video/quality_convergence_monitor.cc

/*
 *  Copyright (c) 2024 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 "video/quality_convergence_monitor.h"

#include <numeric>

#include "rtc_base/checks.h"
#include "rtc_base/experiments/struct_parameters_parser.h"

namespace webrtc {
namespace {
constexpr size_t kDefaultRecentWindowLength = 6;
constexpr size_t kDefaultPastWindowLength = 6;
constexpr float kDefaultAlpha = 0.06;

struct DynamicDetectionConfig {
  bool enabled = false;
  // alpha is a percentage of the codec-specific max QP value that is used to
  // determine the dynamic QP threshold:
  //   dynamic_qp_threshold = static_qp_threshold + alpha * max_QP
  double alpha = kDefaultAlpha;
  int recent_length = kDefaultRecentWindowLength;
  int past_length = kDefaultPastWindowLength;
  std::unique_ptr<StructParametersParser> Parser();
};

std::unique_ptr<StructParametersParser> DynamicDetectionConfig::Parser() {
  // The empty comments ensures that each pair is on a separate line.
  return StructParametersParser::Create("enabled", &enabled,              //
                                        "alpha", &alpha,                  //
                                        "recent_length", &recent_length,  //
                                        "past_length", &past_length);
}

QualityConvergenceMonitor::Parameters GetParameters(
    int static_qp_threshold,
    VideoCodecType codec,
    const FieldTrialsView& trials) {
  QualityConvergenceMonitor::Parameters params;
  params.static_qp_threshold = static_qp_threshold;

  DynamicDetectionConfig dynamic_config;
  // Apply codec specific settings.
  int max_qp = 0;
  switch (codec) {
    case kVideoCodecVP8:
      dynamic_config.Parser()->Parse(trials.Lookup("WebRTC-QCM-Dynamic-VP8"));
      max_qp = 127;
      break;
    case kVideoCodecVP9:
      // Change to enabled by default for VP9.
      dynamic_config.enabled = true;
      dynamic_config.Parser()->Parse(trials.Lookup("WebRTC-QCM-Dynamic-VP9"));
      max_qp = 255;
      break;
    case kVideoCodecAV1:
      // Change to enabled by default for AV1.
      dynamic_config.enabled = true;
      dynamic_config.Parser()->Parse(trials.Lookup("WebRTC-QCM-Dynamic-AV1"));
      max_qp = 255;
      break;
    case kVideoCodecGeneric:
    case kVideoCodecH264:
    case kVideoCodecH265:
      break;
  }

  if (dynamic_config.enabled) {
    params.dynamic_detection_enabled = dynamic_config.enabled;
    params.dynamic_qp_threshold =
        params.static_qp_threshold + max_qp * dynamic_config.alpha;
    params.recent_window_length = dynamic_config.recent_length;
    params.past_window_length = dynamic_config.past_length;
  }
  return params;
}
}  // namespace

QualityConvergenceMonitor::QualityConvergenceMonitor(const Parameters& params)
    : params_(params) {
  RTC_CHECK(
      !params_.dynamic_detection_enabled ||
      (params_.past_window_length > 0 && params_.recent_window_length > 0));
}

// Adds the sample to the algorithms detection window and runs the following
// convergence detection algorithm to determine if the time series of QP
// values indicates that the encoded video has reached "target quality".
//
// Definitions
//
// - Let x[n] be the pixel data of a video frame.
// - Let e[n] be the encoded representation of x[n].
// - Let qp[n] be the corresponding QP value of the encoded video frame e[n].
// - x[n] is a refresh frame if x[n] = x[n-1].
// - qp_window is a list (or queue) of stored QP values, with size
//   L <= past_window_length + recent_window_length.
// - qp_window can be partioned into:
//     qp_past = qp_window[ 0:end-recent_window_length ] and
//     qp_recent = qp_window[ -recent_window_length:end ].
// - Let dynamic_qp_threshold be a maximum QP value for which convergence
//   is accepted.
//
// Algorithm
//
// For each encoded video frame e[n], take the corresponding qp[n] and do the
// following:
// 0. Check Static Threshold: if qp[n] < static_qp_threshold, return true.
// 1. Check for Refresh Frame: If x[n] is not a refresh frame:
//     - Clear Q.
//     - Return false.
// 2. Check Previous Convergence: If x[n] is a refresh frame AND true was
//    returned for x[n-1], return true.
// 3. Update QP History: Append qp[n] to qp_window. If qp_window's length
//    exceeds past_window_length + recent_window_length, remove the first
//    element.
// 4. Check for Sufficient Data: If L <= recent_window_length, return false.
// 5. Calculate Average QP: Calculate avg(qp_past) and avg(ap_recent).
// 6. Determine Convergence: If avg(qp_past) <= dynamic_qp_threshold AND
//    avg(qp_past) <= avg(qp_recent), return true. Otherwise, return false.
//
void QualityConvergenceMonitor::AddSample(int qp, bool is_refresh_frame) {
  // Invalid QP.
  if (qp < 0) {
    qp_window_.clear();
    at_target_quality_ = false;
    return;
  }

  // 0. Check static threshold.
  if (qp <= params_.static_qp_threshold) {
    at_target_quality_ = true;
    return;
  }

  // 1. Check for refresh frame and if dynamic detection is disabled.
  if (!is_refresh_frame || !params_.dynamic_detection_enabled) {
    qp_window_.clear();
    at_target_quality_ = false;
    return;
  }

  // 2. Check previous convergence.
  RTC_CHECK(is_refresh_frame);
  if (at_target_quality_) {
    // No need to update state.
    return;
  }

  // 3. Update QP history.
  qp_window_.push_back(qp);
  if (qp_window_.size() >
      params_.recent_window_length + params_.past_window_length) {
    qp_window_.pop_front();
  }

  // 4. Check for sufficient data.
  if (qp_window_.size() <= params_.recent_window_length) {
    // No need to update state.
    RTC_CHECK(at_target_quality_ == false);
    return;
  }

  // 5. Calculate average QP.
  float qp_past_average =
      std::accumulate(qp_window_.begin(),
                      qp_window_.end() - params_.recent_window_length, 0.0) /
      (qp_window_.size() - params_.recent_window_length);
  float qp_recent_average =
      std::accumulate(qp_window_.end() - params_.recent_window_length,
                      qp_window_.end(), 0.0) /
      params_.recent_window_length;
  // 6. Determine convergence.
  if (qp_past_average <= params_.dynamic_qp_threshold &&
      qp_past_average <= qp_recent_average) {
    at_target_quality_ = true;
  }
}

bool QualityConvergenceMonitor::AtTargetQuality() const {
  return at_target_quality_;
}

// Static
std::unique_ptr<QualityConvergenceMonitor> QualityConvergenceMonitor::Create(
    int static_qp_threshold,
    VideoCodecType codec,
    const FieldTrialsView& trials) {
  Parameters params = GetParameters(static_qp_threshold, codec, trials);
  return std::unique_ptr<QualityConvergenceMonitor>(
      new QualityConvergenceMonitor(params));
}

}  // namespace webrtc