Repo created

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/bitrate_controller.cc

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+/*
+ *  Copyright (c) 2018 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/pcc/bitrate_controller.h"
+
+#include <algorithm>
+#include <cmath>
+#include <cstdlib>
+#include <memory>
+#include <utility>
+#include <vector>
+
+namespace webrtc {
+namespace pcc {
+
+PccBitrateController::PccBitrateController(double initial_conversion_factor,
+                                           double initial_dynamic_boundary,
+                                           double dynamic_boundary_increment,
+                                           double rtt_gradient_coefficient,
+                                           double loss_coefficient,
+                                           double throughput_coefficient,
+                                           double throughput_power,
+                                           double rtt_gradient_threshold,
+                                           double delay_gradient_negative_bound)
+    : PccBitrateController(initial_conversion_factor,
+                           initial_dynamic_boundary,
+                           dynamic_boundary_increment,
+                           std::make_unique<ModifiedVivaceUtilityFunction>(
+                               rtt_gradient_coefficient,
+                               loss_coefficient,
+                               throughput_coefficient,
+                               throughput_power,
+                               rtt_gradient_threshold,
+                               delay_gradient_negative_bound)) {}
+
+PccBitrateController::PccBitrateController(
+    double initial_conversion_factor,
+    double initial_dynamic_boundary,
+    double dynamic_boundary_increment,
+    std::unique_ptr<PccUtilityFunctionInterface> utility_function)
+    : consecutive_boundary_adjustments_number_(0),
+      initial_dynamic_boundary_(initial_dynamic_boundary),
+      dynamic_boundary_increment_(dynamic_boundary_increment),
+      utility_function_(std::move(utility_function)),
+      step_size_adjustments_number_(0),
+      initial_conversion_factor_(initial_conversion_factor) {}
+
+PccBitrateController::~PccBitrateController() = default;
+
+double PccBitrateController::ComputeStepSize(double utility_gradient) {
+  // Computes number of consecutive step size adjustments.
+  if (utility_gradient > 0) {
+    step_size_adjustments_number_ =
+        std::max<int64_t>(step_size_adjustments_number_ + 1, 1);
+  } else if (utility_gradient < 0) {
+    step_size_adjustments_number_ =
+        std::min<int64_t>(step_size_adjustments_number_ - 1, -1);
+  } else {
+    step_size_adjustments_number_ = 0;
+  }
+  // Computes step size amplifier.
+  int64_t step_size_amplifier = 1;
+  if (std::abs(step_size_adjustments_number_) <= 3) {
+    step_size_amplifier =
+        std::max<int64_t>(std::abs(step_size_adjustments_number_), 1);
+  } else {
+    step_size_amplifier = 2 * std::abs(step_size_adjustments_number_) - 3;
+  }
+  return step_size_amplifier * initial_conversion_factor_;
+}
+
+double PccBitrateController::ApplyDynamicBoundary(double rate_change,
+                                                  double bitrate) {
+  double rate_change_abs = std::abs(rate_change);
+  int64_t rate_change_sign = (rate_change > 0) ? 1 : -1;
+  if (consecutive_boundary_adjustments_number_ * rate_change_sign < 0) {
+    consecutive_boundary_adjustments_number_ = 0;
+  }
+  double dynamic_change_boundary =
+      initial_dynamic_boundary_ +
+      std::abs(consecutive_boundary_adjustments_number_) *
+          dynamic_boundary_increment_;
+  double boundary = bitrate * dynamic_change_boundary;
+  if (rate_change_abs > boundary) {
+    consecutive_boundary_adjustments_number_ += rate_change_sign;
+    return boundary * rate_change_sign;
+  }
+  // Rate change smaller than boundary. Reset boundary to the smallest possible
+  // that would allow the change.
+  while (rate_change_abs <= boundary &&
+         consecutive_boundary_adjustments_number_ * rate_change_sign > 0) {
+    consecutive_boundary_adjustments_number_ -= rate_change_sign;
+    dynamic_change_boundary =
+        initial_dynamic_boundary_ +
+        std::abs(consecutive_boundary_adjustments_number_) *
+            dynamic_boundary_increment_;
+    boundary = bitrate * dynamic_change_boundary;
+  }
+  consecutive_boundary_adjustments_number_ += rate_change_sign;
+  return rate_change;
+}
+
+absl::optional<DataRate>
+PccBitrateController::ComputeRateUpdateForSlowStartMode(
+    const PccMonitorInterval& monitor_interval) {
+  double utility_value = utility_function_->Compute(monitor_interval);
+  if (previous_utility_.has_value() && utility_value <= previous_utility_) {
+    return absl::nullopt;
+  }
+  previous_utility_ = utility_value;
+  return monitor_interval.GetTargetSendingRate();
+}
+
+DataRate PccBitrateController::ComputeRateUpdateForOnlineLearningMode(
+    const std::vector<PccMonitorInterval>& intervals,
+    DataRate bandwith_estimate) {
+  double first_utility = utility_function_->Compute(intervals[0]);
+  double second_utility = utility_function_->Compute(intervals[1]);
+  double first_bitrate_bps = intervals[0].GetTargetSendingRate().bps();
+  double second_bitrate_bps = intervals[1].GetTargetSendingRate().bps();
+  double gradient = (first_utility - second_utility) /
+                    (first_bitrate_bps - second_bitrate_bps);
+  double rate_change_bps = gradient * ComputeStepSize(gradient);  // delta_r
+  rate_change_bps =
+      ApplyDynamicBoundary(rate_change_bps, bandwith_estimate.bps());
+  return DataRate::BitsPerSec(
+      std::max(0.0, bandwith_estimate.bps() + rate_change_bps));
+}
+
+}  // namespace pcc
+}  // namespace webrtc

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/bitrate_controller.h

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+/*
+ *  Copyright (c) 2018 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 MODULES_CONGESTION_CONTROLLER_PCC_BITRATE_CONTROLLER_H_
+#define MODULES_CONGESTION_CONTROLLER_PCC_BITRATE_CONTROLLER_H_
+
+#include <stdint.h>
+
+#include <memory>
+#include <vector>
+
+#include "absl/types/optional.h"
+#include "api/units/data_rate.h"
+#include "modules/congestion_controller/pcc/monitor_interval.h"
+#include "modules/congestion_controller/pcc/utility_function.h"
+
+namespace webrtc {
+namespace pcc {
+
+class PccBitrateController {
+ public:
+  PccBitrateController(double initial_conversion_factor,
+                       double initial_dynamic_boundary,
+                       double dynamic_boundary_increment,
+                       double rtt_gradient_coefficient,
+                       double loss_coefficient,
+                       double throughput_coefficient,
+                       double throughput_power,
+                       double rtt_gradient_threshold,
+                       double delay_gradient_negative_bound);
+
+  PccBitrateController(
+      double initial_conversion_factor,
+      double initial_dynamic_boundary,
+      double dynamic_boundary_increment,
+      std::unique_ptr<PccUtilityFunctionInterface> utility_function);
+
+  absl::optional<DataRate> ComputeRateUpdateForSlowStartMode(
+      const PccMonitorInterval& monitor_interval);
+
+  DataRate ComputeRateUpdateForOnlineLearningMode(
+      const std::vector<PccMonitorInterval>& block,
+      DataRate bandwidth_estimate);
+
+  ~PccBitrateController();
+
+ private:
+  double ApplyDynamicBoundary(double rate_change, double bitrate);
+  double ComputeStepSize(double utility_gradient);
+
+  // Dynamic boundary variables:
+  int64_t consecutive_boundary_adjustments_number_;
+  const double initial_dynamic_boundary_;
+  const double dynamic_boundary_increment_;
+
+  const std::unique_ptr<PccUtilityFunctionInterface> utility_function_;
+  // Step Size variables:
+  int64_t step_size_adjustments_number_;
+  const double initial_conversion_factor_;
+
+  absl::optional<double> previous_utility_;
+};
+
+}  // namespace pcc
+}  // namespace webrtc
+
+#endif  // MODULES_CONGESTION_CONTROLLER_PCC_BITRATE_CONTROLLER_H_

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/monitor_interval.cc

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+/*
+ *  Copyright (c) 2018 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/pcc/monitor_interval.h"
+
+#include <stddef.h>
+
+#include <cmath>
+
+#include "rtc_base/logging.h"
+
+namespace webrtc {
+namespace pcc {
+
+PccMonitorInterval::PccMonitorInterval(DataRate target_sending_rate,
+                                       Timestamp start_time,
+                                       TimeDelta duration)
+    : target_sending_rate_(target_sending_rate),
+      start_time_(start_time),
+      interval_duration_(duration),
+      received_packets_size_(DataSize::Zero()),
+      feedback_collection_done_(false) {}
+
+PccMonitorInterval::~PccMonitorInterval() = default;
+
+PccMonitorInterval::PccMonitorInterval(const PccMonitorInterval& other) =
+    default;
+
+void PccMonitorInterval::OnPacketsFeedback(
+    const std::vector<PacketResult>& packets_results) {
+  for (const PacketResult& packet_result : packets_results) {
+    if (packet_result.sent_packet.send_time <= start_time_) {
+      continue;
+    }
+    // Here we assume that if some packets are reordered with packets sent
+    // after the end of the monitor interval, then they are lost. (Otherwise
+    // it is not clear how long should we wait for packets feedback to arrive).
+    if (packet_result.sent_packet.send_time >
+        start_time_ + interval_duration_) {
+      feedback_collection_done_ = true;
+      return;
+    }
+    if (!packet_result.IsReceived()) {
+      lost_packets_sent_time_.push_back(packet_result.sent_packet.send_time);
+    } else {
+      received_packets_.push_back(
+          {packet_result.receive_time - packet_result.sent_packet.send_time,
+           packet_result.sent_packet.send_time});
+      received_packets_size_ += packet_result.sent_packet.size;
+    }
+  }
+}
+
+// For the formula used in computations see formula for "slope" in the second
+// method:
+// https://www.johndcook.com/blog/2008/10/20/comparing-two-ways-to-fit-a-line-to-data/
+double PccMonitorInterval::ComputeDelayGradient(
+    double delay_gradient_threshold) const {
+  // Early return to prevent division by 0 in case all packets are sent at the
+  // same time.
+  if (received_packets_.empty() || received_packets_.front().sent_time ==
+                                       received_packets_.back().sent_time) {
+    return 0;
+  }
+  double sum_times = 0;
+  for (const ReceivedPacket& packet : received_packets_) {
+    double time_delta_us =
+        (packet.sent_time - received_packets_[0].sent_time).us();
+    sum_times += time_delta_us;
+  }
+  double sum_squared_scaled_time_deltas = 0;
+  double sum_scaled_time_delta_dot_delay = 0;
+  for (const ReceivedPacket& packet : received_packets_) {
+    double time_delta_us =
+        (packet.sent_time - received_packets_[0].sent_time).us();
+    double delay = packet.delay.us();
+    double scaled_time_delta_us =
+        time_delta_us - sum_times / received_packets_.size();
+    sum_squared_scaled_time_deltas +=
+        scaled_time_delta_us * scaled_time_delta_us;
+    sum_scaled_time_delta_dot_delay += scaled_time_delta_us * delay;
+  }
+  double rtt_gradient =
+      sum_scaled_time_delta_dot_delay / sum_squared_scaled_time_deltas;
+  if (std::abs(rtt_gradient) < delay_gradient_threshold)
+    rtt_gradient = 0;
+  return rtt_gradient;
+}
+
+bool PccMonitorInterval::IsFeedbackCollectionDone() const {
+  return feedback_collection_done_;
+}
+
+Timestamp PccMonitorInterval::GetEndTime() const {
+  return start_time_ + interval_duration_;
+}
+
+double PccMonitorInterval::GetLossRate() const {
+  size_t packets_lost = lost_packets_sent_time_.size();
+  size_t packets_received = received_packets_.size();
+  if (packets_lost == 0)
+    return 0;
+  return static_cast<double>(packets_lost) / (packets_lost + packets_received);
+}
+
+DataRate PccMonitorInterval::GetTargetSendingRate() const {
+  return target_sending_rate_;
+}
+
+DataRate PccMonitorInterval::GetTransmittedPacketsRate() const {
+  if (received_packets_.empty()) {
+    return target_sending_rate_;
+  }
+  Timestamp receive_time_of_first_packet =
+      received_packets_.front().sent_time + received_packets_.front().delay;
+  Timestamp receive_time_of_last_packet =
+      received_packets_.back().sent_time + received_packets_.back().delay;
+  if (receive_time_of_first_packet == receive_time_of_last_packet) {
+    RTC_LOG(LS_WARNING)
+        << "All packets in monitor interval were received at the same time.";
+    return target_sending_rate_;
+  }
+  return received_packets_size_ /
+         (receive_time_of_last_packet - receive_time_of_first_packet);
+}
+
+}  // namespace pcc
+}  // namespace webrtc

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/monitor_interval.h

@@ -0,0 +1,71 @@
+/*
+ *  Copyright (c) 2018 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 MODULES_CONGESTION_CONTROLLER_PCC_MONITOR_INTERVAL_H_
+#define MODULES_CONGESTION_CONTROLLER_PCC_MONITOR_INTERVAL_H_
+
+#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"
+
+namespace webrtc {
+namespace pcc {
+
+// PCC divides time into consecutive monitor intervals which are used to test
+// consequences for performance of sending at a certain rate.
+class PccMonitorInterval {
+ public:
+  PccMonitorInterval(DataRate target_sending_rate,
+                     Timestamp start_time,
+                     TimeDelta duration);
+  ~PccMonitorInterval();
+  PccMonitorInterval(const PccMonitorInterval& other);
+  void OnPacketsFeedback(const std::vector<PacketResult>& packets_results);
+  // Returns true if got complete information about packets.
+  // Notice, this only happens when received feedback about the first packet
+  // which were sent after the end of the monitor interval. If such event
+  // doesn't occur, we don't mind anyway and stay in the same state.
+  bool IsFeedbackCollectionDone() const;
+  Timestamp GetEndTime() const;
+
+  double GetLossRate() const;
+  // Estimates the gradient using linear regression on the 2-dimensional
+  // dataset (sampled packets delay, time of sampling).
+  double ComputeDelayGradient(double delay_gradient_threshold) const;
+  DataRate GetTargetSendingRate() const;
+  // How fast receiving side gets packets.
+  DataRate GetTransmittedPacketsRate() const;
+
+ private:
+  struct ReceivedPacket {
+    TimeDelta delay;
+    Timestamp sent_time;
+  };
+  // Target bitrate used to generate and pace the outgoing packets.
+  // Actually sent bitrate might not match the target exactly.
+  DataRate target_sending_rate_;
+  // Start time is not included into interval while end time is included.
+  Timestamp start_time_;
+  TimeDelta interval_duration_;
+  // Vectors below updates while receiving feedback.
+  std::vector<ReceivedPacket> received_packets_;
+  std::vector<Timestamp> lost_packets_sent_time_;
+  DataSize received_packets_size_;
+  bool feedback_collection_done_;
+};
+
+}  // namespace pcc
+}  // namespace webrtc
+
+#endif  // MODULES_CONGESTION_CONTROLLER_PCC_MONITOR_INTERVAL_H_

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/pcc_factory.cc

@@ -0,0 +1,30 @@
+/*
+ *  Copyright (c) 2018 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/pcc/pcc_factory.h"
+
+#include <memory>
+
+#include "modules/congestion_controller/pcc/pcc_network_controller.h"
+
+namespace webrtc {
+
+PccNetworkControllerFactory::PccNetworkControllerFactory() {}
+
+std::unique_ptr<NetworkControllerInterface> PccNetworkControllerFactory::Create(
+    NetworkControllerConfig config) {
+  return std::make_unique<pcc::PccNetworkController>(config);
+}
+
+TimeDelta PccNetworkControllerFactory::GetProcessInterval() const {
+  return TimeDelta::PlusInfinity();
+}
+
+}  // namespace webrtc

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/pcc_factory.h

@@ -0,0 +1,30 @@
+/*
+ *  Copyright (c) 2018 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 MODULES_CONGESTION_CONTROLLER_PCC_PCC_FACTORY_H_
+#define MODULES_CONGESTION_CONTROLLER_PCC_PCC_FACTORY_H_
+
+#include <memory>
+
+#include "api/transport/network_control.h"
+#include "api/units/time_delta.h"
+
+namespace webrtc {
+
+class PccNetworkControllerFactory : public NetworkControllerFactoryInterface {
+ public:
+  PccNetworkControllerFactory();
+  std::unique_ptr<NetworkControllerInterface> Create(
+      NetworkControllerConfig config) override;
+  TimeDelta GetProcessInterval() const override;
+};
+}  // namespace webrtc
+
+#endif  // MODULES_CONGESTION_CONTROLLER_PCC_PCC_FACTORY_H_

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/pcc_network_controller.cc

@@ -0,0 +1,391 @@
+/*
+ *  Copyright (c) 2018 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/pcc/pcc_network_controller.h"
+
+#include <algorithm>
+
+#include "absl/types/optional.h"
+#include "api/units/data_size.h"
+#include "rtc_base/checks.h"
+
+namespace webrtc {
+namespace pcc {
+namespace {
+constexpr int64_t kInitialRttMs = 200;
+constexpr int64_t kInitialBandwidthKbps = 300;
+constexpr double kMonitorIntervalDurationRatio = 1;
+constexpr double kDefaultSamplingStep = 0.05;
+constexpr double kTimeoutRatio = 2;
+constexpr double kAlphaForRtt = 0.9;
+constexpr double kSlowStartModeIncrease = 1.5;
+
+constexpr double kAlphaForPacketInterval = 0.9;
+constexpr int64_t kMinPacketsNumberPerInterval = 20;
+const TimeDelta kMinDurationOfMonitorInterval = TimeDelta::Millis(50);
+const TimeDelta kStartupDuration = TimeDelta::Millis(500);
+constexpr double kMinRateChangeBps = 4000;
+constexpr DataRate kMinRateHaveMultiplicativeRateChange = DataRate::BitsPerSec(
+    static_cast<int64_t>(kMinRateChangeBps / kDefaultSamplingStep));
+
+// Bitrate controller constants.
+constexpr double kInitialConversionFactor = 5;
+constexpr double kInitialDynamicBoundary = 0.1;
+constexpr double kDynamicBoundaryIncrement = 0.1;
+// Utility function parameters.
+constexpr double kRttGradientCoefficientBps = 0.005;
+constexpr double kLossCoefficientBps = 10;
+constexpr double kThroughputCoefficient = 0.001;
+constexpr double kThroughputPower = 0.9;
+constexpr double kRttGradientThreshold = 0.01;
+constexpr double kDelayGradientNegativeBound = 0.1;
+
+constexpr int64_t kNumberOfPacketsToKeep = 20;
+const uint64_t kRandomSeed = 100;
+}  // namespace
+
+PccNetworkController::PccNetworkController(NetworkControllerConfig config)
+    : start_time_(Timestamp::PlusInfinity()),
+      last_sent_packet_time_(Timestamp::PlusInfinity()),
+      smoothed_packets_sending_interval_(TimeDelta::Zero()),
+      mode_(Mode::kStartup),
+      default_bandwidth_(DataRate::KilobitsPerSec(kInitialBandwidthKbps)),
+      bandwidth_estimate_(default_bandwidth_),
+      rtt_tracker_(TimeDelta::Millis(kInitialRttMs), kAlphaForRtt),
+      monitor_interval_timeout_(TimeDelta::Millis(kInitialRttMs) *
+                                kTimeoutRatio),
+      monitor_interval_length_strategy_(MonitorIntervalLengthStrategy::kFixed),
+      monitor_interval_duration_ratio_(kMonitorIntervalDurationRatio),
+      sampling_step_(kDefaultSamplingStep),
+      monitor_interval_timeout_ratio_(kTimeoutRatio),
+      min_packets_number_per_interval_(kMinPacketsNumberPerInterval),
+      bitrate_controller_(kInitialConversionFactor,
+                          kInitialDynamicBoundary,
+                          kDynamicBoundaryIncrement,
+                          kRttGradientCoefficientBps,
+                          kLossCoefficientBps,
+                          kThroughputCoefficient,
+                          kThroughputPower,
+                          kRttGradientThreshold,
+                          kDelayGradientNegativeBound),
+      monitor_intervals_duration_(TimeDelta::Zero()),
+      complete_feedback_monitor_interval_number_(0),
+      random_generator_(kRandomSeed) {
+  if (config.constraints.starting_rate) {
+    default_bandwidth_ = *config.constraints.starting_rate;
+    bandwidth_estimate_ = default_bandwidth_;
+  }
+}
+
+PccNetworkController::~PccNetworkController() {}
+
+NetworkControlUpdate PccNetworkController::CreateRateUpdate(
+    Timestamp at_time) const {
+  DataRate sending_rate = DataRate::Zero();
+  if (monitor_intervals_.empty() ||
+      (monitor_intervals_.size() >= monitor_intervals_bitrates_.size() &&
+       at_time >= monitor_intervals_.back().GetEndTime())) {
+    sending_rate = bandwidth_estimate_;
+  } else {
+    sending_rate = monitor_intervals_.back().GetTargetSendingRate();
+  }
+  // Set up config when sending rate is computed.
+  NetworkControlUpdate update;
+
+  // Set up target rate to encoder.
+  TargetTransferRate target_rate_msg;
+  target_rate_msg.at_time = at_time;
+  target_rate_msg.network_estimate.at_time = at_time;
+  target_rate_msg.network_estimate.round_trip_time = rtt_tracker_.GetRtt();
+  // TODO(koloskova): Add correct estimate.
+  target_rate_msg.network_estimate.loss_rate_ratio = 0;
+  target_rate_msg.network_estimate.bwe_period =
+      monitor_interval_duration_ratio_ * rtt_tracker_.GetRtt();
+
+  target_rate_msg.target_rate = sending_rate;
+  update.target_rate = target_rate_msg;
+
+  // Set up pacing/padding target rate.
+  PacerConfig pacer_config;
+  pacer_config.at_time = at_time;
+  pacer_config.time_window = TimeDelta::Millis(1);
+  pacer_config.data_window = sending_rate * pacer_config.time_window;
+  pacer_config.pad_window = sending_rate * pacer_config.time_window;
+
+  update.pacer_config = pacer_config;
+  return update;
+}
+
+NetworkControlUpdate PccNetworkController::OnSentPacket(SentPacket msg) {
+  // Start new monitor interval if previous has finished.
+  // Monitor interval is initialized in OnProcessInterval function.
+  if (start_time_.IsInfinite()) {
+    start_time_ = msg.send_time;
+    monitor_intervals_duration_ = kStartupDuration;
+    monitor_intervals_bitrates_ = {bandwidth_estimate_};
+    monitor_intervals_.emplace_back(bandwidth_estimate_, msg.send_time,
+                                    monitor_intervals_duration_);
+    complete_feedback_monitor_interval_number_ = 0;
+  }
+  if (last_sent_packet_time_.IsFinite()) {
+    smoothed_packets_sending_interval_ =
+        (msg.send_time - last_sent_packet_time_) * kAlphaForPacketInterval +
+        (1 - kAlphaForPacketInterval) * smoothed_packets_sending_interval_;
+  }
+  last_sent_packet_time_ = msg.send_time;
+  if (!monitor_intervals_.empty() &&
+      msg.send_time >= monitor_intervals_.back().GetEndTime() &&
+      monitor_intervals_bitrates_.size() > monitor_intervals_.size()) {
+    // Start new monitor interval.
+    monitor_intervals_.emplace_back(
+        monitor_intervals_bitrates_[monitor_intervals_.size()], msg.send_time,
+        monitor_intervals_duration_);
+  }
+  if (IsTimeoutExpired(msg.send_time)) {
+    DataSize received_size = DataSize::Zero();
+    for (size_t i = 1; i < last_received_packets_.size(); ++i) {
+      received_size += last_received_packets_[i].sent_packet.size;
+    }
+    TimeDelta sending_time = TimeDelta::Zero();
+    if (last_received_packets_.size() > 0)
+      sending_time = last_received_packets_.back().receive_time -
+                     last_received_packets_.front().receive_time;
+    DataRate receiving_rate = bandwidth_estimate_;
+    if (sending_time > TimeDelta::Zero())
+      receiving_rate = received_size / sending_time;
+    bandwidth_estimate_ =
+        std::min<DataRate>(bandwidth_estimate_ * 0.5, receiving_rate);
+    if (mode_ == Mode::kSlowStart)
+      mode_ = Mode::kOnlineLearning;
+  }
+  if (mode_ == Mode::kStartup &&
+      msg.send_time - start_time_ >= kStartupDuration) {
+    DataSize received_size = DataSize::Zero();
+    for (size_t i = 1; i < last_received_packets_.size(); ++i) {
+      received_size += last_received_packets_[i].sent_packet.size;
+    }
+    TimeDelta sending_time = TimeDelta::Zero();
+    if (last_received_packets_.size() > 0)
+      sending_time = last_received_packets_.back().receive_time -
+                     last_received_packets_.front().receive_time;
+    DataRate receiving_rate = bandwidth_estimate_;
+    if (sending_time > TimeDelta::Zero())
+      receiving_rate = received_size / sending_time;
+    bandwidth_estimate_ = receiving_rate;
+    monitor_intervals_.clear();
+    mode_ = Mode::kSlowStart;
+    monitor_intervals_duration_ = ComputeMonitorIntervalsDuration();
+    monitor_intervals_bitrates_ = {bandwidth_estimate_};
+    monitor_intervals_.emplace_back(bandwidth_estimate_, msg.send_time,
+                                    monitor_intervals_duration_);
+    bandwidth_estimate_ = bandwidth_estimate_ * (1 / kSlowStartModeIncrease);
+    complete_feedback_monitor_interval_number_ = 0;
+    return CreateRateUpdate(msg.send_time);
+  }
+  if (IsFeedbackCollectionDone() || IsTimeoutExpired(msg.send_time)) {
+    // Creating new monitor intervals.
+    monitor_intervals_.clear();
+    monitor_interval_timeout_ =
+        rtt_tracker_.GetRtt() * monitor_interval_timeout_ratio_;
+    monitor_intervals_duration_ = ComputeMonitorIntervalsDuration();
+    complete_feedback_monitor_interval_number_ = 0;
+    // Compute bitrates and start first monitor interval.
+    if (mode_ == Mode::kSlowStart) {
+      monitor_intervals_bitrates_ = {kSlowStartModeIncrease *
+                                     bandwidth_estimate_};
+      monitor_intervals_.emplace_back(
+          kSlowStartModeIncrease * bandwidth_estimate_, msg.send_time,
+          monitor_intervals_duration_);
+    } else {
+      RTC_DCHECK(mode_ == Mode::kOnlineLearning || mode_ == Mode::kDoubleCheck);
+      monitor_intervals_.clear();
+      int64_t sign = 2 * (random_generator_.Rand(0, 1) % 2) - 1;
+      RTC_DCHECK_GE(sign, -1);
+      RTC_DCHECK_LE(sign, 1);
+      if (bandwidth_estimate_ >= kMinRateHaveMultiplicativeRateChange) {
+        monitor_intervals_bitrates_ = {
+            bandwidth_estimate_ * (1 + sign * sampling_step_),
+            bandwidth_estimate_ * (1 - sign * sampling_step_)};
+      } else {
+        monitor_intervals_bitrates_ = {
+            DataRate::BitsPerSec(std::max<double>(
+                bandwidth_estimate_.bps() + sign * kMinRateChangeBps, 0)),
+            DataRate::BitsPerSec(std::max<double>(
+                bandwidth_estimate_.bps() - sign * kMinRateChangeBps, 0))};
+      }
+      monitor_intervals_.emplace_back(monitor_intervals_bitrates_[0],
+                                      msg.send_time,
+                                      monitor_intervals_duration_);
+    }
+  }
+  return CreateRateUpdate(msg.send_time);
+}
+
+TimeDelta PccNetworkController::ComputeMonitorIntervalsDuration() const {
+  TimeDelta monitor_intervals_duration = TimeDelta::Zero();
+  if (monitor_interval_length_strategy_ ==
+      MonitorIntervalLengthStrategy::kAdaptive) {
+    monitor_intervals_duration = std::max(
+        rtt_tracker_.GetRtt() * monitor_interval_duration_ratio_,
+        smoothed_packets_sending_interval_ * min_packets_number_per_interval_);
+  } else {
+    RTC_DCHECK(monitor_interval_length_strategy_ ==
+               MonitorIntervalLengthStrategy::kFixed);
+    monitor_intervals_duration =
+        smoothed_packets_sending_interval_ * min_packets_number_per_interval_;
+  }
+  monitor_intervals_duration =
+      std::max(kMinDurationOfMonitorInterval, monitor_intervals_duration);
+  return monitor_intervals_duration;
+}
+
+bool PccNetworkController::IsTimeoutExpired(Timestamp current_time) const {
+  if (complete_feedback_monitor_interval_number_ >= monitor_intervals_.size()) {
+    return false;
+  }
+  return current_time -
+             monitor_intervals_[complete_feedback_monitor_interval_number_]
+                 .GetEndTime() >=
+         monitor_interval_timeout_;
+}
+
+bool PccNetworkController::IsFeedbackCollectionDone() const {
+  return complete_feedback_monitor_interval_number_ >=
+         monitor_intervals_bitrates_.size();
+}
+
+NetworkControlUpdate PccNetworkController::OnTransportPacketsFeedback(
+    TransportPacketsFeedback msg) {
+  if (msg.packet_feedbacks.empty())
+    return NetworkControlUpdate();
+  // Save packets to last_received_packets_ array.
+  for (const PacketResult& packet_result : msg.ReceivedWithSendInfo()) {
+    last_received_packets_.push_back(packet_result);
+  }
+  while (last_received_packets_.size() > kNumberOfPacketsToKeep) {
+    last_received_packets_.pop_front();
+  }
+  rtt_tracker_.OnPacketsFeedback(msg.PacketsWithFeedback(), msg.feedback_time);
+  // Skip rate update in case when online learning mode just started, but
+  // corresponding monitor intervals were not started yet.
+  if (mode_ == Mode::kOnlineLearning &&
+      monitor_intervals_bitrates_.size() < 2) {
+    return NetworkControlUpdate();
+  }
+  if (!IsFeedbackCollectionDone() && !monitor_intervals_.empty()) {
+    while (complete_feedback_monitor_interval_number_ <
+           monitor_intervals_.size()) {
+      monitor_intervals_[complete_feedback_monitor_interval_number_]
+          .OnPacketsFeedback(msg.PacketsWithFeedback());
+      if (!monitor_intervals_[complete_feedback_monitor_interval_number_]
+               .IsFeedbackCollectionDone())
+        break;
+      ++complete_feedback_monitor_interval_number_;
+    }
+  }
+  if (IsFeedbackCollectionDone()) {
+    if (mode_ == Mode::kDoubleCheck) {
+      mode_ = Mode::kOnlineLearning;
+    } else if (NeedDoubleCheckMeasurments()) {
+      mode_ = Mode::kDoubleCheck;
+    }
+    if (mode_ != Mode::kDoubleCheck)
+      UpdateSendingRateAndMode();
+  }
+  return NetworkControlUpdate();
+}
+
+bool PccNetworkController::NeedDoubleCheckMeasurments() const {
+  if (mode_ == Mode::kSlowStart) {
+    return false;
+  }
+  double first_loss_rate = monitor_intervals_[0].GetLossRate();
+  double second_loss_rate = monitor_intervals_[1].GetLossRate();
+  DataRate first_bitrate = monitor_intervals_[0].GetTargetSendingRate();
+  DataRate second_bitrate = monitor_intervals_[1].GetTargetSendingRate();
+  if ((first_bitrate.bps() - second_bitrate.bps()) *
+          (first_loss_rate - second_loss_rate) <
+      0) {
+    return true;
+  }
+  return false;
+}
+
+void PccNetworkController::UpdateSendingRateAndMode() {
+  if (monitor_intervals_.empty() || !IsFeedbackCollectionDone()) {
+    return;
+  }
+  if (mode_ == Mode::kSlowStart) {
+    DataRate old_bandwidth_estimate = bandwidth_estimate_;
+    bandwidth_estimate_ =
+        bitrate_controller_
+            .ComputeRateUpdateForSlowStartMode(monitor_intervals_[0])
+            .value_or(bandwidth_estimate_);
+    if (bandwidth_estimate_ <= old_bandwidth_estimate)
+      mode_ = Mode::kOnlineLearning;
+  } else {
+    RTC_DCHECK(mode_ == Mode::kOnlineLearning);
+    bandwidth_estimate_ =
+        bitrate_controller_.ComputeRateUpdateForOnlineLearningMode(
+            monitor_intervals_, bandwidth_estimate_);
+  }
+}
+
+NetworkControlUpdate PccNetworkController::OnNetworkAvailability(
+    NetworkAvailability msg) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnNetworkRouteChange(
+    NetworkRouteChange msg) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnProcessInterval(
+    ProcessInterval msg) {
+  return CreateRateUpdate(msg.at_time);
+}
+
+NetworkControlUpdate PccNetworkController::OnTargetRateConstraints(
+    TargetRateConstraints msg) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnRemoteBitrateReport(
+    RemoteBitrateReport) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnRoundTripTimeUpdate(
+    RoundTripTimeUpdate) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnTransportLossReport(
+    TransportLossReport) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnStreamsConfig(StreamsConfig msg) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnReceivedPacket(
+    ReceivedPacket msg) {
+  return NetworkControlUpdate();
+}
+
+NetworkControlUpdate PccNetworkController::OnNetworkStateEstimate(
+    NetworkStateEstimate msg) {
+  return NetworkControlUpdate();
+}
+
+}  // namespace pcc
+}  // namespace webrtc

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/pcc_network_controller.h

@@ -0,0 +1,125 @@
+/*
+ *  Copyright (c) 2018 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 MODULES_CONGESTION_CONTROLLER_PCC_PCC_NETWORK_CONTROLLER_H_
+#define MODULES_CONGESTION_CONTROLLER_PCC_PCC_NETWORK_CONTROLLER_H_
+
+#include <stddef.h>
+#include <stdint.h>
+
+#include <deque>
+#include <vector>
+
+#include "api/transport/network_control.h"
+#include "api/transport/network_types.h"
+#include "api/units/data_rate.h"
+#include "api/units/time_delta.h"
+#include "api/units/timestamp.h"
+#include "modules/congestion_controller/pcc/bitrate_controller.h"
+#include "modules/congestion_controller/pcc/monitor_interval.h"
+#include "modules/congestion_controller/pcc/rtt_tracker.h"
+#include "rtc_base/random.h"
+
+namespace webrtc {
+namespace pcc {
+
+// PCC (Performance-oriented Congestion Control) Vivace is a congestion
+// control algorithm based on online (convex) optimization in machine learning.
+// It divides time into consecutive Monitor Intervals (MI) to test sending
+// rates r(1 + eps), r(1 - eps) for the current sending rate r.
+// At the end of each MI it computes utility function to transform the
+// performance statistics into a numerical value. Then it updates current
+// sending rate using gradient ascent to maximize utility function.
+class PccNetworkController : public NetworkControllerInterface {
+ public:
+  enum class Mode {
+    kStartup,
+    // Slow start phase of PCC doubles sending rate each monitor interval.
+    kSlowStart,
+    // After getting the first decrease in utility function PCC exits slow start
+    // and enters the online learning phase.
+    kOnlineLearning,
+    // If we got that sending with the lower rate resulted in higher packet
+    // loss, then the measurements are unreliable and we need to double check
+    // them.
+    kDoubleCheck
+  };
+
+  enum class MonitorIntervalLengthStrategy {
+    // Monitor interval length adaptive when it is proportional to packets RTT.
+    kAdaptive,
+    // Monitor interval length is fixed when it is equal to the time of sending
+    // predefined amount of packets (kMinPacketsNumberPerInterval).
+    kFixed
+  };
+
+  explicit PccNetworkController(NetworkControllerConfig config);
+  ~PccNetworkController() override;
+
+  // NetworkControllerInterface
+  NetworkControlUpdate OnNetworkAvailability(NetworkAvailability msg) override;
+  NetworkControlUpdate OnNetworkRouteChange(NetworkRouteChange msg) override;
+  NetworkControlUpdate OnProcessInterval(ProcessInterval msg) override;
+  NetworkControlUpdate OnSentPacket(SentPacket msg) override;
+  NetworkControlUpdate OnTargetRateConstraints(
+      TargetRateConstraints msg) override;
+  NetworkControlUpdate OnTransportPacketsFeedback(
+      TransportPacketsFeedback msg) override;
+
+  // Part of remote bitrate estimation api, not implemented for PCC
+  NetworkControlUpdate OnStreamsConfig(StreamsConfig msg) override;
+  NetworkControlUpdate OnRemoteBitrateReport(RemoteBitrateReport msg) override;
+  NetworkControlUpdate OnRoundTripTimeUpdate(RoundTripTimeUpdate msg) override;
+  NetworkControlUpdate OnTransportLossReport(TransportLossReport msg) override;
+  NetworkControlUpdate OnReceivedPacket(ReceivedPacket msg) override;
+  NetworkControlUpdate OnNetworkStateEstimate(
+      NetworkStateEstimate msg) override;
+
+ private:
+  void UpdateSendingRateAndMode();
+  NetworkControlUpdate CreateRateUpdate(Timestamp at_time) const;
+  TimeDelta ComputeMonitorIntervalsDuration() const;
+  bool NeedDoubleCheckMeasurments() const;
+  bool IsTimeoutExpired(Timestamp current_time) const;
+  bool IsFeedbackCollectionDone() const;
+
+  Timestamp start_time_;
+  Timestamp last_sent_packet_time_;
+  TimeDelta smoothed_packets_sending_interval_;
+  Mode mode_;
+
+  // Default value used for initializing bandwidth.
+  DataRate default_bandwidth_;
+  // Current estimate r.
+  DataRate bandwidth_estimate_;
+
+  RttTracker rtt_tracker_;
+  TimeDelta monitor_interval_timeout_;
+  const MonitorIntervalLengthStrategy monitor_interval_length_strategy_;
+  const double monitor_interval_duration_ratio_;
+  const double sampling_step_;  // Epsilon.
+  const double monitor_interval_timeout_ratio_;
+  const int64_t min_packets_number_per_interval_;
+
+  PccBitrateController bitrate_controller_;
+
+  std::vector<PccMonitorInterval> monitor_intervals_;
+  std::vector<DataRate> monitor_intervals_bitrates_;
+  TimeDelta monitor_intervals_duration_;
+  size_t complete_feedback_monitor_interval_number_;
+
+  webrtc::Random random_generator_;
+  std::deque<PacketResult> last_received_packets_;
+};
+
+}  // namespace pcc
+}  // namespace webrtc
+
+#endif  // MODULES_CONGESTION_CONTROLLER_PCC_PCC_NETWORK_CONTROLLER_H_

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/rtt_tracker.cc

@@ -0,0 +1,41 @@
+/*
+ *  Copyright (c) 2018 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/pcc/rtt_tracker.h"
+
+#include <algorithm>
+
+namespace webrtc {
+namespace pcc {
+
+RttTracker::RttTracker(TimeDelta initial_rtt, double alpha)
+    : rtt_estimate_(initial_rtt), alpha_(alpha) {}
+
+void RttTracker::OnPacketsFeedback(
+    const std::vector<PacketResult>& packet_feedbacks,
+    Timestamp feedback_received_time) {
+  TimeDelta packet_rtt = TimeDelta::MinusInfinity();
+  for (const PacketResult& packet_result : packet_feedbacks) {
+    if (!packet_result.IsReceived())
+      continue;
+    packet_rtt = std::max<TimeDelta>(
+        packet_rtt,
+        feedback_received_time - packet_result.sent_packet.send_time);
+  }
+  if (packet_rtt.IsFinite())
+    rtt_estimate_ = (1 - alpha_) * rtt_estimate_ + alpha_ * packet_rtt;
+}
+
+TimeDelta RttTracker::GetRtt() const {
+  return rtt_estimate_;
+}
+
+}  // namespace pcc
+}  // namespace webrtc

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/rtt_tracker.h

@@ -0,0 +1,39 @@
+/*
+ *  Copyright (c) 2018 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 MODULES_CONGESTION_CONTROLLER_PCC_RTT_TRACKER_H_
+#define MODULES_CONGESTION_CONTROLLER_PCC_RTT_TRACKER_H_
+
+#include <vector>
+
+#include "api/transport/network_types.h"
+#include "api/units/time_delta.h"
+#include "api/units/timestamp.h"
+
+namespace webrtc {
+namespace pcc {
+
+class RttTracker {
+ public:
+  RttTracker(TimeDelta initial_rtt, double alpha);
+  // Updates RTT estimate.
+  void OnPacketsFeedback(const std::vector<PacketResult>& packet_feedbacks,
+                         Timestamp feedback_received_time);
+  TimeDelta GetRtt() const;
+
+ private:
+  TimeDelta rtt_estimate_;
+  double alpha_;
+};
+
+}  // namespace pcc
+}  // namespace webrtc
+
+#endif  // MODULES_CONGESTION_CONTROLLER_PCC_RTT_TRACKER_H_

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/utility_function.cc

@@ -0,0 +1,86 @@
+/*
+ *  Copyright (c) 2018 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/pcc/utility_function.h"
+
+#include <algorithm>
+#include <cmath>
+
+#include "api/units/data_rate.h"
+#include "rtc_base/checks.h"
+
+namespace webrtc {
+namespace pcc {
+
+VivaceUtilityFunction::VivaceUtilityFunction(
+    double delay_gradient_coefficient,
+    double loss_coefficient,
+    double throughput_coefficient,
+    double throughput_power,
+    double delay_gradient_threshold,
+    double delay_gradient_negative_bound)
+    : delay_gradient_coefficient_(delay_gradient_coefficient),
+      loss_coefficient_(loss_coefficient),
+      throughput_power_(throughput_power),
+      throughput_coefficient_(throughput_coefficient),
+      delay_gradient_threshold_(delay_gradient_threshold),
+      delay_gradient_negative_bound_(delay_gradient_negative_bound) {
+  RTC_DCHECK_GE(delay_gradient_negative_bound_, 0);
+}
+
+double VivaceUtilityFunction::Compute(
+    const PccMonitorInterval& monitor_interval) const {
+  RTC_DCHECK(monitor_interval.IsFeedbackCollectionDone());
+  double bitrate = monitor_interval.GetTargetSendingRate().bps();
+  double loss_rate = monitor_interval.GetLossRate();
+  double rtt_gradient =
+      monitor_interval.ComputeDelayGradient(delay_gradient_threshold_);
+  rtt_gradient = std::max(rtt_gradient, -delay_gradient_negative_bound_);
+  return (throughput_coefficient_ * std::pow(bitrate, throughput_power_)) -
+         (delay_gradient_coefficient_ * bitrate * rtt_gradient) -
+         (loss_coefficient_ * bitrate * loss_rate);
+}
+
+VivaceUtilityFunction::~VivaceUtilityFunction() = default;
+
+ModifiedVivaceUtilityFunction::ModifiedVivaceUtilityFunction(
+    double delay_gradient_coefficient,
+    double loss_coefficient,
+    double throughput_coefficient,
+    double throughput_power,
+    double delay_gradient_threshold,
+    double delay_gradient_negative_bound)
+    : delay_gradient_coefficient_(delay_gradient_coefficient),
+      loss_coefficient_(loss_coefficient),
+      throughput_power_(throughput_power),
+      throughput_coefficient_(throughput_coefficient),
+      delay_gradient_threshold_(delay_gradient_threshold),
+      delay_gradient_negative_bound_(delay_gradient_negative_bound) {
+  RTC_DCHECK_GE(delay_gradient_negative_bound_, 0);
+}
+
+double ModifiedVivaceUtilityFunction::Compute(
+    const PccMonitorInterval& monitor_interval) const {
+  RTC_DCHECK(monitor_interval.IsFeedbackCollectionDone());
+  double bitrate = monitor_interval.GetTargetSendingRate().bps();
+  double loss_rate = monitor_interval.GetLossRate();
+  double rtt_gradient =
+      monitor_interval.ComputeDelayGradient(delay_gradient_threshold_);
+  rtt_gradient = std::max(rtt_gradient, -delay_gradient_negative_bound_);
+  return (throughput_coefficient_ * std::pow(bitrate, throughput_power_) *
+          bitrate) -
+         (delay_gradient_coefficient_ * bitrate * bitrate * rtt_gradient) -
+         (loss_coefficient_ * bitrate * bitrate * loss_rate);
+}
+
+ModifiedVivaceUtilityFunction::~ModifiedVivaceUtilityFunction() = default;
+
+}  // namespace pcc
+}  // namespace webrtc

TMessagesProj/jni/voip/webrtc/modules/congestion_controller/pcc/utility_function.h

@@ -0,0 +1,78 @@
+/*
+ *  Copyright (c) 2018 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 MODULES_CONGESTION_CONTROLLER_PCC_UTILITY_FUNCTION_H_
+#define MODULES_CONGESTION_CONTROLLER_PCC_UTILITY_FUNCTION_H_
+
+#include "modules/congestion_controller/pcc/monitor_interval.h"
+
+namespace webrtc {
+namespace pcc {
+
+// Utility function is used by PCC to transform the performance statistics
+// (sending rate, loss rate, packets latency) gathered at one monitor interval
+// into a numerical value.
+// https://www.usenix.org/conference/nsdi18/presentation/dong
+class PccUtilityFunctionInterface {
+ public:
+  virtual double Compute(const PccMonitorInterval& monitor_interval) const = 0;
+  virtual ~PccUtilityFunctionInterface() = default;
+};
+
+// Vivace utility function were suggested in the paper "PCC Vivace:
+// Online-Learning Congestion Control", Mo Dong et all.
+class VivaceUtilityFunction : public PccUtilityFunctionInterface {
+ public:
+  VivaceUtilityFunction(double delay_gradient_coefficient,
+                        double loss_coefficient,
+                        double throughput_coefficient,
+                        double throughput_power,
+                        double delay_gradient_threshold,
+                        double delay_gradient_negative_bound);
+  double Compute(const PccMonitorInterval& monitor_interval) const override;
+  ~VivaceUtilityFunction() override;
+
+ private:
+  const double delay_gradient_coefficient_;
+  const double loss_coefficient_;
+  const double throughput_power_;
+  const double throughput_coefficient_;
+  const double delay_gradient_threshold_;
+  const double delay_gradient_negative_bound_;
+};
+
+// This utility function were obtained by tuning Vivace utility function.
+// The main difference is that gradient of modified utilify funtion (as well as
+// rate updates) scales proportionally to the sending rate which leads to
+// better performance in case of single sender.
+class ModifiedVivaceUtilityFunction : public PccUtilityFunctionInterface {
+ public:
+  ModifiedVivaceUtilityFunction(double delay_gradient_coefficient,
+                                double loss_coefficient,
+                                double throughput_coefficient,
+                                double throughput_power,
+                                double delay_gradient_threshold,
+                                double delay_gradient_negative_bound);
+  double Compute(const PccMonitorInterval& monitor_interval) const override;
+  ~ModifiedVivaceUtilityFunction() override;
+
+ private:
+  const double delay_gradient_coefficient_;
+  const double loss_coefficient_;
+  const double throughput_power_;
+  const double throughput_coefficient_;
+  const double delay_gradient_threshold_;
+  const double delay_gradient_negative_bound_;
+};
+
+}  // namespace pcc
+}  // namespace webrtc
+
+#endif  // MODULES_CONGESTION_CONTROLLER_PCC_UTILITY_FUNCTION_H_