566 lines
21 KiB
C++
566 lines
21 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/aec_state.h"
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#include <math.h>
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#include <algorithm>
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#include <numeric>
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#include <vector>
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#include "absl/types/optional.h"
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#include "api/array_view.h"
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#include "modules/audio_processing/aec3/aec3_common.h"
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#include "modules/audio_processing/logging/apm_data_dumper.h"
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#include "rtc_base/atomic_ops.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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constexpr size_t kBlocksSinceConvergencedFilterInit = 10000;
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constexpr size_t kBlocksSinceConsistentEstimateInit = 10000;
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bool DeactivateTransparentMode() {
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return field_trial::IsEnabled("WebRTC-Aec3TransparentModeKillSwitch");
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}
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bool DeactivateInitialStateResetAtEchoPathChange() {
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return field_trial::IsEnabled(
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"WebRTC-Aec3DeactivateInitialStateResetKillSwitch");
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}
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bool FullResetAtEchoPathChange() {
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return !field_trial::IsEnabled("WebRTC-Aec3AecStateFullResetKillSwitch");
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}
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bool SubtractorAnalyzerResetAtEchoPathChange() {
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return !field_trial::IsEnabled(
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"WebRTC-Aec3AecStateSubtractorAnalyzerResetKillSwitch");
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}
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void ComputeAvgRenderReverb(
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const SpectrumBuffer& spectrum_buffer,
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int delay_blocks,
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float reverb_decay,
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ReverbModel* reverb_model,
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rtc::ArrayView<float, kFftLengthBy2Plus1> reverb_power_spectrum) {
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RTC_DCHECK(reverb_model);
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const size_t num_render_channels = spectrum_buffer.buffer[0].size();
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int idx_at_delay =
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spectrum_buffer.OffsetIndex(spectrum_buffer.read, delay_blocks);
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int idx_past = spectrum_buffer.IncIndex(idx_at_delay);
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std::array<float, kFftLengthBy2Plus1> X2_data;
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rtc::ArrayView<const float> X2;
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if (num_render_channels > 1) {
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auto average_channels =
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[](size_t num_render_channels,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>>
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spectrum_band_0,
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rtc::ArrayView<float, kFftLengthBy2Plus1> render_power) {
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std::fill(render_power.begin(), render_power.end(), 0.f);
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for (size_t ch = 0; ch < num_render_channels; ++ch) {
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for (size_t k = 0; k < kFftLengthBy2Plus1; ++k) {
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render_power[k] += spectrum_band_0[ch][k];
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}
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}
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const float normalizer = 1.f / num_render_channels;
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for (size_t k = 0; k < kFftLengthBy2Plus1; ++k) {
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render_power[k] *= normalizer;
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}
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};
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average_channels(num_render_channels, spectrum_buffer.buffer[idx_past],
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X2_data);
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reverb_model->UpdateReverbNoFreqShaping(
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X2_data, /*power_spectrum_scaling=*/1.0f, reverb_decay);
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average_channels(num_render_channels, spectrum_buffer.buffer[idx_at_delay],
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X2_data);
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X2 = X2_data;
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} else {
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reverb_model->UpdateReverbNoFreqShaping(
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spectrum_buffer.buffer[idx_past][/*channel=*/0],
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/*power_spectrum_scaling=*/1.0f, reverb_decay);
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X2 = spectrum_buffer.buffer[idx_at_delay][/*channel=*/0];
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}
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rtc::ArrayView<const float, kFftLengthBy2Plus1> reverb_power =
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reverb_model->reverb();
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for (size_t k = 0; k < X2.size(); ++k) {
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reverb_power_spectrum[k] = X2[k] + reverb_power[k];
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}
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}
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} // namespace
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int AecState::instance_count_ = 0;
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void AecState::GetResidualEchoScaling(
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rtc::ArrayView<float> residual_scaling) const {
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bool filter_has_had_time_to_converge;
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if (config_.filter.conservative_initial_phase) {
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filter_has_had_time_to_converge =
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strong_not_saturated_render_blocks_ >= 1.5f * kNumBlocksPerSecond;
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} else {
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filter_has_had_time_to_converge =
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strong_not_saturated_render_blocks_ >= 0.8f * kNumBlocksPerSecond;
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}
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echo_audibility_.GetResidualEchoScaling(filter_has_had_time_to_converge,
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residual_scaling);
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}
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absl::optional<float> AecState::ErleUncertainty() const {
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if (SaturatedEcho()) {
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return 1.f;
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}
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return absl::nullopt;
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}
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AecState::AecState(const EchoCanceller3Config& config,
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size_t num_capture_channels)
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: data_dumper_(
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new ApmDataDumper(rtc::AtomicOps::Increment(&instance_count_))),
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config_(config),
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num_capture_channels_(num_capture_channels),
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transparent_mode_activated_(!DeactivateTransparentMode()),
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deactivate_initial_state_reset_at_echo_path_change_(
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DeactivateInitialStateResetAtEchoPathChange()),
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full_reset_at_echo_path_change_(FullResetAtEchoPathChange()),
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subtractor_analyzer_reset_at_echo_path_change_(
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SubtractorAnalyzerResetAtEchoPathChange()),
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initial_state_(config_),
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delay_state_(config_, num_capture_channels_),
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transparent_state_(config_),
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filter_quality_state_(config_, num_capture_channels_),
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erl_estimator_(2 * kNumBlocksPerSecond),
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erle_estimator_(2 * kNumBlocksPerSecond, config_, num_capture_channels_),
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filter_analyzer_(config_, num_capture_channels_),
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echo_audibility_(
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config_.echo_audibility.use_stationarity_properties_at_init),
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reverb_model_estimator_(config_, num_capture_channels_),
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subtractor_output_analyzer_(num_capture_channels_) {}
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AecState::~AecState() = default;
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void AecState::HandleEchoPathChange(
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const EchoPathVariability& echo_path_variability) {
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const auto full_reset = [&]() {
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filter_analyzer_.Reset();
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capture_signal_saturation_ = false;
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strong_not_saturated_render_blocks_ = 0;
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blocks_with_active_render_ = 0;
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if (!deactivate_initial_state_reset_at_echo_path_change_) {
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initial_state_.Reset();
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}
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transparent_state_.Reset();
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erle_estimator_.Reset(true);
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erl_estimator_.Reset();
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filter_quality_state_.Reset();
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};
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// TODO(peah): Refine the reset scheme according to the type of gain and
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// delay adjustment.
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if (full_reset_at_echo_path_change_ &&
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echo_path_variability.delay_change !=
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EchoPathVariability::DelayAdjustment::kNone) {
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full_reset();
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} else if (echo_path_variability.gain_change) {
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erle_estimator_.Reset(false);
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}
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if (subtractor_analyzer_reset_at_echo_path_change_) {
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subtractor_output_analyzer_.HandleEchoPathChange();
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}
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}
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void AecState::Update(
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const absl::optional<DelayEstimate>& external_delay,
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rtc::ArrayView<const std::vector<std::array<float, kFftLengthBy2Plus1>>>
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adaptive_filter_frequency_responses,
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rtc::ArrayView<const std::vector<float>> adaptive_filter_impulse_responses,
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const RenderBuffer& render_buffer,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>> E2_refined,
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rtc::ArrayView<const std::array<float, kFftLengthBy2Plus1>> Y2,
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rtc::ArrayView<const SubtractorOutput> subtractor_output) {
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RTC_DCHECK_EQ(num_capture_channels_, Y2.size());
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RTC_DCHECK_EQ(num_capture_channels_, subtractor_output.size());
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RTC_DCHECK_EQ(num_capture_channels_,
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adaptive_filter_frequency_responses.size());
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RTC_DCHECK_EQ(num_capture_channels_,
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adaptive_filter_impulse_responses.size());
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// Analyze the filter outputs and filters.
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bool any_filter_converged;
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bool all_filters_diverged;
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subtractor_output_analyzer_.Update(subtractor_output, &any_filter_converged,
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&all_filters_diverged);
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bool any_filter_consistent;
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float max_echo_path_gain;
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filter_analyzer_.Update(adaptive_filter_impulse_responses, render_buffer,
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&any_filter_consistent, &max_echo_path_gain);
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// Estimate the direct path delay of the filter.
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if (config_.filter.use_linear_filter) {
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delay_state_.Update(filter_analyzer_.FilterDelaysBlocks(), external_delay,
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strong_not_saturated_render_blocks_);
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}
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const std::vector<std::vector<float>>& aligned_render_block =
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render_buffer.Block(-delay_state_.MinDirectPathFilterDelay())[0];
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// Update render counters.
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bool active_render = false;
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for (size_t ch = 0; ch < aligned_render_block.size(); ++ch) {
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const float render_energy = std::inner_product(
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aligned_render_block[ch].begin(), aligned_render_block[ch].end(),
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aligned_render_block[ch].begin(), 0.f);
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if (render_energy > (config_.render_levels.active_render_limit *
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config_.render_levels.active_render_limit) *
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kFftLengthBy2) {
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active_render = true;
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break;
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}
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}
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blocks_with_active_render_ += active_render ? 1 : 0;
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strong_not_saturated_render_blocks_ +=
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active_render && !SaturatedCapture() ? 1 : 0;
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std::array<float, kFftLengthBy2Plus1> avg_render_spectrum_with_reverb;
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ComputeAvgRenderReverb(render_buffer.GetSpectrumBuffer(),
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delay_state_.MinDirectPathFilterDelay(), ReverbDecay(),
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&avg_render_reverb_, avg_render_spectrum_with_reverb);
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if (config_.echo_audibility.use_stationarity_properties) {
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// Update the echo audibility evaluator.
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echo_audibility_.Update(render_buffer, avg_render_reverb_.reverb(),
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delay_state_.MinDirectPathFilterDelay(),
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delay_state_.ExternalDelayReported());
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}
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// Update the ERL and ERLE measures.
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if (initial_state_.TransitionTriggered()) {
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erle_estimator_.Reset(false);
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}
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erle_estimator_.Update(render_buffer, adaptive_filter_frequency_responses,
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avg_render_spectrum_with_reverb, Y2, E2_refined,
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subtractor_output_analyzer_.ConvergedFilters());
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erl_estimator_.Update(
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subtractor_output_analyzer_.ConvergedFilters(),
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render_buffer.Spectrum(delay_state_.MinDirectPathFilterDelay()), Y2);
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// Detect and flag echo saturation.
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if (config_.ep_strength.echo_can_saturate) {
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saturation_detector_.Update(aligned_render_block, SaturatedCapture(),
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UsableLinearEstimate(), subtractor_output,
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max_echo_path_gain);
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} else {
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RTC_DCHECK(!saturation_detector_.SaturatedEcho());
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}
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// Update the decision on whether to use the initial state parameter set.
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initial_state_.Update(active_render, SaturatedCapture());
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// Detect whether the transparent mode should be activated.
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transparent_state_.Update(delay_state_.MinDirectPathFilterDelay(),
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any_filter_consistent, any_filter_converged,
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all_filters_diverged, active_render,
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SaturatedCapture());
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// Analyze the quality of the filter.
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filter_quality_state_.Update(active_render, TransparentMode(),
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SaturatedCapture(), external_delay,
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any_filter_converged);
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// Update the reverb estimate.
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const bool stationary_block =
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config_.echo_audibility.use_stationarity_properties &&
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echo_audibility_.IsBlockStationary();
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reverb_model_estimator_.Update(
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filter_analyzer_.GetAdjustedFilters(),
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adaptive_filter_frequency_responses,
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erle_estimator_.GetInstLinearQualityEstimates(),
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delay_state_.DirectPathFilterDelays(),
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filter_quality_state_.UsableLinearFilterOutputs(), stationary_block);
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erle_estimator_.Dump(data_dumper_);
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reverb_model_estimator_.Dump(data_dumper_.get());
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data_dumper_->DumpRaw("aec3_erl", Erl());
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data_dumper_->DumpRaw("aec3_erl_time_domain", ErlTimeDomain());
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data_dumper_->DumpRaw("aec3_erle", Erle()[0]);
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data_dumper_->DumpRaw("aec3_usable_linear_estimate", UsableLinearEstimate());
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data_dumper_->DumpRaw("aec3_transparent_mode", TransparentMode());
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data_dumper_->DumpRaw("aec3_filter_delay",
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filter_analyzer_.MinFilterDelayBlocks());
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data_dumper_->DumpRaw("aec3_any_filter_consistent", any_filter_consistent);
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data_dumper_->DumpRaw("aec3_initial_state",
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initial_state_.InitialStateActive());
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data_dumper_->DumpRaw("aec3_capture_saturation", SaturatedCapture());
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data_dumper_->DumpRaw("aec3_echo_saturation", SaturatedEcho());
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data_dumper_->DumpRaw("aec3_any_filter_converged", any_filter_converged);
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data_dumper_->DumpRaw("aec3_all_filters_diverged", all_filters_diverged);
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data_dumper_->DumpRaw("aec3_external_delay_avaliable",
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external_delay ? 1 : 0);
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data_dumper_->DumpRaw("aec3_filter_tail_freq_resp_est",
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GetReverbFrequencyResponse());
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}
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AecState::InitialState::InitialState(const EchoCanceller3Config& config)
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: conservative_initial_phase_(config.filter.conservative_initial_phase),
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initial_state_seconds_(config.filter.initial_state_seconds) {
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Reset();
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}
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void AecState::InitialState::InitialState::Reset() {
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initial_state_ = true;
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strong_not_saturated_render_blocks_ = 0;
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}
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void AecState::InitialState::InitialState::Update(bool active_render,
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bool saturated_capture) {
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strong_not_saturated_render_blocks_ +=
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active_render && !saturated_capture ? 1 : 0;
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// Flag whether the initial state is still active.
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bool prev_initial_state = initial_state_;
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if (conservative_initial_phase_) {
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initial_state_ =
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strong_not_saturated_render_blocks_ < 5 * kNumBlocksPerSecond;
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} else {
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initial_state_ = strong_not_saturated_render_blocks_ <
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initial_state_seconds_ * kNumBlocksPerSecond;
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}
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// Flag whether the transition from the initial state has started.
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transition_triggered_ = !initial_state_ && prev_initial_state;
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}
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AecState::FilterDelay::FilterDelay(const EchoCanceller3Config& config,
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size_t num_capture_channels)
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: delay_headroom_samples_(config.delay.delay_headroom_samples),
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filter_delays_blocks_(num_capture_channels, 0) {}
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void AecState::FilterDelay::Update(
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rtc::ArrayView<const int> analyzer_filter_delay_estimates_blocks,
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const absl::optional<DelayEstimate>& external_delay,
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size_t blocks_with_proper_filter_adaptation) {
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// Update the delay based on the external delay.
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if (external_delay &&
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(!external_delay_ || external_delay_->delay != external_delay->delay)) {
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external_delay_ = external_delay;
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external_delay_reported_ = true;
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}
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// Override the estimated delay if it is not certain that the filter has had
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// time to converge.
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||
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const bool delay_estimator_may_not_have_converged =
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blocks_with_proper_filter_adaptation < 2 * kNumBlocksPerSecond;
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if (delay_estimator_may_not_have_converged && external_delay_) {
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int delay_guess = delay_headroom_samples_ / kBlockSize;
|
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std::fill(filter_delays_blocks_.begin(), filter_delays_blocks_.end(),
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delay_guess);
|
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} else {
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RTC_DCHECK_EQ(filter_delays_blocks_.size(),
|
||
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analyzer_filter_delay_estimates_blocks.size());
|
||
|
std::copy(analyzer_filter_delay_estimates_blocks.begin(),
|
||
|
analyzer_filter_delay_estimates_blocks.end(),
|
||
|
filter_delays_blocks_.begin());
|
||
|
}
|
||
|
|
||
|
min_filter_delay_ = *std::min_element(filter_delays_blocks_.begin(),
|
||
|
filter_delays_blocks_.end());
|
||
|
}
|
||
|
|
||
|
AecState::TransparentMode::TransparentMode(const EchoCanceller3Config& config)
|
||
|
: bounded_erl_(config.ep_strength.bounded_erl),
|
||
|
linear_and_stable_echo_path_(
|
||
|
config.echo_removal_control.linear_and_stable_echo_path),
|
||
|
active_blocks_since_sane_filter_(kBlocksSinceConsistentEstimateInit),
|
||
|
non_converged_sequence_size_(kBlocksSinceConvergencedFilterInit) {}
|
||
|
|
||
|
void AecState::TransparentMode::Reset() {
|
||
|
non_converged_sequence_size_ = kBlocksSinceConvergencedFilterInit;
|
||
|
diverged_sequence_size_ = 0;
|
||
|
strong_not_saturated_render_blocks_ = 0;
|
||
|
if (linear_and_stable_echo_path_) {
|
||
|
recent_convergence_during_activity_ = false;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
void AecState::TransparentMode::Update(int filter_delay_blocks,
|
||
|
bool any_filter_consistent,
|
||
|
bool any_filter_converged,
|
||
|
bool all_filters_diverged,
|
||
|
bool active_render,
|
||
|
bool saturated_capture) {
|
||
|
++capture_block_counter_;
|
||
|
strong_not_saturated_render_blocks_ +=
|
||
|
active_render && !saturated_capture ? 1 : 0;
|
||
|
|
||
|
if (any_filter_consistent && filter_delay_blocks < 5) {
|
||
|
sane_filter_observed_ = true;
|
||
|
active_blocks_since_sane_filter_ = 0;
|
||
|
} else if (active_render) {
|
||
|
++active_blocks_since_sane_filter_;
|
||
|
}
|
||
|
|
||
|
bool sane_filter_recently_seen;
|
||
|
if (!sane_filter_observed_) {
|
||
|
sane_filter_recently_seen =
|
||
|
capture_block_counter_ <= 5 * kNumBlocksPerSecond;
|
||
|
} else {
|
||
|
sane_filter_recently_seen =
|
||
|
active_blocks_since_sane_filter_ <= 30 * kNumBlocksPerSecond;
|
||
|
}
|
||
|
|
||
|
if (any_filter_converged) {
|
||
|
recent_convergence_during_activity_ = true;
|
||
|
active_non_converged_sequence_size_ = 0;
|
||
|
non_converged_sequence_size_ = 0;
|
||
|
++num_converged_blocks_;
|
||
|
} else {
|
||
|
if (++non_converged_sequence_size_ > 20 * kNumBlocksPerSecond) {
|
||
|
num_converged_blocks_ = 0;
|
||
|
}
|
||
|
|
||
|
if (active_render &&
|
||
|
++active_non_converged_sequence_size_ > 60 * kNumBlocksPerSecond) {
|
||
|
recent_convergence_during_activity_ = false;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
if (!all_filters_diverged) {
|
||
|
diverged_sequence_size_ = 0;
|
||
|
} else if (++diverged_sequence_size_ >= 60) {
|
||
|
// TODO(peah): Change these lines to ensure proper triggering of usable
|
||
|
// filter.
|
||
|
non_converged_sequence_size_ = kBlocksSinceConvergencedFilterInit;
|
||
|
}
|
||
|
|
||
|
if (active_non_converged_sequence_size_ > 60 * kNumBlocksPerSecond) {
|
||
|
finite_erl_recently_detected_ = false;
|
||
|
}
|
||
|
if (num_converged_blocks_ > 50) {
|
||
|
finite_erl_recently_detected_ = true;
|
||
|
}
|
||
|
|
||
|
if (bounded_erl_) {
|
||
|
transparency_activated_ = false;
|
||
|
} else if (finite_erl_recently_detected_) {
|
||
|
transparency_activated_ = false;
|
||
|
} else if (sane_filter_recently_seen && recent_convergence_during_activity_) {
|
||
|
transparency_activated_ = false;
|
||
|
} else {
|
||
|
const bool filter_should_have_converged =
|
||
|
strong_not_saturated_render_blocks_ > 6 * kNumBlocksPerSecond;
|
||
|
transparency_activated_ = filter_should_have_converged;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
AecState::FilteringQualityAnalyzer::FilteringQualityAnalyzer(
|
||
|
const EchoCanceller3Config& config,
|
||
|
size_t num_capture_channels)
|
||
|
: use_linear_filter_(config.filter.use_linear_filter),
|
||
|
usable_linear_filter_estimates_(num_capture_channels, false) {}
|
||
|
|
||
|
void AecState::FilteringQualityAnalyzer::Reset() {
|
||
|
std::fill(usable_linear_filter_estimates_.begin(),
|
||
|
usable_linear_filter_estimates_.end(), false);
|
||
|
overall_usable_linear_estimates_ = false;
|
||
|
filter_update_blocks_since_reset_ = 0;
|
||
|
}
|
||
|
|
||
|
void AecState::FilteringQualityAnalyzer::Update(
|
||
|
bool active_render,
|
||
|
bool transparent_mode,
|
||
|
bool saturated_capture,
|
||
|
const absl::optional<DelayEstimate>& external_delay,
|
||
|
bool any_filter_converged) {
|
||
|
// Update blocks counter.
|
||
|
const bool filter_update = active_render && !saturated_capture;
|
||
|
filter_update_blocks_since_reset_ += filter_update ? 1 : 0;
|
||
|
filter_update_blocks_since_start_ += filter_update ? 1 : 0;
|
||
|
|
||
|
// Store convergence flag when observed.
|
||
|
convergence_seen_ = convergence_seen_ || any_filter_converged;
|
||
|
|
||
|
// Verify requirements for achieving a decent filter. The requirements for
|
||
|
// filter adaptation at call startup are more restrictive than after an
|
||
|
// in-call reset.
|
||
|
const bool sufficient_data_to_converge_at_startup =
|
||
|
filter_update_blocks_since_start_ > kNumBlocksPerSecond * 0.4f;
|
||
|
const bool sufficient_data_to_converge_at_reset =
|
||
|
sufficient_data_to_converge_at_startup &&
|
||
|
filter_update_blocks_since_reset_ > kNumBlocksPerSecond * 0.2f;
|
||
|
|
||
|
// The linear filter can only be used if it has had time to converge.
|
||
|
overall_usable_linear_estimates_ = sufficient_data_to_converge_at_startup &&
|
||
|
sufficient_data_to_converge_at_reset;
|
||
|
|
||
|
// The linear filter can only be used if an external delay or convergence have
|
||
|
// been identified
|
||
|
overall_usable_linear_estimates_ =
|
||
|
overall_usable_linear_estimates_ && (external_delay || convergence_seen_);
|
||
|
|
||
|
// If transparent mode is on, deactivate usign the linear filter.
|
||
|
overall_usable_linear_estimates_ =
|
||
|
overall_usable_linear_estimates_ && !transparent_mode;
|
||
|
|
||
|
if (use_linear_filter_) {
|
||
|
std::fill(usable_linear_filter_estimates_.begin(),
|
||
|
usable_linear_filter_estimates_.end(),
|
||
|
overall_usable_linear_estimates_);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
void AecState::SaturationDetector::Update(
|
||
|
rtc::ArrayView<const std::vector<float>> x,
|
||
|
bool saturated_capture,
|
||
|
bool usable_linear_estimate,
|
||
|
rtc::ArrayView<const SubtractorOutput> subtractor_output,
|
||
|
float echo_path_gain) {
|
||
|
saturated_echo_ = false;
|
||
|
if (!saturated_capture) {
|
||
|
return;
|
||
|
}
|
||
|
|
||
|
if (usable_linear_estimate) {
|
||
|
constexpr float kSaturationThreshold = 20000.f;
|
||
|
for (size_t ch = 0; ch < subtractor_output.size(); ++ch) {
|
||
|
saturated_echo_ =
|
||
|
saturated_echo_ ||
|
||
|
(subtractor_output[ch].s_refined_max_abs > kSaturationThreshold ||
|
||
|
subtractor_output[ch].s_coarse_max_abs > kSaturationThreshold);
|
||
|
}
|
||
|
} else {
|
||
|
float max_sample = 0.f;
|
||
|
for (auto& channel : x) {
|
||
|
for (float sample : channel) {
|
||
|
max_sample = std::max(max_sample, fabsf(sample));
|
||
|
}
|
||
|
}
|
||
|
|
||
|
const float kMargin = 10.f;
|
||
|
float peak_echo_amplitude = max_sample * echo_path_gain * kMargin;
|
||
|
saturated_echo_ = saturated_echo_ || peak_echo_amplitude > 32000;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
} // namespace webrtc
|