| /* |
| * Copyright (c) 2019 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/congestion_controller/goog_cc/robust_throughput_estimator.h" |
| |
| #include <stddef.h> |
| |
| #include <algorithm> |
| #include <optional> |
| #include <utility> |
| #include <vector> |
| |
| #include "api/transport/network_types.h" |
| #include "api/units/data_rate.h" |
| #include "api/units/data_size.h" |
| #include "api/units/time_delta.h" |
| #include "api/units/timestamp.h" |
| #include "modules/congestion_controller/goog_cc/acknowledged_bitrate_estimator_interface.h" |
| #include "rtc_base/checks.h" |
| #include "rtc_base/logging.h" |
| |
| namespace webrtc { |
| |
| RobustThroughputEstimator::RobustThroughputEstimator( |
| const RobustThroughputEstimatorSettings& settings) |
| : settings_(settings), |
| latest_discarded_send_time_(Timestamp::MinusInfinity()) { |
| RTC_DCHECK(settings.enabled); |
| } |
| |
| RobustThroughputEstimator::~RobustThroughputEstimator() {} |
| |
| bool RobustThroughputEstimator::FirstPacketOutsideWindow() { |
| if (window_.empty()) |
| return false; |
| if (window_.size() > settings_.max_window_packets) |
| return true; |
| TimeDelta current_window_duration = |
| window_.back().receive_time - window_.front().receive_time; |
| if (current_window_duration > settings_.max_window_duration) |
| return true; |
| if (window_.size() > settings_.window_packets && |
| current_window_duration > settings_.min_window_duration) { |
| return true; |
| } |
| return false; |
| } |
| |
| void RobustThroughputEstimator::IncomingPacketFeedbackVector( |
| const std::vector<PacketResult>& packet_feedback_vector) { |
| RTC_DCHECK(std::is_sorted(packet_feedback_vector.begin(), |
| packet_feedback_vector.end(), |
| PacketResult::ReceiveTimeOrder())); |
| for (const auto& packet : packet_feedback_vector) { |
| // Ignore packets without valid send or receive times. |
| // (This should not happen in production since lost packets are filtered |
| // out before passing the feedback vector to the throughput estimator. |
| // However, explicitly handling this case makes the estimator more robust |
| // and avoids a hard-to-detect bad state.) |
| if (packet.receive_time.IsInfinite() || |
| packet.sent_packet.send_time.IsInfinite()) { |
| continue; |
| } |
| |
| // Insert the new packet. |
| window_.push_back(packet); |
| window_.back().sent_packet.prior_unacked_data = |
| window_.back().sent_packet.prior_unacked_data * |
| settings_.unacked_weight; |
| // In most cases, receive timestamps should already be in order, but in the |
| // rare case where feedback packets have been reordered, we do some swaps to |
| // ensure that the window is sorted. |
| for (size_t i = window_.size() - 1; |
| i > 0 && window_[i].receive_time < window_[i - 1].receive_time; i--) { |
| std::swap(window_[i], window_[i - 1]); |
| } |
| constexpr TimeDelta kMaxReorderingTime = TimeDelta::Seconds(1); |
| const TimeDelta receive_delta = |
| (window_.back().receive_time - packet.receive_time); |
| if (receive_delta > kMaxReorderingTime) { |
| RTC_LOG(LS_WARNING) |
| << "Severe packet re-ordering or timestamps offset changed: " |
| << receive_delta; |
| window_.clear(); |
| latest_discarded_send_time_ = Timestamp::MinusInfinity(); |
| } |
| } |
| |
| // Remove old packets. |
| while (FirstPacketOutsideWindow()) { |
| latest_discarded_send_time_ = std::max( |
| latest_discarded_send_time_, window_.front().sent_packet.send_time); |
| window_.pop_front(); |
| } |
| } |
| |
| std::optional<DataRate> RobustThroughputEstimator::bitrate() const { |
| if (window_.empty() || window_.size() < settings_.required_packets) |
| return std::nullopt; |
| |
| TimeDelta largest_recv_gap(TimeDelta::Zero()); |
| TimeDelta second_largest_recv_gap(TimeDelta::Zero()); |
| for (size_t i = 1; i < window_.size(); i++) { |
| // Find receive time gaps. |
| TimeDelta gap = window_[i].receive_time - window_[i - 1].receive_time; |
| if (gap > largest_recv_gap) { |
| second_largest_recv_gap = largest_recv_gap; |
| largest_recv_gap = gap; |
| } else if (gap > second_largest_recv_gap) { |
| second_largest_recv_gap = gap; |
| } |
| } |
| |
| Timestamp first_send_time = Timestamp::PlusInfinity(); |
| Timestamp last_send_time = Timestamp::MinusInfinity(); |
| Timestamp first_recv_time = Timestamp::PlusInfinity(); |
| Timestamp last_recv_time = Timestamp::MinusInfinity(); |
| DataSize recv_size = DataSize::Bytes(0); |
| DataSize send_size = DataSize::Bytes(0); |
| DataSize first_recv_size = DataSize::Bytes(0); |
| DataSize last_send_size = DataSize::Bytes(0); |
| size_t num_sent_packets_in_window = 0; |
| for (const auto& packet : window_) { |
| if (packet.receive_time < first_recv_time) { |
| first_recv_time = packet.receive_time; |
| first_recv_size = |
| packet.sent_packet.size + packet.sent_packet.prior_unacked_data; |
| } |
| last_recv_time = std::max(last_recv_time, packet.receive_time); |
| recv_size += packet.sent_packet.size; |
| recv_size += packet.sent_packet.prior_unacked_data; |
| |
| if (packet.sent_packet.send_time < latest_discarded_send_time_) { |
| // If we have dropped packets from the window that were sent after |
| // this packet, then this packet was reordered. Ignore it from |
| // the send rate computation (since the send time may be very far |
| // in the past, leading to underestimation of the send rate.) |
| // However, ignoring packets creates a risk that we end up without |
| // any packets left to compute a send rate. |
| continue; |
| } |
| if (packet.sent_packet.send_time > last_send_time) { |
| last_send_time = packet.sent_packet.send_time; |
| last_send_size = |
| packet.sent_packet.size + packet.sent_packet.prior_unacked_data; |
| } |
| first_send_time = std::min(first_send_time, packet.sent_packet.send_time); |
| |
| send_size += packet.sent_packet.size; |
| send_size += packet.sent_packet.prior_unacked_data; |
| ++num_sent_packets_in_window; |
| } |
| |
| // Suppose a packet of size S is sent every T milliseconds. |
| // A window of N packets would contain N*S bytes, but the time difference |
| // between the first and the last packet would only be (N-1)*T. Thus, we |
| // need to remove the size of one packet to get the correct rate of S/T. |
| // Which packet to remove (if the packets have varying sizes), |
| // depends on the network model. |
| // Suppose that 2 packets with sizes s1 and s2, are received at times t1 |
| // and t2, respectively. If the packets were transmitted back to back over |
| // a bottleneck with rate capacity r, then we'd expect t2 = t1 + r * s2. |
| // Thus, r = (t2-t1) / s2, so the size of the first packet doesn't affect |
| // the difference between t1 and t2. |
| // Analoguously, if the first packet is sent at time t1 and the sender |
| // paces the packets at rate r, then the second packet can be sent at time |
| // t2 = t1 + r * s1. Thus, the send rate estimate r = (t2-t1) / s1 doesn't |
| // depend on the size of the last packet. |
| recv_size -= first_recv_size; |
| send_size -= last_send_size; |
| |
| // Remove the largest gap by replacing it by the second largest gap. |
| // This is to ensure that spurious "delay spikes" (i.e. when the |
| // network stops transmitting packets for a short period, followed |
| // by a burst of delayed packets), don't cause the estimate to drop. |
| // This could cause an overestimation, which we guard against by |
| // never returning an estimate above the send rate. |
| RTC_DCHECK(first_recv_time.IsFinite()); |
| RTC_DCHECK(last_recv_time.IsFinite()); |
| TimeDelta recv_duration = (last_recv_time - first_recv_time) - |
| largest_recv_gap + second_largest_recv_gap; |
| recv_duration = std::max(recv_duration, TimeDelta::Millis(1)); |
| |
| if (num_sent_packets_in_window < settings_.required_packets) { |
| // Too few send times to calculate a reliable send rate. |
| return recv_size / recv_duration; |
| } |
| |
| RTC_DCHECK(first_send_time.IsFinite()); |
| RTC_DCHECK(last_send_time.IsFinite()); |
| TimeDelta send_duration = last_send_time - first_send_time; |
| send_duration = std::max(send_duration, TimeDelta::Millis(1)); |
| |
| return std::min(send_size / send_duration, recv_size / recv_duration); |
| } |
| |
| } // namespace webrtc |