Enable trendline experiment and bayesian bitrate estimator experiment by default.
BUG=webrtc:6566, webrtc:7415 Review-Url: https://codereview.webrtc.org/2777333003 Cr-Commit-Position: refs/heads/master@{#17491}
This commit is contained in:
@ -417,8 +417,9 @@ RampUpDownUpTester::RampUpDownUpTester(size_t num_video_streams,
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rtx,
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red,
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report_perf_stats),
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link_rates_({GetHighLinkCapacity(), kLowBandwidthLimitBps / 1000,
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GetHighLinkCapacity(), 0}),
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link_rates_({4 * GetExpectedHighBitrate() / (3 * 1000),
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kLowBandwidthLimitBps / 1000,
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4 * GetExpectedHighBitrate() / (3 * 1000), 0}),
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test_state_(kFirstRampup),
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next_state_(kTransitionToNextState),
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state_start_ms_(clock_->TimeInMilliseconds()),
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@ -488,10 +489,6 @@ int RampUpDownUpTester::GetExpectedHighBitrate() const {
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return expected_bitrate_bps;
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}
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int RampUpDownUpTester::GetHighLinkCapacity() const {
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return 4 * GetExpectedHighBitrate() / (3 * 1000);
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}
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size_t RampUpDownUpTester::GetFecBytes() const {
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size_t flex_fec_bytes = 0;
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if (num_flexfec_streams_ > 0) {
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@ -26,7 +26,6 @@
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- (BOOL)application:(UIApplication *)application
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didFinishLaunchingWithOptions:(NSDictionary *)launchOptions {
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NSDictionary *fieldTrials = @{
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kRTCFieldTrialImprovedBitrateEstimateKey: kRTCFieldTrialEnabledValue,
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kRTCFieldTrialH264HighProfileKey: kRTCFieldTrialEnabledValue,
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};
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RTCInitFieldTrialDictionary(fieldTrials);
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@ -42,86 +42,12 @@ constexpr int kInitialRateWindowMs = 500;
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constexpr int kRateWindowMs = 150;
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// Parameters for linear least squares fit of regression line to noisy data.
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constexpr size_t kDefaultTrendlineWindowSize = 15;
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constexpr size_t kDefaultTrendlineWindowSize = 20;
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constexpr double kDefaultTrendlineSmoothingCoeff = 0.9;
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constexpr double kDefaultTrendlineThresholdGain = 4.0;
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// Parameters for Theil-Sen robust fitting of line to noisy data.
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constexpr size_t kDefaultMedianSlopeWindowSize = 20;
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constexpr double kDefaultMedianSlopeThresholdGain = 4.0;
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constexpr int kMaxConsecutiveFailedLookups = 5;
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const char kBitrateEstimateExperiment[] = "WebRTC-ImprovedBitrateEstimate";
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const char kBweTrendlineFilterExperiment[] = "WebRTC-BweTrendlineFilter";
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const char kBweMedianSlopeFilterExperiment[] = "WebRTC-BweMedianSlopeFilter";
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bool BitrateEstimateExperimentIsEnabled() {
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return webrtc::field_trial::IsEnabled(kBitrateEstimateExperiment);
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}
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bool TrendlineFilterExperimentIsEnabled() {
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std::string experiment_string =
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webrtc::field_trial::FindFullName(kBweTrendlineFilterExperiment);
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// The experiment is enabled iff the field trial string begins with "Enabled".
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return experiment_string.find("Enabled") == 0;
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}
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bool MedianSlopeFilterExperimentIsEnabled() {
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std::string experiment_string =
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webrtc::field_trial::FindFullName(kBweMedianSlopeFilterExperiment);
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// The experiment is enabled iff the field trial string begins with "Enabled".
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return experiment_string.find("Enabled") == 0;
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}
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bool ReadTrendlineFilterExperimentParameters(size_t* window_size,
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double* smoothing_coef,
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double* threshold_gain) {
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RTC_DCHECK(TrendlineFilterExperimentIsEnabled());
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RTC_DCHECK(!MedianSlopeFilterExperimentIsEnabled());
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RTC_DCHECK(window_size != nullptr);
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RTC_DCHECK(smoothing_coef != nullptr);
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RTC_DCHECK(threshold_gain != nullptr);
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std::string experiment_string =
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webrtc::field_trial::FindFullName(kBweTrendlineFilterExperiment);
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int parsed_values = sscanf(experiment_string.c_str(), "Enabled-%zu,%lf,%lf",
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window_size, smoothing_coef, threshold_gain);
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if (parsed_values == 3) {
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RTC_CHECK_GT(*window_size, 1) << "Need at least 2 points to fit a line.";
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RTC_CHECK(0 <= *smoothing_coef && *smoothing_coef <= 1)
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<< "Coefficient needs to be between 0 and 1 for weighted average.";
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RTC_CHECK_GT(*threshold_gain, 0) << "Threshold gain needs to be positive.";
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return true;
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}
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LOG(LS_WARNING) << "Failed to parse parameters for BweTrendlineFilter "
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"experiment from field trial string. Using default.";
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*window_size = kDefaultTrendlineWindowSize;
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*smoothing_coef = kDefaultTrendlineSmoothingCoeff;
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*threshold_gain = kDefaultTrendlineThresholdGain;
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return false;
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}
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bool ReadMedianSlopeFilterExperimentParameters(size_t* window_size,
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double* threshold_gain) {
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RTC_DCHECK(!TrendlineFilterExperimentIsEnabled());
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RTC_DCHECK(MedianSlopeFilterExperimentIsEnabled());
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RTC_DCHECK(window_size != nullptr);
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RTC_DCHECK(threshold_gain != nullptr);
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std::string experiment_string =
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webrtc::field_trial::FindFullName(kBweMedianSlopeFilterExperiment);
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int parsed_values = sscanf(experiment_string.c_str(), "Enabled-%zu,%lf",
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window_size, threshold_gain);
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if (parsed_values == 2) {
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RTC_CHECK_GT(*window_size, 1) << "Need at least 2 points to fit a line.";
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RTC_CHECK_GT(*threshold_gain, 0) << "Threshold gain needs to be positive.";
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return true;
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}
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LOG(LS_WARNING) << "Failed to parse parameters for BweMedianSlopeFilter "
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"experiment from field trial string. Using default.";
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*window_size = kDefaultMedianSlopeWindowSize;
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*threshold_gain = kDefaultMedianSlopeThresholdGain;
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return false;
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}
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class PacketFeedbackComparator {
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public:
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@ -153,19 +79,9 @@ DelayBasedBwe::BitrateEstimator::BitrateEstimator()
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current_win_ms_(0),
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prev_time_ms_(-1),
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bitrate_estimate_(-1.0f),
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bitrate_estimate_var_(50.0f),
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old_estimator_(kBitrateWindowMs, 8000),
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in_experiment_(BitrateEstimateExperimentIsEnabled()) {}
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bitrate_estimate_var_(50.0f) {}
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void DelayBasedBwe::BitrateEstimator::Update(int64_t now_ms, int bytes) {
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if (!in_experiment_) {
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old_estimator_.Update(bytes, now_ms);
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rtc::Optional<uint32_t> rate = old_estimator_.Rate(now_ms);
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bitrate_estimate_ = -1.0f;
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if (rate)
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bitrate_estimate_ = *rate / 1000.0f;
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return;
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}
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int rate_window_ms = kRateWindowMs;
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// We use a larger window at the beginning to get a more stable sample that
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// we can use to initialize the estimate.
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@ -231,12 +147,9 @@ rtc::Optional<uint32_t> DelayBasedBwe::BitrateEstimator::bitrate_bps() const {
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}
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DelayBasedBwe::DelayBasedBwe(RtcEventLog* event_log, const Clock* clock)
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: in_trendline_experiment_(TrendlineFilterExperimentIsEnabled()),
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in_median_slope_experiment_(MedianSlopeFilterExperimentIsEnabled()),
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event_log_(event_log),
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: event_log_(event_log),
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clock_(clock),
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inter_arrival_(),
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kalman_estimator_(),
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trendline_estimator_(),
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detector_(),
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receiver_incoming_bitrate_(),
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@ -248,29 +161,10 @@ DelayBasedBwe::DelayBasedBwe(RtcEventLog* event_log, const Clock* clock)
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trendline_smoothing_coeff_(kDefaultTrendlineSmoothingCoeff),
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trendline_threshold_gain_(kDefaultTrendlineThresholdGain),
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probing_interval_estimator_(&rate_control_),
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median_slope_window_size_(kDefaultMedianSlopeWindowSize),
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median_slope_threshold_gain_(kDefaultMedianSlopeThresholdGain),
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consecutive_delayed_feedbacks_(0),
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last_logged_bitrate_(0),
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last_logged_state_(kBwNormal) {
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if (in_trendline_experiment_) {
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ReadTrendlineFilterExperimentParameters(&trendline_window_size_,
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&trendline_smoothing_coeff_,
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&trendline_threshold_gain_);
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LOG(LS_INFO) << "Trendline filter experiment enabled with parameters "
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<< trendline_window_size_ << ',' << trendline_smoothing_coeff_
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<< ',' << trendline_threshold_gain_;
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}
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if (in_median_slope_experiment_) {
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ReadMedianSlopeFilterExperimentParameters(&median_slope_window_size_,
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&median_slope_threshold_gain_);
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LOG(LS_INFO) << "Median-slope filter experiment enabled with parameters "
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<< median_slope_window_size_ << ','
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<< median_slope_threshold_gain_;
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}
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if (!in_trendline_experiment_ && !in_median_slope_experiment_) {
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LOG(LS_INFO) << "No overuse experiment enabled. Using Kalman filter.";
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}
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LOG(LS_INFO) << "Using Trendline filter for delay change estimation.";
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network_thread_.DetachFromThread();
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}
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@ -343,12 +237,9 @@ DelayBasedBwe::Result DelayBasedBwe::IncomingPacketFeedback(
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inter_arrival_.reset(
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new InterArrival((kTimestampGroupLengthMs << kInterArrivalShift) / 1000,
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kTimestampToMs, true));
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kalman_estimator_.reset(new OveruseEstimator(OverUseDetectorOptions()));
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trendline_estimator_.reset(new TrendlineEstimator(
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trendline_window_size_, trendline_smoothing_coeff_,
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trendline_threshold_gain_));
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median_slope_estimator_.reset(new MedianSlopeEstimator(
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median_slope_window_size_, median_slope_threshold_gain_));
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}
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last_seen_packet_ms_ = now_ms;
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@ -370,26 +261,11 @@ DelayBasedBwe::Result DelayBasedBwe::IncomingPacketFeedback(
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now_ms, packet_feedback.payload_size,
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&ts_delta, &t_delta, &size_delta)) {
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double ts_delta_ms = (1000.0 * ts_delta) / (1 << kInterArrivalShift);
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if (in_trendline_experiment_) {
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trendline_estimator_->Update(t_delta, ts_delta_ms,
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packet_feedback.arrival_time_ms);
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detector_.Detect(trendline_estimator_->trendline_slope(), ts_delta_ms,
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trendline_estimator_->num_of_deltas(),
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packet_feedback.arrival_time_ms);
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} else if (in_median_slope_experiment_) {
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median_slope_estimator_->Update(t_delta, ts_delta_ms,
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packet_feedback.arrival_time_ms);
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detector_.Detect(median_slope_estimator_->trendline_slope(), ts_delta_ms,
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median_slope_estimator_->num_of_deltas(),
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packet_feedback.arrival_time_ms);
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} else {
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kalman_estimator_->Update(t_delta, ts_delta_ms, size_delta,
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detector_.State(),
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packet_feedback.arrival_time_ms);
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detector_.Detect(kalman_estimator_->offset(), ts_delta_ms,
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kalman_estimator_->num_of_deltas(),
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packet_feedback.arrival_time_ms);
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}
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}
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int probing_bps = 0;
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@ -17,7 +17,6 @@
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#include "webrtc/base/checks.h"
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#include "webrtc/base/constructormagic.h"
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#include "webrtc/base/rate_statistics.h"
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#include "webrtc/base/thread_checker.h"
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#include "webrtc/modules/congestion_controller/median_slope_estimator.h"
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#include "webrtc/modules/congestion_controller/probe_bitrate_estimator.h"
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@ -77,8 +76,6 @@ class DelayBasedBwe {
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int64_t prev_time_ms_;
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float bitrate_estimate_;
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float bitrate_estimate_var_;
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RateStatistics old_estimator_;
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const bool in_experiment_;
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};
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Result IncomingPacketFeedback(const PacketFeedback& packet_feedback);
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@ -89,16 +86,12 @@ class DelayBasedBwe {
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int64_t now_ms,
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rtc::Optional<uint32_t> acked_bitrate_bps,
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uint32_t* target_bitrate_bps);
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const bool in_trendline_experiment_;
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const bool in_median_slope_experiment_;
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rtc::ThreadChecker network_thread_;
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RtcEventLog* const event_log_;
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const Clock* const clock_;
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std::unique_ptr<InterArrival> inter_arrival_;
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std::unique_ptr<OveruseEstimator> kalman_estimator_;
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std::unique_ptr<TrendlineEstimator> trendline_estimator_;
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std::unique_ptr<MedianSlopeEstimator> median_slope_estimator_;
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OveruseDetector detector_;
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BitrateEstimator receiver_incoming_bitrate_;
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int64_t last_update_ms_;
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@ -110,8 +103,6 @@ class DelayBasedBwe {
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double trendline_smoothing_coeff_;
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double trendline_threshold_gain_;
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ProbingIntervalEstimator probing_interval_estimator_;
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size_t median_slope_window_size_;
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double median_slope_threshold_gain_;
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int consecutive_delayed_feedbacks_;
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uint32_t last_logged_bitrate_;
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BandwidthUsage last_logged_state_;
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@ -119,7 +119,7 @@ TEST_F(DelayBasedBweTest, ProbeDetectionSlowerArrivalHighBitrate) {
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TEST_F(DelayBasedBweTest, GetProbingInterval) {
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int64_t default_interval_ms = bitrate_estimator_->GetProbingIntervalMs();
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EXPECT_GT(default_interval_ms, 0);
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CapacityDropTestHelper(1, true, 567, 0);
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CapacityDropTestHelper(1, true, 333, 0);
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int64_t interval_ms = bitrate_estimator_->GetProbingIntervalMs();
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EXPECT_GT(interval_ms, 0);
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EXPECT_NE(interval_ms, default_interval_ms);
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@ -132,27 +132,25 @@ TEST_F(DelayBasedBweTest, InitialBehavior) {
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TEST_F(DelayBasedBweTest, RateIncreaseReordering) {
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RateIncreaseReorderingTestHelper(674840);
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}
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TEST_F(DelayBasedBweTest, RateIncreaseRtpTimestamps) {
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RateIncreaseRtpTimestampsTestHelper(1240);
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RateIncreaseRtpTimestampsTestHelper(1288);
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}
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TEST_F(DelayBasedBweTest, CapacityDropOneStream) {
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CapacityDropTestHelper(1, false, 567, 0);
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CapacityDropTestHelper(1, false, 333, 0);
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}
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TEST_F(DelayBasedBweTest, CapacityDropPosOffsetChange) {
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CapacityDropTestHelper(1, false, 200, 30000);
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CapacityDropTestHelper(1, false, 867, 30000);
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}
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TEST_F(DelayBasedBweTest, CapacityDropNegOffsetChange) {
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CapacityDropTestHelper(1, false, 733, -30000);
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CapacityDropTestHelper(1, false, 867, -30000);
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}
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TEST_F(DelayBasedBweTest, CapacityDropOneStreamWrap) {
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CapacityDropTestHelper(1, true, 567, 0);
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CapacityDropTestHelper(1, true, 333, 0);
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}
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TEST_F(DelayBasedBweTest, TestTimestampGrouping) {
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TestTimestampGroupingTestHelper();
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}
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@ -172,97 +170,4 @@ TEST_F(DelayBasedBweTest, TestLongTimeoutAndWrap) {
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TestWrappingHelper(10 * 64);
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}
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class DelayBasedBweExperimentTest : public DelayBasedBweTest {
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public:
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DelayBasedBweExperimentTest()
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: override_field_trials_("WebRTC-ImprovedBitrateEstimate/Enabled/") {
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bitrate_estimator_.reset(new DelayBasedBwe(nullptr, &clock_));
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}
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private:
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test::ScopedFieldTrials override_field_trials_;
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};
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TEST_F(DelayBasedBweExperimentTest, RateIncreaseRtpTimestamps) {
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RateIncreaseRtpTimestampsTestHelper(1288);
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}
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TEST_F(DelayBasedBweExperimentTest, CapacityDropOneStream) {
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CapacityDropTestHelper(1, false, 333, 0);
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}
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TEST_F(DelayBasedBweExperimentTest, CapacityDropPosOffsetChange) {
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CapacityDropTestHelper(1, false, 300, 30000);
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}
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TEST_F(DelayBasedBweExperimentTest, CapacityDropNegOffsetChange) {
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CapacityDropTestHelper(1, false, 300, -30000);
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}
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TEST_F(DelayBasedBweExperimentTest, CapacityDropOneStreamWrap) {
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CapacityDropTestHelper(1, true, 333, 0);
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}
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class DelayBasedBweTrendlineExperimentTest : public DelayBasedBweTest {
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public:
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DelayBasedBweTrendlineExperimentTest()
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: override_field_trials_("WebRTC-BweTrendlineFilter/Enabled-15,0.9,4/") {
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bitrate_estimator_.reset(new DelayBasedBwe(nullptr, &clock_));
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}
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private:
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test::ScopedFieldTrials override_field_trials_;
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};
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TEST_F(DelayBasedBweTrendlineExperimentTest, RateIncreaseRtpTimestamps) {
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RateIncreaseRtpTimestampsTestHelper(1240);
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}
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TEST_F(DelayBasedBweTrendlineExperimentTest, CapacityDropOneStream) {
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CapacityDropTestHelper(1, false, 600, 0);
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}
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TEST_F(DelayBasedBweTrendlineExperimentTest, CapacityDropPosOffsetChange) {
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CapacityDropTestHelper(1, false, 600, 30000);
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}
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TEST_F(DelayBasedBweTrendlineExperimentTest, CapacityDropNegOffsetChange) {
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CapacityDropTestHelper(1, false, 1267, -30000);
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}
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TEST_F(DelayBasedBweTrendlineExperimentTest, CapacityDropOneStreamWrap) {
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CapacityDropTestHelper(1, true, 600, 0);
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}
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class DelayBasedBweMedianSlopeExperimentTest : public DelayBasedBweTest {
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public:
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DelayBasedBweMedianSlopeExperimentTest()
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: override_field_trials_("WebRTC-BweMedianSlopeFilter/Enabled-20,4/") {
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bitrate_estimator_.reset(new DelayBasedBwe(nullptr, &clock_));
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}
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private:
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test::ScopedFieldTrials override_field_trials_;
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};
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TEST_F(DelayBasedBweMedianSlopeExperimentTest, RateIncreaseRtpTimestamps) {
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RateIncreaseRtpTimestampsTestHelper(1240);
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}
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TEST_F(DelayBasedBweMedianSlopeExperimentTest, CapacityDropOneStream) {
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CapacityDropTestHelper(1, false, 600, 0);
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}
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TEST_F(DelayBasedBweMedianSlopeExperimentTest, CapacityDropPosOffsetChange) {
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CapacityDropTestHelper(1, false, 600, 30000);
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}
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|
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TEST_F(DelayBasedBweMedianSlopeExperimentTest, CapacityDropNegOffsetChange) {
|
||||
CapacityDropTestHelper(1, false, 1267, -30000);
|
||||
}
|
||||
|
||||
TEST_F(DelayBasedBweMedianSlopeExperimentTest, CapacityDropOneStreamWrap) {
|
||||
CapacityDropTestHelper(1, true, 600, 0);
|
||||
}
|
||||
|
||||
} // namespace webrtc
|
||||
|
||||
@ -411,7 +411,7 @@ void DelayBasedBweTest::CapacityDropTestHelper(
|
||||
uint32_t bitrate_bps = SteadyStateRun(
|
||||
kDefaultSsrc, steady_state_time * kFramerate, kStartBitrate,
|
||||
kMinExpectedBitrate, kMaxExpectedBitrate, kInitialCapacityBps);
|
||||
EXPECT_NEAR(kInitialCapacityBps, bitrate_bps, 130000u);
|
||||
EXPECT_NEAR(kInitialCapacityBps, bitrate_bps, 180000u);
|
||||
bitrate_observer_.Reset();
|
||||
|
||||
// Add an offset to make sure the BWE can handle it.
|
||||
@ -492,7 +492,7 @@ void DelayBasedBweTest::TestWrappingHelper(int silence_time_s) {
|
||||
clock_.AdvanceTimeMilliseconds(silence_time_s * 1000);
|
||||
send_time_ms += silence_time_s * 1000;
|
||||
|
||||
for (size_t i = 0; i < 22; ++i) {
|
||||
for (size_t i = 0; i < 23; ++i) {
|
||||
IncomingFeedback(clock_.TimeInMilliseconds(), send_time_ms,
|
||||
sequence_number++, 1000);
|
||||
clock_.AdvanceTimeMilliseconds(2 * kFrameIntervalMs);
|
||||
|
||||
@ -20,9 +20,6 @@ NSString * const kRTCFieldTrialAudioSendSideBweKey = @"WebRTC-Audio-SendSideBwe"
|
||||
NSString * const kRTCFieldTrialSendSideBweWithOverheadKey = @"WebRTC-SendSideBwe-WithOverhead";
|
||||
NSString * const kRTCFieldTrialFlexFec03AdvertisedKey = @"WebRTC-FlexFEC-03-Advertised";
|
||||
NSString * const kRTCFieldTrialFlexFec03Key = @"WebRTC-FlexFEC-03";
|
||||
NSString * const kRTCFieldTrialImprovedBitrateEstimateKey = @"WebRTC-ImprovedBitrateEstimate";
|
||||
NSString * const kRTCFieldTrialMedianSlopeFilterKey = @"WebRTC-BweMedianSlopeFilter";
|
||||
NSString * const kRTCFieldTrialTrendlineFilterKey = @"WebRTC-BweTrendlineFilter";
|
||||
NSString * const kRTCFieldTrialH264HighProfileKey = @"WebRTC-H264HighProfile";
|
||||
NSString * const kRTCFieldTrialEnabledValue = @"Enabled";
|
||||
|
||||
|
||||
@ -17,23 +17,11 @@ RTC_EXTERN NSString * const kRTCFieldTrialAudioSendSideBweKey;
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialSendSideBweWithOverheadKey;
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialFlexFec03AdvertisedKey;
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialFlexFec03Key;
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialImprovedBitrateEstimateKey;
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialH264HighProfileKey;
|
||||
|
||||
/** The valid value for field trials above. */
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialEnabledValue;
|
||||
|
||||
/** Use a string returned by RTCFieldTrialMedianSlopeFilterValue as the value. */
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialMedianSlopeFilterKey;
|
||||
RTC_EXTERN NSString *RTCFieldTrialMedianSlopeFilterValue(
|
||||
size_t windowSize, double thresholdGain);
|
||||
|
||||
/** Use a string returned by RTCFieldTrialTrendlineFilterValue as the value. */
|
||||
RTC_EXTERN NSString * const kRTCFieldTrialTrendlineFilterKey;
|
||||
/** Returns a valid value for kRTCFieldTrialTrendlineFilterKey. */
|
||||
RTC_EXTERN NSString *RTCFieldTrialTrendlineFilterValue(
|
||||
size_t windowSize, double smoothingCoeff, double thresholdGain);
|
||||
|
||||
/** Initialize field trials using a dictionary mapping field trial keys to their values. See above
|
||||
* for valid keys and values.
|
||||
* Must be called before any other call into WebRTC. See:
|
||||
|
||||
Reference in New Issue
Block a user