466 lines
18 KiB
C++
466 lines
18 KiB
C++
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/*
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* Copyright (c) 2017 The WebRTC project authors. All Rights Reserved.
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*
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* Use of this source code is governed by a BSD-style license
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* that can be found in the LICENSE file in the root of the source
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* tree. An additional intellectual property rights grant can be found
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* in the file PATENTS. All contributing project authors may
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* be found in the AUTHORS file in the root of the source tree.
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*/
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#include "modules/audio_processing/aec3/suppression_gain.h"
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#include <math.h>
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#include <stddef.h>
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#include <algorithm>
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#include <numeric>
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#include "modules/audio_processing/aec3/dominant_nearend_detector.h"
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#include "modules/audio_processing/aec3/moving_average.h"
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#include "modules/audio_processing/aec3/subband_nearend_detector.h"
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#include "modules/audio_processing/aec3/vector_math.h"
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#include "modules/audio_processing/logging/apm_data_dumper.h"
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#include "rtc_base/checks.h"
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#include "system_wrappers/include/field_trial.h"
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namespace webrtc {
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namespace {
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void LimitLowFrequencyGains(std::array<float, kFftLengthBy2Plus1>* gain) {
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// Limit the low frequency gains to avoid the impact of the high-pass filter
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// on the lower-frequency gain influencing the overall achieved gain.
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(*gain)[0] = (*gain)[1] = std::min((*gain)[1], (*gain)[2]);
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}
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void LimitHighFrequencyGains(bool conservative_hf_suppression,
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std::array<float, kFftLengthBy2Plus1>* gain) {
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// Limit the high frequency gains to avoid echo leakage due to an imperfect
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// filter.
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constexpr size_t kFirstBandToLimit = (64 * 2000) / 8000;
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const float min_upper_gain = (*gain)[kFirstBandToLimit];
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std::for_each(
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gain->begin() + kFirstBandToLimit + 1, gain->end(),
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[min_upper_gain](float& a) { a = std::min(a, min_upper_gain); });
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(*gain)[kFftLengthBy2] = (*gain)[kFftLengthBy2Minus1];
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if (conservative_hf_suppression) {
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// Limits the gain in the frequencies for which the adaptive filter has not
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// converged.
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// TODO(peah): Make adaptive to take the actual filter error into account.
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constexpr size_t kUpperAccurateBandPlus1 = 29;
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constexpr float oneByBandsInSum =
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1 / static_cast<float>(kUpperAccurateBandPlus1 - 20);
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const float hf_gain_bound =
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std::accumulate(gain->begin() + 20,
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gain->begin() + kUpperAccurateBandPlus1, 0.f) *
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oneByBandsInSum;
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std::for_each(
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gain->begin() + kUpperAccurateBandPlus1, gain->end(),
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[hf_gain_bound](float& a) { a = std::min(a, hf_gain_bound); });
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}
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}
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// Scales the echo according to assessed audibility at the other end.
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void WeightEchoForAudibility(const EchoCanceller3Config& config,
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rtc::ArrayView<const float> echo,
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rtc::ArrayView<float> weighted_echo) {
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RTC_DCHECK_EQ(kFftLengthBy2Plus1, echo.size());
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RTC_DCHECK_EQ(kFftLengthBy2Plus1, weighted_echo.size());
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auto weigh = [](float threshold, float normalizer, size_t begin, size_t end,
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rtc::ArrayView<const float> echo,
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rtc::ArrayView<float> weighted_echo) {
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for (size_t k = begin; k < end; ++k) {
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if (echo[k] < threshold) {
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float tmp = (threshold - echo[k]) * normalizer;
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weighted_echo[k] = echo[k] * std::max(0.f, 1.f - tmp * tmp);
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} else {
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weighted_echo[k] = echo[k];
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}
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}
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};
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float threshold = config.echo_audibility.floor_power *
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config.echo_audibility.audibility_threshold_lf;
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float normalizer = 1.f / (threshold - config.echo_audibility.floor_power);
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weigh(threshold, normalizer, 0, 3, echo, weighted_echo);
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threshold = config.echo_audibility.floor_power *
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config.echo_audibility.audibility_threshold_mf;
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normalizer = 1.f / (threshold - config.echo_audibility.floor_power);
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weigh(threshold, normalizer, 3, 7, echo, weighted_echo);
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threshold = config.echo_audibility.floor_power *
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config.echo_audibility.audibility_threshold_hf;
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normalizer = 1.f / (threshold - config.echo_audibility.floor_power);
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weigh(threshold, normalizer, 7, kFftLengthBy2Plus1, echo, weighted_echo);
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}
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} // namespace
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std::atomic<int> SuppressionGain::instance_count_(0);
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float SuppressionGain::UpperBandsGain(
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>> echo_spectrum,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
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comfort_noise_spectrum,
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const absl::optional<int>& narrow_peak_band,
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bool saturated_echo,
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const Block& render,
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const std::array<float, kFftLengthBy2Plus1>& low_band_gain) const {
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RTC_DCHECK_LT(0, render.NumBands());
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if (render.NumBands() == 1) {
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return 1.f;
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}
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const int num_render_channels = render.NumChannels();
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if (narrow_peak_band &&
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(*narrow_peak_band > static_cast<int>(kFftLengthBy2Plus1 - 10))) {
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return 0.001f;
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}
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constexpr size_t kLowBandGainLimit = kFftLengthBy2 / 2;
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const float gain_below_8_khz = *std::min_element(
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low_band_gain.begin() + kLowBandGainLimit, low_band_gain.end());
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// Always attenuate the upper bands when there is saturated echo.
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if (saturated_echo) {
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return std::min(0.001f, gain_below_8_khz);
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}
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// Compute the upper and lower band energies.
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const auto sum_of_squares = [](float a, float b) { return a + b * b; };
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float low_band_energy = 0.f;
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for (int ch = 0; ch < num_render_channels; ++ch) {
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const float channel_energy =
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std::accumulate(render.begin(/*band=*/0, ch),
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render.end(/*band=*/0, ch), 0.0f, sum_of_squares);
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low_band_energy = std::max(low_band_energy, channel_energy);
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}
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float high_band_energy = 0.f;
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for (int k = 1; k < render.NumBands(); ++k) {
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for (int ch = 0; ch < num_render_channels; ++ch) {
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const float energy = std::accumulate(
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render.begin(k, ch), render.end(k, ch), 0.f, sum_of_squares);
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high_band_energy = std::max(high_band_energy, energy);
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}
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}
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// If there is more power in the lower frequencies than the upper frequencies,
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// or if the power in upper frequencies is low, do not bound the gain in the
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// upper bands.
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float anti_howling_gain;
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const float activation_threshold =
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kBlockSize * config_.suppressor.high_bands_suppression
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.anti_howling_activation_threshold;
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if (high_band_energy < std::max(low_band_energy, activation_threshold)) {
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anti_howling_gain = 1.f;
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} else {
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// In all other cases, bound the gain for upper frequencies.
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RTC_DCHECK_LE(low_band_energy, high_band_energy);
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RTC_DCHECK_NE(0.f, high_band_energy);
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anti_howling_gain =
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config_.suppressor.high_bands_suppression.anti_howling_gain *
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sqrtf(low_band_energy / high_band_energy);
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}
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float gain_bound = 1.f;
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if (!dominant_nearend_detector_->IsNearendState()) {
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// Bound the upper gain during significant echo activity.
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const auto& cfg = config_.suppressor.high_bands_suppression;
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auto low_frequency_energy = [](rtc::ArrayView<const float> spectrum) {
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RTC_DCHECK_LE(16, spectrum.size());
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return std::accumulate(spectrum.begin() + 1, spectrum.begin() + 16, 0.f);
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};
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for (size_t ch = 0; ch < num_capture_channels_; ++ch) {
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const float echo_sum = low_frequency_energy(echo_spectrum[ch]);
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const float noise_sum = low_frequency_energy(comfort_noise_spectrum[ch]);
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if (echo_sum > cfg.enr_threshold * noise_sum) {
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gain_bound = cfg.max_gain_during_echo;
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break;
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}
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}
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}
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// Choose the gain as the minimum of the lower and upper gains.
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return std::min(std::min(gain_below_8_khz, anti_howling_gain), gain_bound);
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}
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// Computes the gain to reduce the echo to a non audible level.
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void SuppressionGain::GainToNoAudibleEcho(
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const std::array<float, kFftLengthBy2Plus1>& nearend,
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const std::array<float, kFftLengthBy2Plus1>& echo,
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const std::array<float, kFftLengthBy2Plus1>& masker,
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std::array<float, kFftLengthBy2Plus1>* gain) const {
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const auto& p = dominant_nearend_detector_->IsNearendState() ? nearend_params_
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: normal_params_;
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for (size_t k = 0; k < gain->size(); ++k) {
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float enr = echo[k] / (nearend[k] + 1.f); // Echo-to-nearend ratio.
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float emr = echo[k] / (masker[k] + 1.f); // Echo-to-masker (noise) ratio.
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float g = 1.0f;
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if (enr > p.enr_transparent_[k] && emr > p.emr_transparent_[k]) {
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g = (p.enr_suppress_[k] - enr) /
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(p.enr_suppress_[k] - p.enr_transparent_[k]);
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g = std::max(g, p.emr_transparent_[k] / emr);
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}
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(*gain)[k] = g;
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}
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}
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// Compute the minimum gain as the attenuating gain to put the signal just
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// above the zero sample values.
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void SuppressionGain::GetMinGain(
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rtc::ArrayView<const float> weighted_residual_echo,
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rtc::ArrayView<const float> last_nearend,
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rtc::ArrayView<const float> last_echo,
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bool low_noise_render,
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bool saturated_echo,
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rtc::ArrayView<float> min_gain) const {
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if (!saturated_echo) {
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const float min_echo_power =
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low_noise_render ? config_.echo_audibility.low_render_limit
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: config_.echo_audibility.normal_render_limit;
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for (size_t k = 0; k < min_gain.size(); ++k) {
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min_gain[k] = weighted_residual_echo[k] > 0.f
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? min_echo_power / weighted_residual_echo[k]
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: 1.f;
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min_gain[k] = std::min(min_gain[k], 1.f);
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}
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if (!initial_state_ ||
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config_.suppressor.lf_smoothing_during_initial_phase) {
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const float& dec = dominant_nearend_detector_->IsNearendState()
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? nearend_params_.max_dec_factor_lf
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: normal_params_.max_dec_factor_lf;
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for (int k = 0; k <= config_.suppressor.last_lf_smoothing_band; ++k) {
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// Make sure the gains of the low frequencies do not decrease too
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// quickly after strong nearend.
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if (last_nearend[k] > last_echo[k] ||
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k <= config_.suppressor.last_permanent_lf_smoothing_band) {
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min_gain[k] = std::max(min_gain[k], last_gain_[k] * dec);
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min_gain[k] = std::min(min_gain[k], 1.f);
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}
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}
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}
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} else {
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std::fill(min_gain.begin(), min_gain.end(), 0.f);
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}
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}
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// Compute the maximum gain by limiting the gain increase from the previous
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// gain.
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void SuppressionGain::GetMaxGain(rtc::ArrayView<float> max_gain) const {
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const auto& inc = dominant_nearend_detector_->IsNearendState()
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? nearend_params_.max_inc_factor
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: normal_params_.max_inc_factor;
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const auto& floor = config_.suppressor.floor_first_increase;
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for (size_t k = 0; k < max_gain.size(); ++k) {
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max_gain[k] = std::min(std::max(last_gain_[k] * inc, floor), 1.f);
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}
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}
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void SuppressionGain::LowerBandGain(
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bool low_noise_render,
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const AecState& aec_state,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
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suppressor_input,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>> residual_echo,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>> comfort_noise,
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bool clock_drift,
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std::array<float, kFftLengthBy2Plus1>* gain) {
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gain->fill(1.f);
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const bool saturated_echo = aec_state.SaturatedEcho();
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std::array<float, kFftLengthBy2Plus1> max_gain;
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GetMaxGain(max_gain);
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for (size_t ch = 0; ch < num_capture_channels_; ++ch) {
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std::array<float, kFftLengthBy2Plus1> G;
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std::array<float, kFftLengthBy2Plus1> nearend;
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nearend_smoothers_[ch].Average(suppressor_input[ch], nearend);
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// Weight echo power in terms of audibility.
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std::array<float, kFftLengthBy2Plus1> weighted_residual_echo;
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WeightEchoForAudibility(config_, residual_echo[ch], weighted_residual_echo);
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std::array<float, kFftLengthBy2Plus1> min_gain;
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GetMinGain(weighted_residual_echo, last_nearend_[ch], last_echo_[ch],
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low_noise_render, saturated_echo, min_gain);
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GainToNoAudibleEcho(nearend, weighted_residual_echo, comfort_noise[0], &G);
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// Clamp gains.
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for (size_t k = 0; k < gain->size(); ++k) {
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G[k] = std::max(std::min(G[k], max_gain[k]), min_gain[k]);
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(*gain)[k] = std::min((*gain)[k], G[k]);
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}
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// Store data required for the gain computation of the next block.
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std::copy(nearend.begin(), nearend.end(), last_nearend_[ch].begin());
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std::copy(weighted_residual_echo.begin(), weighted_residual_echo.end(),
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last_echo_[ch].begin());
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}
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LimitLowFrequencyGains(gain);
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// Use conservative high-frequency gains during clock-drift or when not in
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// dominant nearend.
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if (!dominant_nearend_detector_->IsNearendState() || clock_drift ||
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config_.suppressor.conservative_hf_suppression) {
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LimitHighFrequencyGains(config_.suppressor.conservative_hf_suppression,
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gain);
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}
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// Store computed gains.
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std::copy(gain->begin(), gain->end(), last_gain_.begin());
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// Transform gains to amplitude domain.
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aec3::VectorMath(optimization_).Sqrt(*gain);
|
||
|
|
}
|
||
|
|
|
||
|
|
SuppressionGain::SuppressionGain(const EchoCanceller3Config& config,
|
||
|
|
Aec3Optimization optimization,
|
||
|
|
int sample_rate_hz,
|
||
|
|
size_t num_capture_channels)
|
||
|
|
: data_dumper_(new ApmDataDumper(instance_count_.fetch_add(1) + 1)),
|
||
|
|
optimization_(optimization),
|
||
|
|
config_(config),
|
||
|
|
num_capture_channels_(num_capture_channels),
|
||
|
|
state_change_duration_blocks_(
|
||
|
|
static_cast<int>(config_.filter.config_change_duration_blocks)),
|
||
|
|
last_nearend_(num_capture_channels_, {0}),
|
||
|
|
last_echo_(num_capture_channels_, {0}),
|
||
|
|
nearend_smoothers_(
|
||
|
|
num_capture_channels_,
|
||
|
|
aec3::MovingAverage(kFftLengthBy2Plus1,
|
||
|
|
config.suppressor.nearend_average_blocks)),
|
||
|
|
nearend_params_(config_.suppressor.last_lf_band,
|
||
|
|
config_.suppressor.first_hf_band,
|
||
|
|
config_.suppressor.nearend_tuning),
|
||
|
|
normal_params_(config_.suppressor.last_lf_band,
|
||
|
|
config_.suppressor.first_hf_band,
|
||
|
|
config_.suppressor.normal_tuning),
|
||
|
|
use_unbounded_echo_spectrum_(config.suppressor.dominant_nearend_detection
|
||
|
|
.use_unbounded_echo_spectrum) {
|
||
|
|
RTC_DCHECK_LT(0, state_change_duration_blocks_);
|
||
|
|
last_gain_.fill(1.f);
|
||
|
|
if (config_.suppressor.use_subband_nearend_detection) {
|
||
|
|
dominant_nearend_detector_ = std::make_unique<SubbandNearendDetector>(
|
||
|
|
config_.suppressor.subband_nearend_detection, num_capture_channels_);
|
||
|
|
} else {
|
||
|
|
dominant_nearend_detector_ = std::make_unique<DominantNearendDetector>(
|
||
|
|
config_.suppressor.dominant_nearend_detection, num_capture_channels_);
|
||
|
|
}
|
||
|
|
RTC_DCHECK(dominant_nearend_detector_);
|
||
|
|
}
|
||
|
|
|
||
|
|
SuppressionGain::~SuppressionGain() = default;
|
||
|
|
|
||
|
|
void SuppressionGain::GetGain(
|
||
|
|
rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
|
||
|
|
nearend_spectrum,
|
||
|
|
rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>> echo_spectrum,
|
||
|
|
rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
|
||
|
|
residual_echo_spectrum,
|
||
|
|
rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
|
||
|
|
residual_echo_spectrum_unbounded,
|
||
|
|
rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
|
||
|
|
comfort_noise_spectrum,
|
||
|
|
const RenderSignalAnalyzer& render_signal_analyzer,
|
||
|
|
const AecState& aec_state,
|
||
|
|
const Block& render,
|
||
|
|
bool clock_drift,
|
||
|
|
float* high_bands_gain,
|
||
|
|
std::array<float, kFftLengthBy2Plus1>* low_band_gain) {
|
||
|
|
RTC_DCHECK(high_bands_gain);
|
||
|
|
RTC_DCHECK(low_band_gain);
|
||
|
|
|
||
|
|
// Choose residual echo spectrum for dominant nearend detection.
|
||
|
|
const auto echo = use_unbounded_echo_spectrum_
|
||
|
|
? residual_echo_spectrum_unbounded
|
||
|
|
: residual_echo_spectrum;
|
||
|
|
|
||
|
|
// Update the nearend state selection.
|
||
|
|
dominant_nearend_detector_->Update(nearend_spectrum, echo,
|
||
|
|
comfort_noise_spectrum, initial_state_);
|
||
|
|
|
||
|
|
// Compute gain for the lower band.
|
||
|
|
bool low_noise_render = low_render_detector_.Detect(render);
|
||
|
|
LowerBandGain(low_noise_render, aec_state, nearend_spectrum,
|
||
|
|
residual_echo_spectrum, comfort_noise_spectrum, clock_drift,
|
||
|
|
low_band_gain);
|
||
|
|
|
||
|
|
// Compute the gain for the upper bands.
|
||
|
|
const absl::optional<int> narrow_peak_band =
|
||
|
|
render_signal_analyzer.NarrowPeakBand();
|
||
|
|
|
||
|
|
*high_bands_gain =
|
||
|
|
UpperBandsGain(echo_spectrum, comfort_noise_spectrum, narrow_peak_band,
|
||
|
|
aec_state.SaturatedEcho(), render, *low_band_gain);
|
||
|
|
|
||
|
|
data_dumper_->DumpRaw("aec3_dominant_nearend",
|
||
|
|
dominant_nearend_detector_->IsNearendState());
|
||
|
|
}
|
||
|
|
|
||
|
|
void SuppressionGain::SetInitialState(bool state) {
|
||
|
|
initial_state_ = state;
|
||
|
|
if (state) {
|
||
|
|
initial_state_change_counter_ = state_change_duration_blocks_;
|
||
|
|
} else {
|
||
|
|
initial_state_change_counter_ = 0;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
// Detects when the render signal can be considered to have low power and
|
||
|
|
// consist of stationary noise.
|
||
|
|
bool SuppressionGain::LowNoiseRenderDetector::Detect(const Block& render) {
|
||
|
|
float x2_sum = 0.f;
|
||
|
|
float x2_max = 0.f;
|
||
|
|
for (int ch = 0; ch < render.NumChannels(); ++ch) {
|
||
|
|
for (float x_k : render.View(/*band=*/0, ch)) {
|
||
|
|
const float x2 = x_k * x_k;
|
||
|
|
x2_sum += x2;
|
||
|
|
x2_max = std::max(x2_max, x2);
|
||
|
|
}
|
||
|
|
}
|
||
|
|
x2_sum = x2_sum / render.NumChannels();
|
||
|
|
|
||
|
|
constexpr float kThreshold = 50.f * 50.f * 64.f;
|
||
|
|
const bool low_noise_render =
|
||
|
|
average_power_ < kThreshold && x2_max < 3 * average_power_;
|
||
|
|
average_power_ = average_power_ * 0.9f + x2_sum * 0.1f;
|
||
|
|
return low_noise_render;
|
||
|
|
}
|
||
|
|
|
||
|
|
SuppressionGain::GainParameters::GainParameters(
|
||
|
|
int last_lf_band,
|
||
|
|
int first_hf_band,
|
||
|
|
const EchoCanceller3Config::Suppressor::Tuning& tuning)
|
||
|
|
: max_inc_factor(tuning.max_inc_factor),
|
||
|
|
max_dec_factor_lf(tuning.max_dec_factor_lf) {
|
||
|
|
// Compute per-band masking thresholds.
|
||
|
|
RTC_DCHECK_LT(last_lf_band, first_hf_band);
|
||
|
|
auto& lf = tuning.mask_lf;
|
||
|
|
auto& hf = tuning.mask_hf;
|
||
|
|
RTC_DCHECK_LT(lf.enr_transparent, lf.enr_suppress);
|
||
|
|
RTC_DCHECK_LT(hf.enr_transparent, hf.enr_suppress);
|
||
|
|
for (int k = 0; k < static_cast<int>(kFftLengthBy2Plus1); k++) {
|
||
|
|
float a;
|
||
|
|
if (k <= last_lf_band) {
|
||
|
|
a = 0.f;
|
||
|
|
} else if (k < first_hf_band) {
|
||
|
|
a = (k - last_lf_band) / static_cast<float>(first_hf_band - last_lf_band);
|
||
|
|
} else {
|
||
|
|
a = 1.f;
|
||
|
|
}
|
||
|
|
enr_transparent_[k] = (1 - a) * lf.enr_transparent + a * hf.enr_transparent;
|
||
|
|
enr_suppress_[k] = (1 - a) * lf.enr_suppress + a * hf.enr_suppress;
|
||
|
|
emr_transparent_[k] = (1 - a) * lf.emr_transparent + a * hf.emr_transparent;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
} // namespace webrtc
|