_variations_bytes.AddSample(s(0.0));
}
void DelayVariationCalculator::InsertFrame(const Frame& frame,
Timestamp sample_time,
MetadataT sample_metadata) {
int64_t inter_rtp_time =
frame.unwrapped_rtp_timestamp - prev_frame_->unwrapped_rtp_timestamp;
TimeDelta inter_departure_time = inter_rtp_time / k90000Hz;
TimeDelta inter_arrival_time = frame.arrival_time - prev_frame_->arrival_time;
TimeDelta inter_delay_variation = inter_arrival_time - inter_departure_time;
double inter_size_variation_bytes =
frame.size.bytes<double>() - prev_frame_->size.bytes<double>();
const auto s = [=](double sample_value) {
return SamplesStatsCounter::StatsSample{.value = sample_value,
.time = sample_time,
.metadata = sample_metadata};
};
const auto ms = [](const TimeDelta& td) { return td.ms<double>(); };
time_series_.rtp_timestamps.AddSample(
s(static_cast<double>(frame.rtp_timestamp)));
time_series_.arrival_times_ms.AddSample(s(frame.arrival_time.ms<double>()));
time_series_.sizes_bytes.AddSample(s(frame.size.bytes<double>()));
time_series_.inter_departure_times_ms.AddSample(s(ms(inter_departure_time)));
time_series_.inter_arrival_times_ms.AddSample(s(ms(inter_arrival_time)));
time_series_.inter_delay_variations_ms.AddSample(
s(ms(inter_delay_variation)));
time_series_.inter_size_variations_bytes.AddSample(
s(inter_size_variation_bytes));
}
DelayVariationCalculator::MetadataT DelayVariationCalculator::BuildMetadata(
const Frame& frame) {
MetadataT metadata;
if (prev_frame_) {
if (prev_frame_->spatial_layer) {
metadata["sl_prev"] = std::to_string(*prev_frame_->spatial_layer);
}
if (prev_frame_->temporal_layer) {
metadata["tl_prev"] = std::to_string(*prev_frame_->temporal_layer);
}
if (prev_frame_->frame_type) {
metadata["frame_type_prev"] =
VideoFrameTypeToString(*prev_frame_->frame_type);
}
}
if (frame.spatial_layer) {
metadata["sl"] = std::to_string(*frame.spatial_layer);
}
if (frame.temporal_layer) {
metadata["tl"] = std::to_string(*frame.temporal_layer);
}
if (frame.frame_type) {
metadata["frame_type"] = VideoFrameTypeToString(*frame.frame_type);
}
return metadata;
}
} // namespace test
} // namespace webrtc

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@ -0,0 +1,94 @@
/*
* Copyright (c) 2023 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.
*/
#ifndef TEST_JITTER_DELAY_VARIATION_CALCULATOR_H_
#define TEST_JITTER_DELAY_VARIATION_CALCULATOR_H_
#include <stdint.h>
#include <map>
#include <string>
#include "absl/types/optional.h"
#include "api/numerics/samples_stats_counter.h"
#include "api/test/metrics/metrics_logger.h"
#include "api/units/data_size.h"
#include "api/units/timestamp.h"
#include "api/video/video_frame_type.h"
#include "rtc_base/numerics/sequence_number_unwrapper.h"
namespace webrtc {
namespace test {
// Helper class for calculating different delay variation statistics for "RTP
// frame arrival events". One use case is gathering statistics from
// RtcEventLogs. Another use case is online logging of data in test calls.
class DelayVariationCalculator {
public:
struct TimeSeries {
// Time series of RTP timestamps `t(n)` for each frame `n`.
SamplesStatsCounter rtp_timestamps;
// Time series of local arrival timestamps `r(n)` for each frame.
SamplesStatsCounter arrival_times_ms;
// Time series of sizes `s(n)` for each frame.
SamplesStatsCounter sizes_bytes;
// Time series of `d_t(n) = t(n) - t(n-1)` for each frame.
SamplesStatsCounter inter_departure_times_ms;
// Time series of `d_r(n) = r(n) - r(n-1)` for each frame.
SamplesStatsCounter inter_arrival_times_ms;
// Time series of `d_r(n) - d_t(n) = (r(n) - r(n-1)) - (t(n) - t(n-1))`
// for each frame.
SamplesStatsCounter inter_delay_variations_ms;
// Time series of `s(n) - s(n-1)`, for each frame.
SamplesStatsCounter inter_size_variations_bytes;
};
DelayVariationCalculator() = default;
~DelayVariationCalculator() = default;
void Insert(uint32_t rtp_timestamp,
Timestamp arrival_time,
DataSize size,
absl::optional<int> spatial_layer = absl::nullopt,
absl::optional<int> temporal_layer = absl::nullopt,
absl::optional<VideoFrameType> frame_type = absl::nullopt);
const TimeSeries& time_series() const { return time_series_; }
private:
struct Frame {
uint32_t rtp_timestamp;
int64_t unwrapped_rtp_timestamp;
Timestamp arrival_time;
DataSize size;
absl::optional<int> spatial_layer;
absl::optional<int> temporal_layer;
absl::optional<VideoFrameType> frame_type;
};
using MetadataT = std::map<std::string, std::string>;
void InsertFirstFrame(const Frame& frame,
Timestamp sample_time,
MetadataT sample_metadata);
void InsertFrame(const Frame& frame,
Timestamp sample_time,
MetadataT sample_metadata);
MetadataT BuildMetadata(const Frame& frame);
RtpTimestampUnwrapper unwrapper_;
absl::optional<Frame> prev_frame_ = absl::nullopt;
TimeSeries time_series_;
};
} // namespace test
} // namespace webrtc
#endif // TEST_JITTER_DELAY_VARIATION_CALCULATOR_H_

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@ -0,0 +1,108 @@
/*
* Copyright 2023 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 "test/jitter/delay_variation_calculator.h"
#include "api/numerics/samples_stats_counter.h"
#include "api/units/timestamp.h"
#include "test/gmock.h"
#include "test/gtest.h"
namespace webrtc {
namespace test {
MATCHER_P(HasLength, s, "") {
bool c1 = arg.rtp_timestamps.NumSamples() == s;
bool c2 = arg.arrival_times_ms.NumSamples() == s;
bool c3 = arg.sizes_bytes.NumSamples() == s;
bool c4 = arg.inter_departure_times_ms.NumSamples() == s;
bool c5 = arg.inter_arrival_times_ms.NumSamples() == s;
bool c6 = arg.inter_delay_variations_ms.NumSamples() == s;
bool c7 = arg.inter_size_variations_bytes.NumSamples() == s;
*result_listener << "c: " << c1 << c2 << c3 << c4 << c5 << c6 << c7;
return c1 && c2 && c3 && c4 && c5 && c6 && c7;
}
TEST(DelayVariationCalculatorTest, NoTimeSeriesWithoutFrame) {
DelayVariationCalculator calc;
EXPECT_THAT(calc.time_series(), HasLength(0));
}
TEST(DelayVariationCalculatorTest, PartialTimeSeriesWithOneFrame) {
DelayVariationCalculator calc;
calc.Insert(3000, Timestamp::Millis(33), DataSize::Bytes(100));
DelayVariationCalculator::TimeSeries ts = calc.time_series();
ASSERT_THAT(ts, HasLength(1));
auto v0 = [](const SamplesStatsCounter& c) {
return c.GetTimedSamples()[0].value;
};
EXPECT_EQ(v0(ts.rtp_timestamps), 3000);
EXPECT_EQ(v0(ts.arrival_times_ms), 33);
EXPECT_EQ(v0(ts.sizes_bytes), 100);
EXPECT_EQ(v0(ts.inter_departure_times_ms), 0);
EXPECT_EQ(v0(ts.inter_arrival_times_ms), 0);
EXPECT_EQ(v0(ts.inter_delay_variations_ms), 0);
EXPECT_EQ(v0(ts.inter_size_variations_bytes), 0);
}
TEST(DelayVariationCalculatorTest, TimeSeriesWithTwoFrames) {
DelayVariationCalculator calc;
calc.Insert(3000, Timestamp::Millis(33), DataSize::Bytes(100));
calc.Insert(6000, Timestamp::Millis(66), DataSize::Bytes(100));
DelayVariationCalculator::TimeSeries ts = calc.time_series();
ASSERT_THAT(ts, HasLength(2));
auto v1 = [](const SamplesStatsCounter& c) {
return c.GetTimedSamples()[1].value;
};
EXPECT_EQ(v1(ts.rtp_timestamps), 6000);
EXPECT_EQ(v1(ts.arrival_times_ms), 66);
EXPECT_EQ(v1(ts.sizes_bytes), 100);
EXPECT_EQ(v1(ts.inter_departure_times_ms), 33.333);
EXPECT_EQ(v1(ts.inter_arrival_times_ms), 33);
EXPECT_EQ(v1(ts.inter_delay_variations_ms), -0.333);
EXPECT_EQ(v1(ts.inter_size_variations_bytes), 0);
}
TEST(DelayVariationCalculatorTest, MetadataRecordedForAllTimeSeriesAndFrames) {
DelayVariationCalculator calc;
calc.Insert(3000, Timestamp::Millis(33), DataSize::Bytes(100), /*sl=*/0,
/*tl=*/0, VideoFrameType::kVideoFrameKey);
calc.Insert(6000, Timestamp::Millis(66), DataSize::Bytes(100), /*sl=*/0,
/*tl=*/1, VideoFrameType::kVideoFrameDelta);
DelayVariationCalculator::TimeSeries ts = calc.time_series();
ASSERT_THAT(ts, HasLength(2));
auto v = [](const SamplesStatsCounter* c, int n, std::string key) {
return c->GetTimedSamples()[n].metadata.at(key);
};
for (const auto* c :
{&ts.rtp_timestamps, &ts.arrival_times_ms, &ts.sizes_bytes,
&ts.inter_departure_times_ms, &ts.inter_arrival_times_ms,
&ts.inter_delay_variations_ms, &ts.inter_size_variations_bytes}) {
EXPECT_EQ(v(c, 0, "sl"), "0");
EXPECT_EQ(v(c, 0, "tl"), "0");
EXPECT_EQ(v(c, 0, "frame_type"), "key");
EXPECT_EQ(v(c, 1, "sl_prev"), "0");
EXPECT_EQ(v(c, 1, "tl_prev"), "0");
EXPECT_EQ(v(c, 1, "frame_type_prev"), "key");
EXPECT_EQ(v(c, 1, "sl"), "0");
EXPECT_EQ(v(c, 1, "tl"), "1");
EXPECT_EQ(v(c, 1, "frame_type"), "delta");
}
}
} // namespace test
} // namespace webrtc

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/*
* Copyright (c) 2023 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 "test/jitter/logging_delay_variation_calculator.h"
#include "api/test/metrics/global_metrics_logger_and_exporter.h"
#include "rtc_base/logging.h"
namespace webrtc {
namespace test {
void LoggingDelayVariationCalculator::Insert(
uint32_t rtp_timestamp,
Timestamp arrival_time,
DataSize size,
absl::optional<int> spatial_layer,
absl::optional<int> temporal_layer,
absl::optional<VideoFrameType> frame_type) {
calc_.Insert(rtp_timestamp, arrival_time, size, spatial_layer, temporal_layer,
frame_type);
}
void LoggingDelayVariationCalculator::LogMetrics() const {
const DelayVariationCalculator::TimeSeries& time_series = calc_.time_series();
if (!time_series.rtp_timestamps.IsEmpty()) {
logger_->LogMetric("rtp_timestamp", log_type_, time_series.rtp_timestamps,
Unit::kUnitless, ImprovementDirection::kNeitherIsBetter);
}
if (!time_series.arrival_times_ms.IsEmpty()) {
logger_->LogMetric("arrival_time", log_type_, time_series.arrival_times_ms,
Unit::kMilliseconds,
ImprovementDirection::kNeitherIsBetter);
}
if (!time_series.sizes_bytes.IsEmpty()) {
logger_->LogMetric("size_bytes", log_type_, time_series.sizes_bytes,
Unit::kBytes, ImprovementDirection::kNeitherIsBetter);
}
if (!time_series.inter_departure_times_ms.IsEmpty()) {
logger_->LogMetric(
"inter_departure_time", log_type_, time_series.inter_departure_times_ms,
Unit::kMilliseconds, ImprovementDirection::kNeitherIsBetter);
}
if (!time_series.inter_arrival_times_ms.IsEmpty()) {
logger_->LogMetric("inter_arrival_time", log_type_,
time_series.inter_arrival_times_ms, Unit::kMilliseconds,
ImprovementDirection::kNeitherIsBetter);
}
if (!time_series.inter_delay_variations_ms.IsEmpty()) {
logger_->LogMetric("inter_delay_variation", log_type_,
time_series.inter_delay_variations_ms,
Unit::kMilliseconds,
ImprovementDirection::kNeitherIsBetter);
}
if (!time_series.inter_size_variations_bytes.IsEmpty()) {
logger_->LogMetric("inter_size_variation", log_type_,
time_series.inter_size_variations_bytes, Unit::kBytes,
ImprovementDirection::kNeitherIsBetter);
}
}
} // namespace test
} // namespace webrtc

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@ -0,0 +1,53 @@
/*
* Copyright (c) 2023 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.
*/
#ifndef TEST_JITTER_LOGGING_DELAY_VARIATION_CALCULATOR_H_
#define TEST_JITTER_LOGGING_DELAY_VARIATION_CALCULATOR_H_
#include <string>
#include "absl/strings/string_view.h"
#include "api/test/metrics/global_metrics_logger_and_exporter.h"
#include "api/units/data_size.h"
#include "test/jitter/delay_variation_calculator.h"
namespace webrtc {
namespace test {
// This class logs the results from a `DelayVariationCalculator`
// to a metrics logger. For ease of integration, logging happens at
// object destruction.
class LoggingDelayVariationCalculator {
public:
LoggingDelayVariationCalculator(
absl::string_view log_type,
DefaultMetricsLogger* logger = GetGlobalMetricsLogger())
: log_type_(log_type), logger_(logger) {}
~LoggingDelayVariationCalculator() { LogMetrics(); }
void Insert(uint32_t rtp_timestamp,
Timestamp arrival_time,
DataSize size,
absl::optional<int> spatial_layer = absl::nullopt,
absl::optional<int> temporal_layer = absl::nullopt,
absl::optional<VideoFrameType> frame_type = absl::nullopt);
private:
void LogMetrics() const;
const std::string log_type_;
DefaultMetricsLogger* const logger_;
DelayVariationCalculator calc_;
};
} // namespace test
} // namespace webrtc
#endif // TEST_JITTER_LOGGING_DELAY_VARIATION_CALCULATOR_H_

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/*
* Copyright 2023 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 "test/jitter/logging_delay_variation_calculator.h"
#include <algorithm>
#include <map>
#include <string>
#include <vector>
#include "api/test/metrics/metrics_logger.h"
#include "api/units/timestamp.h"
#include "system_wrappers/include/clock.h"
#include "test/gtest.h"
namespace webrtc {
namespace test {
TEST(LoggingDelayVariationCalculator, TimeSeriesWithTwoFrames) {
SimulatedClock clock(123456);
DefaultMetricsLogger logger(&clock);
{
LoggingDelayVariationCalculator calc("TimeSeriesWithTwoFrames", &logger);
calc.Insert(3000, Timestamp::Millis(33), DataSize::Bytes(100));
calc.Insert(6000, Timestamp::Millis(66), DataSize::Bytes(100));
// Metrics are logged when `calc` goes out of scope.
}
std::vector<Metric> metrics = logger.GetCollectedMetrics();
std::map<std::string, double> last_sample_by_metric_name;
std::transform(metrics.begin(), metrics.end(),
std::inserter(last_sample_by_metric_name,
last_sample_by_metric_name.end()),
[](const Metric& metric) {
EXPECT_FALSE(metric.time_series.samples.empty());
return std::make_pair(
metric.name, metric.time_series.samples.back().value);
});
EXPECT_EQ(last_sample_by_metric_name["rtp_timestamp"], 6000.0);
EXPECT_EQ(last_sample_by_metric_name["arrival_time"], 66.0);
EXPECT_EQ(last_sample_by_metric_name["size_bytes"], 100.0);
EXPECT_EQ(last_sample_by_metric_name["inter_departure_time"], 33.333);
EXPECT_EQ(last_sample_by_metric_name["inter_arrival_time"], 33.0);
EXPECT_EQ(last_sample_by_metric_name["inter_delay_variation"], -0.333);
EXPECT_EQ(last_sample_by_metric_name["inter_size_variation"], 0.0);
}
} // namespace test
} // namespace webrtc