|  | /* | 
|  | *  Copyright (c) 2016 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 "webrtc/modules/congestion_controller/delay_based_bwe.h" | 
|  |  | 
|  | #include <algorithm> | 
|  | #include <cmath> | 
|  | #include <string> | 
|  |  | 
|  | #include "webrtc/logging/rtc_event_log/rtc_event_log.h" | 
|  | #include "webrtc/modules/pacing/paced_sender.h" | 
|  | #include "webrtc/modules/remote_bitrate_estimator/include/remote_bitrate_estimator.h" | 
|  | #include "webrtc/modules/remote_bitrate_estimator/test/bwe_test_logging.h" | 
|  | #include "webrtc/rtc_base/checks.h" | 
|  | #include "webrtc/rtc_base/constructormagic.h" | 
|  | #include "webrtc/rtc_base/logging.h" | 
|  | #include "webrtc/rtc_base/thread_annotations.h" | 
|  | #include "webrtc/system_wrappers/include/field_trial.h" | 
|  | #include "webrtc/system_wrappers/include/metrics.h" | 
|  | #include "webrtc/typedefs.h" | 
|  |  | 
|  | namespace { | 
|  | constexpr int kTimestampGroupLengthMs = 5; | 
|  | constexpr int kAbsSendTimeFraction = 18; | 
|  | constexpr int kAbsSendTimeInterArrivalUpshift = 8; | 
|  | constexpr int kInterArrivalShift = | 
|  | kAbsSendTimeFraction + kAbsSendTimeInterArrivalUpshift; | 
|  | constexpr double kTimestampToMs = | 
|  | 1000.0 / static_cast<double>(1 << kInterArrivalShift); | 
|  | // This ssrc is used to fulfill the current API but will be removed | 
|  | // after the API has been changed. | 
|  | constexpr uint32_t kFixedSsrc = 0; | 
|  |  | 
|  | // Parameters for linear least squares fit of regression line to noisy data. | 
|  | constexpr size_t kDefaultTrendlineWindowSize = 20; | 
|  | constexpr double kDefaultTrendlineSmoothingCoeff = 0.9; | 
|  | constexpr double kDefaultTrendlineThresholdGain = 4.0; | 
|  |  | 
|  | constexpr int kMaxConsecutiveFailedLookups = 5; | 
|  |  | 
|  | const char kBweSparseUpdateExperiment[] = "WebRTC-BweSparseUpdateExperiment"; | 
|  |  | 
|  | bool BweSparseUpdateExperimentIsEnabled() { | 
|  | std::string experiment_string = | 
|  | webrtc::field_trial::FindFullName(kBweSparseUpdateExperiment); | 
|  | return experiment_string == "Enabled"; | 
|  | } | 
|  | }  // namespace | 
|  |  | 
|  | namespace webrtc { | 
|  |  | 
|  | DelayBasedBwe::Result::Result() | 
|  | : updated(false), | 
|  | probe(false), | 
|  | target_bitrate_bps(0), | 
|  | recovered_from_overuse(false) {} | 
|  |  | 
|  | DelayBasedBwe::Result::Result(bool probe, uint32_t target_bitrate_bps) | 
|  | : updated(true), | 
|  | probe(probe), | 
|  | target_bitrate_bps(target_bitrate_bps), | 
|  | recovered_from_overuse(false) {} | 
|  |  | 
|  | DelayBasedBwe::Result::~Result() {} | 
|  |  | 
|  | DelayBasedBwe::DelayBasedBwe(RtcEventLog* event_log, const Clock* clock) | 
|  | : event_log_(event_log), | 
|  | clock_(clock), | 
|  | inter_arrival_(), | 
|  | trendline_estimator_(), | 
|  | detector_(), | 
|  | last_seen_packet_ms_(-1), | 
|  | uma_recorded_(false), | 
|  | probe_bitrate_estimator_(event_log), | 
|  | trendline_window_size_(kDefaultTrendlineWindowSize), | 
|  | trendline_smoothing_coeff_(kDefaultTrendlineSmoothingCoeff), | 
|  | trendline_threshold_gain_(kDefaultTrendlineThresholdGain), | 
|  | consecutive_delayed_feedbacks_(0), | 
|  | last_logged_bitrate_(0), | 
|  | last_logged_state_(BandwidthUsage::kBwNormal), | 
|  | in_sparse_update_experiment_(BweSparseUpdateExperimentIsEnabled()) { | 
|  | LOG(LS_INFO) << "Using Trendline filter for delay change estimation."; | 
|  | } | 
|  |  | 
|  | DelayBasedBwe::~DelayBasedBwe() {} | 
|  |  | 
|  | DelayBasedBwe::Result DelayBasedBwe::IncomingPacketFeedbackVector( | 
|  | const std::vector<PacketFeedback>& packet_feedback_vector, | 
|  | rtc::Optional<uint32_t> acked_bitrate_bps) { | 
|  | RTC_DCHECK(std::is_sorted(packet_feedback_vector.begin(), | 
|  | packet_feedback_vector.end(), | 
|  | PacketFeedbackComparator())); | 
|  | RTC_DCHECK_RUNS_SERIALIZED(&network_race_); | 
|  |  | 
|  | // TOOD(holmer): An empty feedback vector here likely means that | 
|  | // all acks were too late and that the send time history had | 
|  | // timed out. We should reduce the rate when this occurs. | 
|  | if (packet_feedback_vector.empty()) { | 
|  | LOG(LS_WARNING) << "Very late feedback received."; | 
|  | return DelayBasedBwe::Result(); | 
|  | } | 
|  |  | 
|  | if (!uma_recorded_) { | 
|  | RTC_HISTOGRAM_ENUMERATION(kBweTypeHistogram, | 
|  | BweNames::kSendSideTransportSeqNum, | 
|  | BweNames::kBweNamesMax); | 
|  | uma_recorded_ = true; | 
|  | } | 
|  | bool overusing = false; | 
|  | bool delayed_feedback = true; | 
|  | bool recovered_from_overuse = false; | 
|  | BandwidthUsage prev_detector_state = detector_.State(); | 
|  | for (const auto& packet_feedback : packet_feedback_vector) { | 
|  | if (packet_feedback.send_time_ms < 0) | 
|  | continue; | 
|  | delayed_feedback = false; | 
|  | IncomingPacketFeedback(packet_feedback); | 
|  | if (!in_sparse_update_experiment_) | 
|  | overusing |= (detector_.State() == BandwidthUsage::kBwOverusing); | 
|  | if (prev_detector_state == BandwidthUsage::kBwUnderusing && | 
|  | detector_.State() == BandwidthUsage::kBwNormal) { | 
|  | recovered_from_overuse = true; | 
|  | } | 
|  | prev_detector_state = detector_.State(); | 
|  | } | 
|  | if (in_sparse_update_experiment_) | 
|  | overusing = (detector_.State() == BandwidthUsage::kBwOverusing); | 
|  |  | 
|  | if (delayed_feedback) { | 
|  | ++consecutive_delayed_feedbacks_; | 
|  | if (consecutive_delayed_feedbacks_ >= kMaxConsecutiveFailedLookups) { | 
|  | consecutive_delayed_feedbacks_ = 0; | 
|  | return OnLongFeedbackDelay(packet_feedback_vector.back().arrival_time_ms); | 
|  | } | 
|  | } else { | 
|  | consecutive_delayed_feedbacks_ = 0; | 
|  | return MaybeUpdateEstimate(overusing, acked_bitrate_bps, | 
|  | recovered_from_overuse); | 
|  | } | 
|  | return Result(); | 
|  | } | 
|  |  | 
|  | DelayBasedBwe::Result DelayBasedBwe::OnLongFeedbackDelay( | 
|  | int64_t arrival_time_ms) { | 
|  | // Estimate should always be valid since a start bitrate always is set in the | 
|  | // Call constructor. An alternative would be to return an empty Result here, | 
|  | // or to estimate the throughput based on the feedback we received. | 
|  | RTC_DCHECK(rate_control_.ValidEstimate()); | 
|  | rate_control_.SetEstimate(rate_control_.LatestEstimate() / 2, | 
|  | arrival_time_ms); | 
|  | Result result; | 
|  | result.updated = true; | 
|  | result.probe = false; | 
|  | result.target_bitrate_bps = rate_control_.LatestEstimate(); | 
|  | LOG(LS_WARNING) << "Long feedback delay detected, reducing BWE to " | 
|  | << result.target_bitrate_bps; | 
|  | return result; | 
|  | } | 
|  |  | 
|  | void DelayBasedBwe::IncomingPacketFeedback( | 
|  | const PacketFeedback& packet_feedback) { | 
|  | int64_t now_ms = clock_->TimeInMilliseconds(); | 
|  | // Reset if the stream has timed out. | 
|  | if (last_seen_packet_ms_ == -1 || | 
|  | now_ms - last_seen_packet_ms_ > kStreamTimeOutMs) { | 
|  | inter_arrival_.reset( | 
|  | new InterArrival((kTimestampGroupLengthMs << kInterArrivalShift) / 1000, | 
|  | kTimestampToMs, true)); | 
|  | trendline_estimator_.reset(new TrendlineEstimator( | 
|  | trendline_window_size_, trendline_smoothing_coeff_, | 
|  | trendline_threshold_gain_)); | 
|  | } | 
|  | last_seen_packet_ms_ = now_ms; | 
|  |  | 
|  | uint32_t send_time_24bits = | 
|  | static_cast<uint32_t>( | 
|  | ((static_cast<uint64_t>(packet_feedback.send_time_ms) | 
|  | << kAbsSendTimeFraction) + | 
|  | 500) / | 
|  | 1000) & | 
|  | 0x00FFFFFF; | 
|  | // Shift up send time to use the full 32 bits that inter_arrival works with, | 
|  | // so wrapping works properly. | 
|  | uint32_t timestamp = send_time_24bits << kAbsSendTimeInterArrivalUpshift; | 
|  |  | 
|  | uint32_t ts_delta = 0; | 
|  | int64_t t_delta = 0; | 
|  | int size_delta = 0; | 
|  | if (inter_arrival_->ComputeDeltas(timestamp, packet_feedback.arrival_time_ms, | 
|  | now_ms, packet_feedback.payload_size, | 
|  | &ts_delta, &t_delta, &size_delta)) { | 
|  | double ts_delta_ms = (1000.0 * ts_delta) / (1 << kInterArrivalShift); | 
|  | trendline_estimator_->Update(t_delta, ts_delta_ms, | 
|  | packet_feedback.arrival_time_ms); | 
|  | detector_.Detect(trendline_estimator_->trendline_slope(), ts_delta_ms, | 
|  | trendline_estimator_->num_of_deltas(), | 
|  | packet_feedback.arrival_time_ms); | 
|  | } | 
|  | if (packet_feedback.pacing_info.probe_cluster_id != | 
|  | PacedPacketInfo::kNotAProbe) { | 
|  | probe_bitrate_estimator_.HandleProbeAndEstimateBitrate(packet_feedback); | 
|  | } | 
|  | } | 
|  |  | 
|  | DelayBasedBwe::Result DelayBasedBwe::MaybeUpdateEstimate( | 
|  | bool overusing, | 
|  | rtc::Optional<uint32_t> acked_bitrate_bps, | 
|  | bool recovered_from_overuse) { | 
|  | Result result; | 
|  | int64_t now_ms = clock_->TimeInMilliseconds(); | 
|  |  | 
|  | rtc::Optional<int> probe_bitrate_bps = | 
|  | probe_bitrate_estimator_.FetchAndResetLastEstimatedBitrateBps(); | 
|  | // Currently overusing the bandwidth. | 
|  | if (overusing) { | 
|  | if (acked_bitrate_bps && | 
|  | rate_control_.TimeToReduceFurther(now_ms, *acked_bitrate_bps)) { | 
|  | result.updated = UpdateEstimate(now_ms, acked_bitrate_bps, overusing, | 
|  | &result.target_bitrate_bps); | 
|  | } else if (!acked_bitrate_bps && rate_control_.ValidEstimate() && | 
|  | rate_control_.TimeToReduceFurther( | 
|  | now_ms, rate_control_.LatestEstimate() / 2 - 1)) { | 
|  | // Overusing before we have a measured acknowledged bitrate. We check | 
|  | // TimeToReduceFurther (with a fake acknowledged bitrate) to avoid | 
|  | // reducing too often. | 
|  | // TODO(tschumim): Improve this and/or the acknowledged bitrate estimator | 
|  | // so that we (almost) always have a bitrate estimate. | 
|  | rate_control_.SetEstimate(rate_control_.LatestEstimate() / 2, now_ms); | 
|  | result.updated = true; | 
|  | result.probe = false; | 
|  | result.target_bitrate_bps = rate_control_.LatestEstimate(); | 
|  | } | 
|  | } else { | 
|  | if (probe_bitrate_bps) { | 
|  | result.probe = true; | 
|  | result.updated = true; | 
|  | result.target_bitrate_bps = *probe_bitrate_bps; | 
|  | rate_control_.SetEstimate(*probe_bitrate_bps, now_ms); | 
|  | } else { | 
|  | result.updated = UpdateEstimate(now_ms, acked_bitrate_bps, overusing, | 
|  | &result.target_bitrate_bps); | 
|  | result.recovered_from_overuse = recovered_from_overuse; | 
|  | } | 
|  | } | 
|  | if (result.updated) { | 
|  | BWE_TEST_LOGGING_PLOT(1, "target_bitrate_bps", now_ms, | 
|  | result.target_bitrate_bps); | 
|  | if (event_log_ && (result.target_bitrate_bps != last_logged_bitrate_ || | 
|  | detector_.State() != last_logged_state_)) { | 
|  | event_log_->LogDelayBasedBweUpdate(result.target_bitrate_bps, | 
|  | detector_.State()); | 
|  | last_logged_bitrate_ = result.target_bitrate_bps; | 
|  | last_logged_state_ = detector_.State(); | 
|  | } | 
|  | } | 
|  | return result; | 
|  | } | 
|  |  | 
|  | bool DelayBasedBwe::UpdateEstimate(int64_t now_ms, | 
|  | rtc::Optional<uint32_t> acked_bitrate_bps, | 
|  | bool overusing, | 
|  | uint32_t* target_bitrate_bps) { | 
|  | // TODO(terelius): RateControlInput::noise_var is deprecated and will be | 
|  | // removed. In the meantime, we set it to zero. | 
|  | const RateControlInput input( | 
|  | overusing ? BandwidthUsage::kBwOverusing : detector_.State(), | 
|  | acked_bitrate_bps, 0); | 
|  | uint32_t prev_target_bitrate_bps = rate_control_.LatestEstimate(); | 
|  | *target_bitrate_bps = rate_control_.Update(&input, now_ms); | 
|  | return rate_control_.ValidEstimate() && | 
|  | prev_target_bitrate_bps != *target_bitrate_bps; | 
|  | } | 
|  |  | 
|  | void DelayBasedBwe::OnRttUpdate(int64_t avg_rtt_ms, int64_t max_rtt_ms) { | 
|  | rate_control_.SetRtt(avg_rtt_ms); | 
|  | } | 
|  |  | 
|  | bool DelayBasedBwe::LatestEstimate(std::vector<uint32_t>* ssrcs, | 
|  | uint32_t* bitrate_bps) const { | 
|  | // Currently accessed from both the process thread (see | 
|  | // ModuleRtpRtcpImpl::Process()) and the configuration thread (see | 
|  | // Call::GetStats()). Should in the future only be accessed from a single | 
|  | // thread. | 
|  | RTC_DCHECK(ssrcs); | 
|  | RTC_DCHECK(bitrate_bps); | 
|  | if (!rate_control_.ValidEstimate()) | 
|  | return false; | 
|  |  | 
|  | *ssrcs = {kFixedSsrc}; | 
|  | *bitrate_bps = rate_control_.LatestEstimate(); | 
|  | return true; | 
|  | } | 
|  |  | 
|  | void DelayBasedBwe::SetStartBitrate(int start_bitrate_bps) { | 
|  | LOG(LS_WARNING) << "BWE Setting start bitrate to: " << start_bitrate_bps; | 
|  | rate_control_.SetStartBitrate(start_bitrate_bps); | 
|  | } | 
|  |  | 
|  | void DelayBasedBwe::SetMinBitrate(int min_bitrate_bps) { | 
|  | // Called from both the configuration thread and the network thread. Shouldn't | 
|  | // be called from the network thread in the future. | 
|  | rate_control_.SetMinBitrate(min_bitrate_bps); | 
|  | } | 
|  |  | 
|  | int64_t DelayBasedBwe::GetExpectedBwePeriodMs() const { | 
|  | return rate_control_.GetExpectedBandwidthPeriodMs(); | 
|  | } | 
|  | }  // namespace webrtc |