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| 1 /* | 1 /* |
| 2 * Copyright (c) 2016 The WebRTC project authors. All Rights Reserved. | 2 * Copyright (c) 2016 The WebRTC project authors. All Rights Reserved. |
| 3 * | 3 * |
| 4 * Use of this source code is governed by a BSD-style license | 4 * Use of this source code is governed by a BSD-style license |
| 5 * that can be found in the LICENSE file in the root of the source | 5 * that can be found in the LICENSE file in the root of the source |
| 6 * tree. An additional intellectual property rights grant can be found | 6 * tree. An additional intellectual property rights grant can be found |
| 7 * in the file PATENTS. All contributing project authors may | 7 * in the file PATENTS. All contributing project authors may |
| 8 * be found in the AUTHORS file in the root of the source tree. | 8 * be found in the AUTHORS file in the root of the source tree. |
| 9 */ | 9 */ |
| 10 | 10 |
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| 31 constexpr int kTimestampGroupLengthMs = 5; | 31 constexpr int kTimestampGroupLengthMs = 5; |
| 32 constexpr int kAbsSendTimeFraction = 18; | 32 constexpr int kAbsSendTimeFraction = 18; |
| 33 constexpr int kAbsSendTimeInterArrivalUpshift = 8; | 33 constexpr int kAbsSendTimeInterArrivalUpshift = 8; |
| 34 constexpr int kInterArrivalShift = | 34 constexpr int kInterArrivalShift = |
| 35 kAbsSendTimeFraction + kAbsSendTimeInterArrivalUpshift; | 35 kAbsSendTimeFraction + kAbsSendTimeInterArrivalUpshift; |
| 36 constexpr double kTimestampToMs = | 36 constexpr double kTimestampToMs = |
| 37 1000.0 / static_cast<double>(1 << kInterArrivalShift); | 37 1000.0 / static_cast<double>(1 << kInterArrivalShift); |
| 38 // This ssrc is used to fulfill the current API but will be removed | 38 // This ssrc is used to fulfill the current API but will be removed |
| 39 // after the API has been changed. | 39 // after the API has been changed. |
| 40 constexpr uint32_t kFixedSsrc = 0; | 40 constexpr uint32_t kFixedSsrc = 0; |
| 41 constexpr int kInitialRateWindowMs = 500; | |
| 42 constexpr int kRateWindowMs = 150; | |
| 43 | 41 |
| 44 // Parameters for linear least squares fit of regression line to noisy data. | 42 // Parameters for linear least squares fit of regression line to noisy data. |
| 45 constexpr size_t kDefaultTrendlineWindowSize = 20; | 43 constexpr size_t kDefaultTrendlineWindowSize = 20; |
| 46 constexpr double kDefaultTrendlineSmoothingCoeff = 0.9; | 44 constexpr double kDefaultTrendlineSmoothingCoeff = 0.9; |
| 47 constexpr double kDefaultTrendlineThresholdGain = 4.0; | 45 constexpr double kDefaultTrendlineThresholdGain = 4.0; |
| 48 | 46 |
| 49 constexpr int kMaxConsecutiveFailedLookups = 5; | 47 constexpr int kMaxConsecutiveFailedLookups = 5; |
| 50 | 48 |
| 51 const char kBweSparseUpdateExperiment[] = "WebRTC-BweSparseUpdateExperiment"; | 49 const char kBweSparseUpdateExperiment[] = "WebRTC-BweSparseUpdateExperiment"; |
| 52 | 50 |
| 53 bool BweSparseUpdateExperimentIsEnabled() { | 51 bool BweSparseUpdateExperimentIsEnabled() { |
| 54 std::string experiment_string = | 52 std::string experiment_string = |
| 55 webrtc::field_trial::FindFullName(kBweSparseUpdateExperiment); | 53 webrtc::field_trial::FindFullName(kBweSparseUpdateExperiment); |
| 56 return experiment_string == "Enabled"; | 54 return experiment_string == "Enabled"; |
| 57 } | 55 } |
| 58 | |
| 59 class PacketFeedbackComparator { | |
| 60 public: | |
| 61 inline bool operator()(const webrtc::PacketFeedback& lhs, | |
| 62 const webrtc::PacketFeedback& rhs) { | |
| 63 if (lhs.arrival_time_ms != rhs.arrival_time_ms) | |
| 64 return lhs.arrival_time_ms < rhs.arrival_time_ms; | |
| 65 if (lhs.send_time_ms != rhs.send_time_ms) | |
| 66 return lhs.send_time_ms < rhs.send_time_ms; | |
| 67 return lhs.sequence_number < rhs.sequence_number; | |
| 68 } | |
| 69 }; | |
| 70 | |
| 71 void SortPacketFeedbackVector(const std::vector<webrtc::PacketFeedback>& input, | |
| 72 std::vector<webrtc::PacketFeedback>* output) { | |
| 73 auto pred = [](const webrtc::PacketFeedback& packet_feedback) { | |
| 74 return packet_feedback.arrival_time_ms != | |
| 75 webrtc::PacketFeedback::kNotReceived; | |
| 76 }; | |
| 77 std::copy_if(input.begin(), input.end(), std::back_inserter(*output), pred); | |
| 78 std::sort(output->begin(), output->end(), PacketFeedbackComparator()); | |
| 79 } | |
| 80 } // namespace | 56 } // namespace |
| 81 | 57 |
| 82 namespace webrtc { | 58 namespace webrtc { |
| 83 | 59 |
| 84 DelayBasedBwe::BitrateEstimator::BitrateEstimator() | |
| 85 : sum_(0), | |
| 86 current_win_ms_(0), | |
| 87 prev_time_ms_(-1), | |
| 88 bitrate_estimate_(-1.0f), | |
| 89 bitrate_estimate_var_(50.0f) {} | |
| 90 | |
| 91 void DelayBasedBwe::BitrateEstimator::Update(int64_t now_ms, int bytes) { | |
| 92 int rate_window_ms = kRateWindowMs; | |
| 93 // We use a larger window at the beginning to get a more stable sample that | |
| 94 // we can use to initialize the estimate. | |
| 95 if (bitrate_estimate_ < 0.f) | |
| 96 rate_window_ms = kInitialRateWindowMs; | |
| 97 float bitrate_sample = UpdateWindow(now_ms, bytes, rate_window_ms); | |
| 98 if (bitrate_sample < 0.0f) | |
| 99 return; | |
| 100 if (bitrate_estimate_ < 0.0f) { | |
| 101 // This is the very first sample we get. Use it to initialize the estimate. | |
| 102 bitrate_estimate_ = bitrate_sample; | |
| 103 return; | |
| 104 } | |
| 105 // Define the sample uncertainty as a function of how far away it is from the | |
| 106 // current estimate. | |
| 107 float sample_uncertainty = | |
| 108 10.0f * std::abs(bitrate_estimate_ - bitrate_sample) / bitrate_estimate_; | |
| 109 float sample_var = sample_uncertainty * sample_uncertainty; | |
| 110 // Update a bayesian estimate of the rate, weighting it lower if the sample | |
| 111 // uncertainty is large. | |
| 112 // The bitrate estimate uncertainty is increased with each update to model | |
| 113 // that the bitrate changes over time. | |
| 114 float pred_bitrate_estimate_var = bitrate_estimate_var_ + 5.f; | |
| 115 bitrate_estimate_ = (sample_var * bitrate_estimate_ + | |
| 116 pred_bitrate_estimate_var * bitrate_sample) / | |
| 117 (sample_var + pred_bitrate_estimate_var); | |
| 118 bitrate_estimate_var_ = sample_var * pred_bitrate_estimate_var / | |
| 119 (sample_var + pred_bitrate_estimate_var); | |
| 120 } | |
| 121 | |
| 122 float DelayBasedBwe::BitrateEstimator::UpdateWindow(int64_t now_ms, | |
| 123 int bytes, | |
| 124 int rate_window_ms) { | |
| 125 // Reset if time moves backwards. | |
| 126 if (now_ms < prev_time_ms_) { | |
| 127 prev_time_ms_ = -1; | |
| 128 sum_ = 0; | |
| 129 current_win_ms_ = 0; | |
| 130 } | |
| 131 if (prev_time_ms_ >= 0) { | |
| 132 current_win_ms_ += now_ms - prev_time_ms_; | |
| 133 // Reset if nothing has been received for more than a full window. | |
| 134 if (now_ms - prev_time_ms_ > rate_window_ms) { | |
| 135 sum_ = 0; | |
| 136 current_win_ms_ %= rate_window_ms; | |
| 137 } | |
| 138 } | |
| 139 prev_time_ms_ = now_ms; | |
| 140 float bitrate_sample = -1.0f; | |
| 141 if (current_win_ms_ >= rate_window_ms) { | |
| 142 bitrate_sample = 8.0f * sum_ / static_cast<float>(rate_window_ms); | |
| 143 current_win_ms_ -= rate_window_ms; | |
| 144 sum_ = 0; | |
| 145 } | |
| 146 sum_ += bytes; | |
| 147 return bitrate_sample; | |
| 148 } | |
| 149 | |
| 150 rtc::Optional<uint32_t> DelayBasedBwe::BitrateEstimator::bitrate_bps() const { | |
| 151 if (bitrate_estimate_ < 0.f) | |
| 152 return rtc::Optional<uint32_t>(); | |
| 153 return rtc::Optional<uint32_t>(bitrate_estimate_ * 1000); | |
| 154 } | |
| 155 | |
| 156 DelayBasedBwe::DelayBasedBwe(RtcEventLog* event_log, const Clock* clock) | 60 DelayBasedBwe::DelayBasedBwe(RtcEventLog* event_log, const Clock* clock) |
| 157 : event_log_(event_log), | 61 : event_log_(event_log), |
| 158 clock_(clock), | 62 clock_(clock), |
| 159 inter_arrival_(), | 63 inter_arrival_(), |
| 160 trendline_estimator_(), | 64 trendline_estimator_(), |
| 161 detector_(), | 65 detector_(), |
| 162 receiver_incoming_bitrate_(), | |
| 163 last_seen_packet_ms_(-1), | 66 last_seen_packet_ms_(-1), |
| 164 uma_recorded_(false), | 67 uma_recorded_(false), |
| 165 probe_bitrate_estimator_(event_log), | 68 probe_bitrate_estimator_(event_log), |
| 166 trendline_window_size_(kDefaultTrendlineWindowSize), | 69 trendline_window_size_(kDefaultTrendlineWindowSize), |
| 167 trendline_smoothing_coeff_(kDefaultTrendlineSmoothingCoeff), | 70 trendline_smoothing_coeff_(kDefaultTrendlineSmoothingCoeff), |
| 168 trendline_threshold_gain_(kDefaultTrendlineThresholdGain), | 71 trendline_threshold_gain_(kDefaultTrendlineThresholdGain), |
| 169 consecutive_delayed_feedbacks_(0), | 72 consecutive_delayed_feedbacks_(0), |
| 170 last_logged_bitrate_(0), | 73 last_logged_bitrate_(0), |
| 171 last_logged_state_(BandwidthUsage::kBwNormal), | 74 last_logged_state_(BandwidthUsage::kBwNormal), |
| 172 in_sparse_update_experiment_(BweSparseUpdateExperimentIsEnabled()) { | 75 in_sparse_update_experiment_(BweSparseUpdateExperimentIsEnabled()) { |
| 173 LOG(LS_INFO) << "Using Trendline filter for delay change estimation."; | 76 LOG(LS_INFO) << "Using Trendline filter for delay change estimation."; |
| 174 network_thread_.DetachFromThread(); | 77 network_thread_.DetachFromThread(); |
| 175 } | 78 } |
| 176 | 79 |
| 177 DelayBasedBwe::~DelayBasedBwe() {} | 80 DelayBasedBwe::~DelayBasedBwe() {} |
| 178 | 81 |
| 179 DelayBasedBwe::Result DelayBasedBwe::IncomingPacketFeedbackVector( | 82 DelayBasedBwe::Result DelayBasedBwe::IncomingPacketFeedbackVector( |
| 180 const std::vector<PacketFeedback>& packet_feedback_vector) { | 83 const std::vector<PacketFeedback>& packet_feedback_vector, |
| 84 rtc::Optional<uint32_t> acked_bitrate_bps) { |
| 85 RTC_DCHECK(std::is_sorted(packet_feedback_vector.begin(), |
| 86 packet_feedback_vector.end(), |
| 87 PacketFeedbackComparator())); |
| 181 RTC_DCHECK(network_thread_.CalledOnValidThread()); | 88 RTC_DCHECK(network_thread_.CalledOnValidThread()); |
| 182 | 89 |
| 183 std::vector<PacketFeedback> sorted_packet_feedback_vector; | |
| 184 SortPacketFeedbackVector(packet_feedback_vector, | |
| 185 &sorted_packet_feedback_vector); | |
| 186 // TOOD(holmer): An empty feedback vector here likely means that | 90 // TOOD(holmer): An empty feedback vector here likely means that |
| 187 // all acks were too late and that the send time history had | 91 // all acks were too late and that the send time history had |
| 188 // timed out. We should reduce the rate when this occurs. | 92 // timed out. We should reduce the rate when this occurs. |
| 189 if (sorted_packet_feedback_vector.empty()) { | 93 if (packet_feedback_vector.empty()) { |
| 190 LOG(LS_WARNING) << "Very late feedback received."; | 94 LOG(LS_WARNING) << "Very late feedback received."; |
| 191 return DelayBasedBwe::Result(); | 95 return DelayBasedBwe::Result(); |
| 192 } | 96 } |
| 193 | 97 |
| 194 if (!uma_recorded_) { | 98 if (!uma_recorded_) { |
| 195 RTC_HISTOGRAM_ENUMERATION(kBweTypeHistogram, | 99 RTC_HISTOGRAM_ENUMERATION(kBweTypeHistogram, |
| 196 BweNames::kSendSideTransportSeqNum, | 100 BweNames::kSendSideTransportSeqNum, |
| 197 BweNames::kBweNamesMax); | 101 BweNames::kBweNamesMax); |
| 198 uma_recorded_ = true; | 102 uma_recorded_ = true; |
| 199 } | 103 } |
| 200 bool overusing = false; | 104 bool overusing = false; |
| 201 bool delayed_feedback = true; | 105 bool delayed_feedback = true; |
| 202 for (const auto& packet_feedback : sorted_packet_feedback_vector) { | 106 for (const auto& packet_feedback : packet_feedback_vector) { |
| 203 if (packet_feedback.send_time_ms < 0) | 107 if (packet_feedback.send_time_ms < 0) |
| 204 continue; | 108 continue; |
| 205 delayed_feedback = false; | 109 delayed_feedback = false; |
| 206 IncomingPacketFeedback(packet_feedback); | 110 IncomingPacketFeedback(packet_feedback); |
| 207 if (!in_sparse_update_experiment_) | 111 if (!in_sparse_update_experiment_) |
| 208 overusing |= (detector_.State() == BandwidthUsage::kBwOverusing); | 112 overusing |= (detector_.State() == BandwidthUsage::kBwOverusing); |
| 209 } | 113 } |
| 210 if (in_sparse_update_experiment_) | 114 if (in_sparse_update_experiment_) |
| 211 overusing = (detector_.State() == BandwidthUsage::kBwOverusing); | 115 overusing = (detector_.State() == BandwidthUsage::kBwOverusing); |
| 212 if (delayed_feedback) { | 116 if (delayed_feedback) { |
| 213 ++consecutive_delayed_feedbacks_; | 117 ++consecutive_delayed_feedbacks_; |
| 214 if (consecutive_delayed_feedbacks_ >= kMaxConsecutiveFailedLookups) { | 118 if (consecutive_delayed_feedbacks_ >= kMaxConsecutiveFailedLookups) { |
| 215 consecutive_delayed_feedbacks_ = 0; | 119 consecutive_delayed_feedbacks_ = 0; |
| 216 return OnLongFeedbackDelay( | 120 return OnLongFeedbackDelay(packet_feedback_vector.back().arrival_time_ms); |
| 217 sorted_packet_feedback_vector.back().arrival_time_ms); | |
| 218 } | 121 } |
| 219 } else { | 122 } else { |
| 220 consecutive_delayed_feedbacks_ = 0; | 123 consecutive_delayed_feedbacks_ = 0; |
| 221 return MaybeUpdateEstimate(overusing); | 124 return MaybeUpdateEstimate(overusing, acked_bitrate_bps); |
| 222 } | 125 } |
| 223 return Result(); | 126 return Result(); |
| 224 } | 127 } |
| 225 | 128 |
| 226 DelayBasedBwe::Result DelayBasedBwe::OnLongFeedbackDelay( | 129 DelayBasedBwe::Result DelayBasedBwe::OnLongFeedbackDelay( |
| 227 int64_t arrival_time_ms) { | 130 int64_t arrival_time_ms) { |
| 228 // Estimate should always be valid since a start bitrate always is set in the | 131 // Estimate should always be valid since a start bitrate always is set in the |
| 229 // Call constructor. An alternative would be to return an empty Result here, | 132 // Call constructor. An alternative would be to return an empty Result here, |
| 230 // or to estimate the throughput based on the feedback we received. | 133 // or to estimate the throughput based on the feedback we received. |
| 231 RTC_DCHECK(rate_control_.ValidEstimate()); | 134 RTC_DCHECK(rate_control_.ValidEstimate()); |
| 232 rate_control_.SetEstimate(rate_control_.LatestEstimate() / 2, | 135 rate_control_.SetEstimate(rate_control_.LatestEstimate() / 2, |
| 233 arrival_time_ms); | 136 arrival_time_ms); |
| 234 Result result; | 137 Result result; |
| 235 result.updated = true; | 138 result.updated = true; |
| 236 result.probe = false; | 139 result.probe = false; |
| 237 result.target_bitrate_bps = rate_control_.LatestEstimate(); | 140 result.target_bitrate_bps = rate_control_.LatestEstimate(); |
| 238 LOG(LS_WARNING) << "Long feedback delay detected, reducing BWE to " | 141 LOG(LS_WARNING) << "Long feedback delay detected, reducing BWE to " |
| 239 << result.target_bitrate_bps; | 142 << result.target_bitrate_bps; |
| 240 return result; | 143 return result; |
| 241 } | 144 } |
| 242 | 145 |
| 243 void DelayBasedBwe::IncomingPacketFeedback( | 146 void DelayBasedBwe::IncomingPacketFeedback( |
| 244 const PacketFeedback& packet_feedback) { | 147 const PacketFeedback& packet_feedback) { |
| 245 int64_t now_ms = clock_->TimeInMilliseconds(); | 148 int64_t now_ms = clock_->TimeInMilliseconds(); |
| 246 | |
| 247 receiver_incoming_bitrate_.Update(packet_feedback.arrival_time_ms, | |
| 248 packet_feedback.payload_size); | |
| 249 Result result; | |
| 250 // Reset if the stream has timed out. | 149 // Reset if the stream has timed out. |
| 251 if (last_seen_packet_ms_ == -1 || | 150 if (last_seen_packet_ms_ == -1 || |
| 252 now_ms - last_seen_packet_ms_ > kStreamTimeOutMs) { | 151 now_ms - last_seen_packet_ms_ > kStreamTimeOutMs) { |
| 253 inter_arrival_.reset( | 152 inter_arrival_.reset( |
| 254 new InterArrival((kTimestampGroupLengthMs << kInterArrivalShift) / 1000, | 153 new InterArrival((kTimestampGroupLengthMs << kInterArrivalShift) / 1000, |
| 255 kTimestampToMs, true)); | 154 kTimestampToMs, true)); |
| 256 trendline_estimator_.reset(new TrendlineEstimator( | 155 trendline_estimator_.reset(new TrendlineEstimator( |
| 257 trendline_window_size_, trendline_smoothing_coeff_, | 156 trendline_window_size_, trendline_smoothing_coeff_, |
| 258 trendline_threshold_gain_)); | 157 trendline_threshold_gain_)); |
| 259 } | 158 } |
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| 282 detector_.Detect(trendline_estimator_->trendline_slope(), ts_delta_ms, | 181 detector_.Detect(trendline_estimator_->trendline_slope(), ts_delta_ms, |
| 283 trendline_estimator_->num_of_deltas(), | 182 trendline_estimator_->num_of_deltas(), |
| 284 packet_feedback.arrival_time_ms); | 183 packet_feedback.arrival_time_ms); |
| 285 } | 184 } |
| 286 if (packet_feedback.pacing_info.probe_cluster_id != | 185 if (packet_feedback.pacing_info.probe_cluster_id != |
| 287 PacedPacketInfo::kNotAProbe) { | 186 PacedPacketInfo::kNotAProbe) { |
| 288 probe_bitrate_estimator_.HandleProbeAndEstimateBitrate(packet_feedback); | 187 probe_bitrate_estimator_.HandleProbeAndEstimateBitrate(packet_feedback); |
| 289 } | 188 } |
| 290 } | 189 } |
| 291 | 190 |
| 292 DelayBasedBwe::Result DelayBasedBwe::MaybeUpdateEstimate(bool overusing) { | 191 DelayBasedBwe::Result DelayBasedBwe::MaybeUpdateEstimate( |
| 192 bool overusing, |
| 193 rtc::Optional<uint32_t> acked_bitrate_bps) { |
| 293 Result result; | 194 Result result; |
| 294 int64_t now_ms = clock_->TimeInMilliseconds(); | 195 int64_t now_ms = clock_->TimeInMilliseconds(); |
| 295 | 196 |
| 296 rtc::Optional<uint32_t> acked_bitrate_bps = | |
| 297 receiver_incoming_bitrate_.bitrate_bps(); | |
| 298 rtc::Optional<int> probe_bitrate_bps = | 197 rtc::Optional<int> probe_bitrate_bps = |
| 299 probe_bitrate_estimator_.FetchAndResetLastEstimatedBitrateBps(); | 198 probe_bitrate_estimator_.FetchAndResetLastEstimatedBitrateBps(); |
| 300 // Currently overusing the bandwidth. | 199 // Currently overusing the bandwidth. |
| 301 if (overusing) { | 200 if (overusing) { |
| 302 if (acked_bitrate_bps && | 201 if (acked_bitrate_bps && |
| 303 rate_control_.TimeToReduceFurther(now_ms, *acked_bitrate_bps)) { | 202 rate_control_.TimeToReduceFurther(now_ms, *acked_bitrate_bps)) { |
| 304 result.updated = UpdateEstimate(now_ms, acked_bitrate_bps, overusing, | 203 result.updated = UpdateEstimate(now_ms, acked_bitrate_bps, overusing, |
| 305 &result.target_bitrate_bps); | 204 &result.target_bitrate_bps); |
| 306 } | 205 } |
| 307 } else { | 206 } else { |
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| 367 void DelayBasedBwe::SetMinBitrate(int min_bitrate_bps) { | 266 void DelayBasedBwe::SetMinBitrate(int min_bitrate_bps) { |
| 368 // Called from both the configuration thread and the network thread. Shouldn't | 267 // Called from both the configuration thread and the network thread. Shouldn't |
| 369 // be called from the network thread in the future. | 268 // be called from the network thread in the future. |
| 370 rate_control_.SetMinBitrate(min_bitrate_bps); | 269 rate_control_.SetMinBitrate(min_bitrate_bps); |
| 371 } | 270 } |
| 372 | 271 |
| 373 int64_t DelayBasedBwe::GetExpectedBwePeriodMs() const { | 272 int64_t DelayBasedBwe::GetExpectedBwePeriodMs() const { |
| 374 return rate_control_.GetExpectedBandwidthPeriodMs(); | 273 return rate_control_.GetExpectedBandwidthPeriodMs(); |
| 375 } | 274 } |
| 376 } // namespace webrtc | 275 } // namespace webrtc |
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