modules/video_coding/utility/quality_scaler.cc - src - Git at Google

 /*
  *  Copyright (c) 2014 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/video_coding/utility/quality_scaler.h"

 #include <memory>
 #include <utility>

 #include "api/field_trials_view.h"
 #include "api/units/time_delta.h"
 #include "api/video/video_adaptation_reason.h"
 #include "rtc_base/checks.h"
 #include "rtc_base/experiments/quality_scaler_settings.h"
 #include "rtc_base/logging.h"
 #include "rtc_base/numerics/exp_filter.h"
 #include "rtc_base/weak_ptr.h"

 namespace webrtc {

 namespace {
 // Threshold constant used until first downscale (to permit fast rampup).
 static const int kMeasureMs = 2000;
 static const float kSamplePeriodScaleFactor = 2.5;
 static const int kFramedropPercentThreshold = 60;
 static const size_t kMinFramesNeededToScale = 2 * 30;

 }  // namespace

 class QualityScaler::QpSmoother {
  public:
   explicit QpSmoother(float alpha)
       : alpha_(alpha),
         // The initial value of last_sample_ms doesn't matter since the smoother
         // will ignore the time delta for the first update.
         last_sample_ms_(0),
         smoother_(alpha) {}

   absl::optional<int> GetAvg() const {
     float value = smoother_.filtered();
     if (value == rtc::ExpFilter::kValueUndefined) {
       return absl::nullopt;
     }
     return static_cast<int>(value);
   }

   void Add(float sample, int64_t time_sent_us) {
     int64_t now_ms = time_sent_us / 1000;
     smoother_.Apply(static_cast<float>(now_ms - last_sample_ms_), sample);
     last_sample_ms_ = now_ms;
   }

   void Reset() { smoother_.Reset(alpha_); }

  private:
   const float alpha_;
   int64_t last_sample_ms_;
   rtc::ExpFilter smoother_;
 };

 // The QualityScaler checks for QP periodically by queuing CheckQpTasks. The
 // task will either run to completion and trigger a new task being queued, or it
 // will be destroyed because the QualityScaler is destroyed.
 //
 // When high or low QP is reported, the task will be pending until a callback is
 // invoked. This lets the QualityScalerQpUsageHandlerInterface react to QP usage
 // asynchronously and prevents checking for QP until the stream has potentially
 // been reconfigured.
 class QualityScaler::CheckQpTask {
  public:
   // The result of one CheckQpTask may influence the delay of the next
   // CheckQpTask.
   struct Result {
     bool observed_enough_frames = false;
     bool qp_usage_reported = false;
   };

   CheckQpTask(QualityScaler* quality_scaler, Result previous_task_result)
       : quality_scaler_(quality_scaler),
         state_(State::kNotStarted),
         previous_task_result_(previous_task_result),
         weak_ptr_factory_(this) {}

   void StartDelayedTask() {
     RTC_DCHECK_EQ(state_, State::kNotStarted);
     state_ = State::kCheckingQp;
     TaskQueueBase::Current()->PostDelayedTask(
         [this_weak_ptr = weak_ptr_factory_.GetWeakPtr(), this] {
           if (!this_weak_ptr) {
             // The task has been cancelled through destruction.
             return;
           }
           RTC_DCHECK_EQ(state_, State::kCheckingQp);
           RTC_DCHECK_RUN_ON(&quality_scaler_->task_checker_);
           switch (quality_scaler_->CheckQp()) {
             case QualityScaler::CheckQpResult::kInsufficientSamples: {
               result_.observed_enough_frames = false;
               // After this line, `this` may be deleted.
               break;
             }
             case QualityScaler::CheckQpResult::kNormalQp: {
               result_.observed_enough_frames = true;
               break;
             }
             case QualityScaler::CheckQpResult::kHighQp: {
               result_.observed_enough_frames = true;
               result_.qp_usage_reported = true;
               quality_scaler_->fast_rampup_ = false;
               quality_scaler_->handler_->OnReportQpUsageHigh();
               quality_scaler_->ClearSamples();
               break;
             }
             case QualityScaler::CheckQpResult::kLowQp: {
               result_.observed_enough_frames = true;
               result_.qp_usage_reported = true;
               quality_scaler_->handler_->OnReportQpUsageLow();
               quality_scaler_->ClearSamples();
               break;
             }
           }
           state_ = State::kCompleted;
           // Starting the next task deletes the pending task. After this line,
           // `this` has been deleted.
           quality_scaler_->StartNextCheckQpTask();
         },
         TimeDelta::Millis(GetCheckingQpDelayMs()));
   }

   bool HasCompletedTask() const { return state_ == State::kCompleted; }

   Result result() const {
     RTC_DCHECK(HasCompletedTask());
     return result_;
   }

  private:
   enum class State {
     kNotStarted,
     kCheckingQp,
     kCompleted,
   };

   // Determines the sampling period of CheckQpTasks.
   int64_t GetCheckingQpDelayMs() const {
     RTC_DCHECK_RUN_ON(&quality_scaler_->task_checker_);
     if (quality_scaler_->fast_rampup_) {
       return quality_scaler_->sampling_period_ms_;
     }
     if (quality_scaler_->experiment_enabled_ &&
         !previous_task_result_.observed_enough_frames) {
       // Use half the interval while waiting for enough frames.
       return quality_scaler_->sampling_period_ms_ / 2;
     }
     if (quality_scaler_->scale_factor_ &&
         !previous_task_result_.qp_usage_reported) {
       // Last CheckQp did not call AdaptDown/Up, possibly reduce interval.
       return quality_scaler_->sampling_period_ms_ *
              quality_scaler_->scale_factor_.value();
     }
     return quality_scaler_->sampling_period_ms_ *
            quality_scaler_->initial_scale_factor_;
   }

   QualityScaler* const quality_scaler_;
   State state_;
   const Result previous_task_result_;
   Result result_;

   rtc::WeakPtrFactory<CheckQpTask> weak_ptr_factory_;
 };

 QualityScaler::QualityScaler(QualityScalerQpUsageHandlerInterface* handler,
                              VideoEncoder::QpThresholds thresholds,
                              const FieldTrialsView& field_trials)
     : QualityScaler(handler, thresholds, field_trials, kMeasureMs) {}

 // Protected ctor, should not be called directly.
 QualityScaler::QualityScaler(QualityScalerQpUsageHandlerInterface* handler,
                              VideoEncoder::QpThresholds thresholds,
                              const FieldTrialsView& field_trials,
                              int64_t default_sampling_period_ms)
     : handler_(handler),
       thresholds_(thresholds),
       sampling_period_ms_(QualityScalerSettings(field_trials)
                               .SamplingPeriodMs()
                               .value_or(default_sampling_period_ms)),
       fast_rampup_(true),
       // Arbitrarily choose size based on 30 fps for 5 seconds.
       average_qp_(QualityScalerSettings(field_trials)
                       .AverageQpWindow()
                       .value_or(5 * 30)),
       framedrop_percent_media_opt_(5 * 30),
       framedrop_percent_all_(5 * 30),
       experiment_enabled_(QualityScalingExperiment::Enabled(field_trials)),
       min_frames_needed_(QualityScalerSettings(field_trials)
                              .MinFrames()
                              .value_or(kMinFramesNeededToScale)),
       initial_scale_factor_(QualityScalerSettings(field_trials)
                                 .InitialScaleFactor()
                                 .value_or(kSamplePeriodScaleFactor)),
       scale_factor_(QualityScalerSettings(field_trials).ScaleFactor()) {
   RTC_DCHECK_RUN_ON(&task_checker_);
   if (experiment_enabled_) {
     config_ = QualityScalingExperiment::GetConfig(field_trials);
     qp_smoother_high_.reset(new QpSmoother(config_.alpha_high));
     qp_smoother_low_.reset(new QpSmoother(config_.alpha_low));
   }
   RTC_DCHECK(handler_ != nullptr);
   StartNextCheckQpTask();
   RTC_LOG(LS_INFO) << "QP thresholds: low: " << thresholds_.low
                    << ", high: " << thresholds_.high;
 }

 QualityScaler::~QualityScaler() {
   RTC_DCHECK_RUN_ON(&task_checker_);
 }

 void QualityScaler::StartNextCheckQpTask() {
   RTC_DCHECK_RUN_ON(&task_checker_);
   RTC_DCHECK(!pending_qp_task_ || pending_qp_task_->HasCompletedTask())
       << "A previous CheckQpTask has not completed yet!";
   CheckQpTask::Result previous_task_result;
   if (pending_qp_task_) {
     previous_task_result = pending_qp_task_->result();
   }
   pending_qp_task_ = std::make_unique<CheckQpTask>(this, previous_task_result);
   pending_qp_task_->StartDelayedTask();
 }

 void QualityScaler::SetQpThresholds(VideoEncoder::QpThresholds thresholds) {
   RTC_DCHECK_RUN_ON(&task_checker_);
   thresholds_ = thresholds;
 }

 void QualityScaler::ReportDroppedFrameByMediaOpt() {
   RTC_DCHECK_RUN_ON(&task_checker_);
   framedrop_percent_media_opt_.AddSample(100);
   framedrop_percent_all_.AddSample(100);
 }

 void QualityScaler::ReportDroppedFrameByEncoder() {
   RTC_DCHECK_RUN_ON(&task_checker_);
   framedrop_percent_all_.AddSample(100);
 }

 void QualityScaler::ReportQp(int qp, int64_t time_sent_us) {
   RTC_DCHECK_RUN_ON(&task_checker_);
   framedrop_percent_media_opt_.AddSample(0);
   framedrop_percent_all_.AddSample(0);
   average_qp_.AddSample(qp);
   if (qp_smoother_high_)
     qp_smoother_high_->Add(qp, time_sent_us);
   if (qp_smoother_low_)
     qp_smoother_low_->Add(qp, time_sent_us);
 }

 bool QualityScaler::QpFastFilterLow() const {
   RTC_DCHECK_RUN_ON(&task_checker_);
   size_t num_frames = config_.use_all_drop_reasons
                           ? framedrop_percent_all_.Size()
                           : framedrop_percent_media_opt_.Size();
   const size_t kMinNumFrames = 10;
   if (num_frames < kMinNumFrames) {
     return false;  // Wait for more frames before making a decision.
   }
   absl::optional<int> avg_qp_high = qp_smoother_high_
                                         ? qp_smoother_high_->GetAvg()
                                         : average_qp_.GetAverageRoundedDown();
   return (avg_qp_high) ? (avg_qp_high.value() <= thresholds_.low) : false;
 }

 QualityScaler::CheckQpResult QualityScaler::CheckQp() const {
   RTC_DCHECK_RUN_ON(&task_checker_);
   // Should be set through InitEncode -> Should be set by now.
   RTC_DCHECK_GE(thresholds_.low, 0);

   // If we have not observed at least this many frames we can't make a good
   // scaling decision.
   const size_t frames = config_.use_all_drop_reasons
                             ? framedrop_percent_all_.Size()
                             : framedrop_percent_media_opt_.Size();
   if (frames < min_frames_needed_) {
     return CheckQpResult::kInsufficientSamples;
   }

   // Check if we should scale down due to high frame drop.
   const absl::optional<int> drop_rate =
       config_.use_all_drop_reasons
           ? framedrop_percent_all_.GetAverageRoundedDown()
           : framedrop_percent_media_opt_.GetAverageRoundedDown();
   if (drop_rate && *drop_rate >= kFramedropPercentThreshold) {
     RTC_LOG(LS_INFO) << "Reporting high QP, framedrop percent " << *drop_rate;
     return CheckQpResult::kHighQp;
   }

   // Check if we should scale up or down based on QP.
   const absl::optional<int> avg_qp_high =
       qp_smoother_high_ ? qp_smoother_high_->GetAvg()
                         : average_qp_.GetAverageRoundedDown();
   const absl::optional<int> avg_qp_low =
       qp_smoother_low_ ? qp_smoother_low_->GetAvg()
                        : average_qp_.GetAverageRoundedDown();
   if (avg_qp_high && avg_qp_low) {
     RTC_LOG(LS_INFO) << "Checking average QP " << *avg_qp_high << " ("
                      << *avg_qp_low << ").";
     if (*avg_qp_high > thresholds_.high) {
       return CheckQpResult::kHighQp;
     }
     if (*avg_qp_low <= thresholds_.low) {
       // QP has been low. We want to try a higher resolution.
       return CheckQpResult::kLowQp;
     }
   }
   return CheckQpResult::kNormalQp;
 }

 void QualityScaler::ClearSamples() {
   RTC_DCHECK_RUN_ON(&task_checker_);
   framedrop_percent_media_opt_.Reset();
   framedrop_percent_all_.Reset();
   average_qp_.Reset();
   if (qp_smoother_high_)
     qp_smoother_high_->Reset();
   if (qp_smoother_low_)
     qp_smoother_low_->Reset();
 }

 QualityScalerQpUsageHandlerInterface::~QualityScalerQpUsageHandlerInterface() {}

 }  // namespace webrtc
	/*
	* Copyright (c) 2014 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/video_coding/utility/quality_scaler.h"

	#include <memory>
	#include <utility>

	#include "api/field_trials_view.h"
	#include "api/units/time_delta.h"
	#include "api/video/video_adaptation_reason.h"
	#include "rtc_base/checks.h"
	#include "rtc_base/experiments/quality_scaler_settings.h"
	#include "rtc_base/logging.h"
	#include "rtc_base/numerics/exp_filter.h"
	#include "rtc_base/weak_ptr.h"

	namespace webrtc {

	namespace {
	// Threshold constant used until first downscale (to permit fast rampup).
	static const int kMeasureMs = 2000;
	static const float kSamplePeriodScaleFactor = 2.5;
	static const int kFramedropPercentThreshold = 60;
	static const size_t kMinFramesNeededToScale = 2 * 30;

	} // namespace

	class QualityScaler::QpSmoother {
	public:
	explicit QpSmoother(float alpha)
	: alpha_(alpha),
	// The initial value of last_sample_ms doesn't matter since the smoother
	// will ignore the time delta for the first update.
	last_sample_ms_(0),
	smoother_(alpha) {}

	absl::optional<int> GetAvg() const {
	float value = smoother_.filtered();
	if (value == rtc::ExpFilter::kValueUndefined) {
	return absl::nullopt;
	}
	return static_cast<int>(value);
	}

	void Add(float sample, int64_t time_sent_us) {
	int64_t now_ms = time_sent_us / 1000;
	smoother_.Apply(static_cast<float>(now_ms - last_sample_ms_), sample);
	last_sample_ms_ = now_ms;
	}

	void Reset() { smoother_.Reset(alpha_); }

	private:
	const float alpha_;
	int64_t last_sample_ms_;
	rtc::ExpFilter smoother_;
	};

	// The QualityScaler checks for QP periodically by queuing CheckQpTasks. The
	// task will either run to completion and trigger a new task being queued, or it
	// will be destroyed because the QualityScaler is destroyed.
	//
	// When high or low QP is reported, the task will be pending until a callback is
	// invoked. This lets the QualityScalerQpUsageHandlerInterface react to QP usage
	// asynchronously and prevents checking for QP until the stream has potentially
	// been reconfigured.
	class QualityScaler::CheckQpTask {
	public:
	// The result of one CheckQpTask may influence the delay of the next
	// CheckQpTask.
	struct Result {
	bool observed_enough_frames = false;
	bool qp_usage_reported = false;
	};

	CheckQpTask(QualityScaler* quality_scaler, Result previous_task_result)
	: quality_scaler_(quality_scaler),
	state_(State::kNotStarted),
	previous_task_result_(previous_task_result),
	weak_ptr_factory_(this) {}

	void StartDelayedTask() {
	RTC_DCHECK_EQ(state_, State::kNotStarted);
	state_ = State::kCheckingQp;
	TaskQueueBase::Current()->PostDelayedTask(
	[this_weak_ptr = weak_ptr_factory_.GetWeakPtr(), this] {
	if (!this_weak_ptr) {
	// The task has been cancelled through destruction.
	return;
	}
	RTC_DCHECK_EQ(state_, State::kCheckingQp);
	RTC_DCHECK_RUN_ON(&quality_scaler_->task_checker_);
	switch (quality_scaler_->CheckQp()) {
	case QualityScaler::CheckQpResult::kInsufficientSamples: {
	result_.observed_enough_frames = false;
	// After this line, `this` may be deleted.
	break;
	}
	case QualityScaler::CheckQpResult::kNormalQp: {
	result_.observed_enough_frames = true;
	break;
	}
	case QualityScaler::CheckQpResult::kHighQp: {
	result_.observed_enough_frames = true;
	result_.qp_usage_reported = true;
	quality_scaler_->fast_rampup_ = false;
	quality_scaler_->handler_->OnReportQpUsageHigh();
	quality_scaler_->ClearSamples();
	break;
	}
	case QualityScaler::CheckQpResult::kLowQp: {
	result_.observed_enough_frames = true;
	result_.qp_usage_reported = true;
	quality_scaler_->handler_->OnReportQpUsageLow();
	quality_scaler_->ClearSamples();
	break;
	}
	}
	state_ = State::kCompleted;
	// Starting the next task deletes the pending task. After this line,
	// `this` has been deleted.
	quality_scaler_->StartNextCheckQpTask();
	},
	TimeDelta::Millis(GetCheckingQpDelayMs()));
	}

	bool HasCompletedTask() const { return state_ == State::kCompleted; }

	Result result() const {
	RTC_DCHECK(HasCompletedTask());
	return result_;
	}

	private:
	enum class State {
	kNotStarted,
	kCheckingQp,
	kCompleted,
	};

	// Determines the sampling period of CheckQpTasks.
	int64_t GetCheckingQpDelayMs() const {
	RTC_DCHECK_RUN_ON(&quality_scaler_->task_checker_);
	if (quality_scaler_->fast_rampup_) {
	return quality_scaler_->sampling_period_ms_;
	}
	if (quality_scaler_->experiment_enabled_ &&
	!previous_task_result_.observed_enough_frames) {
	// Use half the interval while waiting for enough frames.
	return quality_scaler_->sampling_period_ms_ / 2;
	}
	if (quality_scaler_->scale_factor_ &&
	!previous_task_result_.qp_usage_reported) {
	// Last CheckQp did not call AdaptDown/Up, possibly reduce interval.
	return quality_scaler_->sampling_period_ms_ *
	quality_scaler_->scale_factor_.value();
	}
	return quality_scaler_->sampling_period_ms_ *
	quality_scaler_->initial_scale_factor_;
	}

	QualityScaler* const quality_scaler_;
	State state_;
	const Result previous_task_result_;
	Result result_;

	rtc::WeakPtrFactory<CheckQpTask> weak_ptr_factory_;
	};

	QualityScaler::QualityScaler(QualityScalerQpUsageHandlerInterface* handler,
	VideoEncoder::QpThresholds thresholds,
	const FieldTrialsView& field_trials)
	: QualityScaler(handler, thresholds, field_trials, kMeasureMs) {}

	// Protected ctor, should not be called directly.
	QualityScaler::QualityScaler(QualityScalerQpUsageHandlerInterface* handler,
	VideoEncoder::QpThresholds thresholds,
	const FieldTrialsView& field_trials,
	int64_t default_sampling_period_ms)
	: handler_(handler),
	thresholds_(thresholds),
	sampling_period_ms_(QualityScalerSettings(field_trials)
	.SamplingPeriodMs()
	.value_or(default_sampling_period_ms)),
	fast_rampup_(true),
	// Arbitrarily choose size based on 30 fps for 5 seconds.
	average_qp_(QualityScalerSettings(field_trials)
	.AverageQpWindow()
	.value_or(5 * 30)),
	framedrop_percent_media_opt_(5 * 30),
	framedrop_percent_all_(5 * 30),
	experiment_enabled_(QualityScalingExperiment::Enabled(field_trials)),
	min_frames_needed_(QualityScalerSettings(field_trials)
	.MinFrames()
	.value_or(kMinFramesNeededToScale)),
	initial_scale_factor_(QualityScalerSettings(field_trials)
	.InitialScaleFactor()
	.value_or(kSamplePeriodScaleFactor)),
	scale_factor_(QualityScalerSettings(field_trials).ScaleFactor()) {
	RTC_DCHECK_RUN_ON(&task_checker_);
	if (experiment_enabled_) {
	config_ = QualityScalingExperiment::GetConfig(field_trials);
	qp_smoother_high_.reset(new QpSmoother(config_.alpha_high));
	qp_smoother_low_.reset(new QpSmoother(config_.alpha_low));
	}
	RTC_DCHECK(handler_ != nullptr);
	StartNextCheckQpTask();
	RTC_LOG(LS_INFO) << "QP thresholds: low: " << thresholds_.low
	<< ", high: " << thresholds_.high;
	}

	QualityScaler::~QualityScaler() {
	RTC_DCHECK_RUN_ON(&task_checker_);
	}

	void QualityScaler::StartNextCheckQpTask() {
	RTC_DCHECK_RUN_ON(&task_checker_);
	RTC_DCHECK(!pending_qp_task_ \|\| pending_qp_task_->HasCompletedTask())
	<< "A previous CheckQpTask has not completed yet!";
	CheckQpTask::Result previous_task_result;
	if (pending_qp_task_) {
	previous_task_result = pending_qp_task_->result();
	}
	pending_qp_task_ = std::make_unique<CheckQpTask>(this, previous_task_result);
	pending_qp_task_->StartDelayedTask();
	}

	void QualityScaler::SetQpThresholds(VideoEncoder::QpThresholds thresholds) {
	RTC_DCHECK_RUN_ON(&task_checker_);
	thresholds_ = thresholds;
	}

	void QualityScaler::ReportDroppedFrameByMediaOpt() {
	RTC_DCHECK_RUN_ON(&task_checker_);
	framedrop_percent_media_opt_.AddSample(100);
	framedrop_percent_all_.AddSample(100);
	}

	void QualityScaler::ReportDroppedFrameByEncoder() {
	RTC_DCHECK_RUN_ON(&task_checker_);
	framedrop_percent_all_.AddSample(100);
	}

	void QualityScaler::ReportQp(int qp, int64_t time_sent_us) {
	RTC_DCHECK_RUN_ON(&task_checker_);
	framedrop_percent_media_opt_.AddSample(0);
	framedrop_percent_all_.AddSample(0);
	average_qp_.AddSample(qp);
	if (qp_smoother_high_)
	qp_smoother_high_->Add(qp, time_sent_us);
	if (qp_smoother_low_)
	qp_smoother_low_->Add(qp, time_sent_us);
	}

	bool QualityScaler::QpFastFilterLow() const {
	RTC_DCHECK_RUN_ON(&task_checker_);
	size_t num_frames = config_.use_all_drop_reasons
	? framedrop_percent_all_.Size()
	: framedrop_percent_media_opt_.Size();
	const size_t kMinNumFrames = 10;
	if (num_frames < kMinNumFrames) {
	return false; // Wait for more frames before making a decision.
	}
	absl::optional<int> avg_qp_high = qp_smoother_high_
	? qp_smoother_high_->GetAvg()
	: average_qp_.GetAverageRoundedDown();
	return (avg_qp_high) ? (avg_qp_high.value() <= thresholds_.low) : false;
	}

	QualityScaler::CheckQpResult QualityScaler::CheckQp() const {
	RTC_DCHECK_RUN_ON(&task_checker_);
	// Should be set through InitEncode -> Should be set by now.
	RTC_DCHECK_GE(thresholds_.low, 0);

	// If we have not observed at least this many frames we can't make a good
	// scaling decision.
	const size_t frames = config_.use_all_drop_reasons
	? framedrop_percent_all_.Size()
	: framedrop_percent_media_opt_.Size();
	if (frames < min_frames_needed_) {
	return CheckQpResult::kInsufficientSamples;
	}

	// Check if we should scale down due to high frame drop.
	const absl::optional<int> drop_rate =
	config_.use_all_drop_reasons
	? framedrop_percent_all_.GetAverageRoundedDown()
	: framedrop_percent_media_opt_.GetAverageRoundedDown();
	if (drop_rate && *drop_rate >= kFramedropPercentThreshold) {
	RTC_LOG(LS_INFO) << "Reporting high QP, framedrop percent " << *drop_rate;
	return CheckQpResult::kHighQp;
	}

	// Check if we should scale up or down based on QP.
	const absl::optional<int> avg_qp_high =
	qp_smoother_high_ ? qp_smoother_high_->GetAvg()
	: average_qp_.GetAverageRoundedDown();
	const absl::optional<int> avg_qp_low =
	qp_smoother_low_ ? qp_smoother_low_->GetAvg()
	: average_qp_.GetAverageRoundedDown();
	if (avg_qp_high && avg_qp_low) {
	RTC_LOG(LS_INFO) << "Checking average QP " << *avg_qp_high << " ("
	<< *avg_qp_low << ").";
	if (*avg_qp_high > thresholds_.high) {
	return CheckQpResult::kHighQp;
	}
	if (*avg_qp_low <= thresholds_.low) {
	// QP has been low. We want to try a higher resolution.
	return CheckQpResult::kLowQp;
	}
	}
	return CheckQpResult::kNormalQp;
	}

	void QualityScaler::ClearSamples() {
	RTC_DCHECK_RUN_ON(&task_checker_);
	framedrop_percent_media_opt_.Reset();
	framedrop_percent_all_.Reset();
	average_qp_.Reset();
	if (qp_smoother_high_)
	qp_smoother_high_->Reset();
	if (qp_smoother_low_)
	qp_smoother_low_->Reset();
	}

	QualityScalerQpUsageHandlerInterface::~QualityScalerQpUsageHandlerInterface() {}

	} // namespace webrtc