| /* | |
| * Copyright (c) 2017 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/audio_processing/aec3/subtractor.h" | |
| #include <algorithm> | |
| #include <array> | |
| #include <cstddef> | |
| #include <memory> | |
| #include <numeric> | |
| #include <optional> | |
| #include <string> | |
| #include <tuple> | |
| #include <vector> | |
| #include "api/array_view.h" | |
| #include "api/audio/echo_canceller3_config.h" | |
| #include "api/environment/environment.h" | |
| #include "api/environment/environment_factory.h" | |
| #include "modules/audio_processing/aec3/aec3_common.h" | |
| #include "modules/audio_processing/aec3/aec3_fft.h" | |
| #include "modules/audio_processing/aec3/aec_state.h" | |
| #include "modules/audio_processing/aec3/block.h" | |
| #include "modules/audio_processing/aec3/delay_estimate.h" | |
| #include "modules/audio_processing/aec3/echo_path_variability.h" | |
| #include "modules/audio_processing/aec3/render_delay_buffer.h" | |
| #include "modules/audio_processing/aec3/render_signal_analyzer.h" | |
| #include "modules/audio_processing/aec3/subtractor_output.h" | |
| #include "modules/audio_processing/test/echo_canceller_test_tools.h" | |
| #include "modules/audio_processing/utility/cascaded_biquad_filter.h" | |
| #include "rtc_base/checks.h" | |
| #include "rtc_base/random.h" | |
| #include "rtc_base/strings/string_builder.h" | |
| #include "test/gtest.h" | |
| namespace webrtc { | |
| namespace { | |
| std::vector<float> RunSubtractorTest( | |
| const Environment& env, | |
| size_t num_render_channels, | |
| size_t num_capture_channels, | |
| int num_blocks_to_process, | |
| int delay_samples, | |
| int refined_filter_length_blocks, | |
| int coarse_filter_length_blocks, | |
| bool uncorrelated_inputs, | |
| const std::vector<int>& blocks_with_echo_path_changes) { | |
| ApmDataDumper data_dumper(42); | |
| constexpr int kSampleRateHz = 48000; | |
| constexpr size_t kNumBands = NumBandsForRate(kSampleRateHz); | |
| EchoCanceller3Config config; | |
| config.filter.refined.length_blocks = refined_filter_length_blocks; | |
| config.filter.coarse.length_blocks = coarse_filter_length_blocks; | |
| Subtractor subtractor(env, config, num_render_channels, num_capture_channels, | |
| &data_dumper, DetectOptimization()); | |
| std::optional<DelayEstimate> delay_estimate; | |
| Block x(kNumBands, num_render_channels); | |
| Block y(/*num_bands=*/1, num_capture_channels); | |
| std::array<float, kBlockSize> x_old; | |
| std::vector<SubtractorOutput> output(num_capture_channels); | |
| config.delay.default_delay = 1; | |
| std::unique_ptr<RenderDelayBuffer> render_delay_buffer( | |
| RenderDelayBuffer::Create(config, kSampleRateHz, num_render_channels)); | |
| RenderSignalAnalyzer render_signal_analyzer(config); | |
| Random random_generator(42U); | |
| Aec3Fft fft; | |
| std::vector<std::array<float, kFftLengthBy2Plus1>> Y2(num_capture_channels); | |
| std::vector<std::array<float, kFftLengthBy2Plus1>> E2_refined( | |
| num_capture_channels); | |
| std::array<float, kFftLengthBy2Plus1> E2_coarse; | |
| AecState aec_state(env, config, num_capture_channels); | |
| x_old.fill(0.f); | |
| for (auto& Y2_ch : Y2) { | |
| Y2_ch.fill(0.f); | |
| } | |
| for (auto& E2_refined_ch : E2_refined) { | |
| E2_refined_ch.fill(0.f); | |
| } | |
| E2_coarse.fill(0.f); | |
| std::vector<std::vector<std::unique_ptr<DelayBuffer<float>>>> delay_buffer( | |
| num_capture_channels); | |
| for (size_t capture_ch = 0; capture_ch < num_capture_channels; ++capture_ch) { | |
| delay_buffer[capture_ch].resize(num_render_channels); | |
| for (size_t render_ch = 0; render_ch < num_render_channels; ++render_ch) { | |
| delay_buffer[capture_ch][render_ch] = | |
| std::make_unique<DelayBuffer<float>>(delay_samples); | |
| } | |
| } | |
| // [B,A] = butter(2,100/8000,'high') | |
| constexpr std::array<CascadedBiQuadFilter::BiQuadCoefficients, 1> | |
| kHighPassFilterCoefficients = {{ | |
| {.b = {0.97261f, -1.94523f, 0.97261f}, .a = {-1.94448f, 0.94598f}}, | |
| }}; | |
| std::vector<std::unique_ptr<CascadedBiQuadFilter>> x_hp_filter( | |
| num_render_channels); | |
| for (size_t ch = 0; ch < num_render_channels; ++ch) { | |
| x_hp_filter[ch] = std::make_unique<CascadedBiQuadFilter>( | |
| ArrayView<const CascadedBiQuadFilter::BiQuadCoefficients>( | |
| kHighPassFilterCoefficients)); | |
| } | |
| std::vector<std::unique_ptr<CascadedBiQuadFilter>> y_hp_filter( | |
| num_capture_channels); | |
| for (size_t ch = 0; ch < num_capture_channels; ++ch) { | |
| y_hp_filter[ch] = std::make_unique<CascadedBiQuadFilter>( | |
| ArrayView<const CascadedBiQuadFilter::BiQuadCoefficients>( | |
| kHighPassFilterCoefficients)); | |
| } | |
| for (int block_num = 0; block_num < num_blocks_to_process; ++block_num) { | |
| for (size_t render_ch = 0; render_ch < num_render_channels; ++render_ch) { | |
| RandomizeSampleVector(&random_generator, x.View(/*band=*/0, render_ch)); | |
| } | |
| if (uncorrelated_inputs) { | |
| for (size_t capture_ch = 0; capture_ch < num_capture_channels; | |
| ++capture_ch) { | |
| RandomizeSampleVector(&random_generator, | |
| y.View(/*band=*/0, capture_ch)); | |
| } | |
| } else { | |
| for (size_t capture_ch = 0; capture_ch < num_capture_channels; | |
| ++capture_ch) { | |
| ArrayView<float> y_view = y.View(/*band=*/0, capture_ch); | |
| for (size_t render_ch = 0; render_ch < num_render_channels; | |
| ++render_ch) { | |
| std::array<float, kBlockSize> y_channel; | |
| delay_buffer[capture_ch][render_ch]->Delay( | |
| x.View(/*band=*/0, render_ch), y_channel); | |
| for (size_t k = 0; k < kBlockSize; ++k) { | |
| y_view[k] += y_channel[k] / num_render_channels; | |
| } | |
| } | |
| } | |
| } | |
| for (size_t ch = 0; ch < num_render_channels; ++ch) { | |
| x_hp_filter[ch]->Process(x.View(/*band=*/0, ch)); | |
| } | |
| for (size_t ch = 0; ch < num_capture_channels; ++ch) { | |
| y_hp_filter[ch]->Process(y.View(/*band=*/0, ch)); | |
| } | |
| render_delay_buffer->Insert(x); | |
| if (block_num == 0) { | |
| render_delay_buffer->Reset(); | |
| } | |
| render_delay_buffer->PrepareCaptureProcessing(); | |
| render_signal_analyzer.Update(*render_delay_buffer->GetRenderBuffer(), | |
| aec_state.MinDirectPathFilterDelay()); | |
| // Handle echo path changes. | |
| if (std::find(blocks_with_echo_path_changes.begin(), | |
| blocks_with_echo_path_changes.end(), | |
| block_num) != blocks_with_echo_path_changes.end()) { | |
| subtractor.HandleEchoPathChange(EchoPathVariability( | |
| true, EchoPathVariability::DelayAdjustment::kNewDetectedDelay, | |
| false)); | |
| } | |
| subtractor.Process(*render_delay_buffer->GetRenderBuffer(), y, | |
| render_signal_analyzer, aec_state, output); | |
| aec_state.HandleEchoPathChange(EchoPathVariability( | |
| false, EchoPathVariability::DelayAdjustment::kNone, false)); | |
| aec_state.Update(delay_estimate, subtractor.FilterFrequencyResponses(), | |
| subtractor.FilterImpulseResponses(), | |
| *render_delay_buffer->GetRenderBuffer(), E2_refined, Y2, | |
| output); | |
| } | |
| std::vector<float> results(num_capture_channels); | |
| for (size_t ch = 0; ch < num_capture_channels; ++ch) { | |
| const float output_power = std::inner_product( | |
| output[ch].e_refined.begin(), output[ch].e_refined.end(), | |
| output[ch].e_refined.begin(), 0.f); | |
| const float y_power = | |
| std::inner_product(y.begin(/*band=*/0, ch), y.end(/*band=*/0, ch), | |
| y.begin(/*band=*/0, ch), 0.f); | |
| if (y_power == 0.f) { | |
| ADD_FAILURE(); | |
| results[ch] = -1.f; | |
| } | |
| results[ch] = output_power / y_power; | |
| } | |
| return results; | |
| } | |
| std::string ProduceDebugText(size_t num_render_channels, | |
| size_t num_capture_channels, | |
| size_t delay, | |
| int filter_length_blocks) { | |
| StringBuilder ss; | |
| ss << "delay: " << delay << ", "; | |
| ss << "filter_length_blocks:" << filter_length_blocks << ", "; | |
| ss << "num_render_channels:" << num_render_channels << ", "; | |
| ss << "num_capture_channels:" << num_capture_channels; | |
| return ss.Release(); | |
| } | |
| } // namespace | |
| #if RTC_DCHECK_IS_ON && GTEST_HAS_DEATH_TEST && !defined(WEBRTC_ANDROID) | |
| // Verifies that the check for non data dumper works. | |
| TEST(SubtractorDeathTest, NullDataDumper) { | |
| EXPECT_DEATH(Subtractor(CreateEnvironment(), EchoCanceller3Config(), 1, 1, | |
| nullptr, DetectOptimization()), | |
| ""); | |
| } | |
| #endif | |
| // Verifies that the subtractor is able to converge on correlated data. | |
| TEST(Subtractor, Convergence) { | |
| const Environment env = CreateEnvironment(); | |
| std::vector<int> blocks_with_echo_path_changes; | |
| for (size_t filter_length_blocks : {12, 20, 30}) { | |
| for (size_t delay_samples : {0, 64, 150, 200, 301}) { | |
| SCOPED_TRACE(ProduceDebugText(1, 1, delay_samples, filter_length_blocks)); | |
| std::vector<float> echo_to_nearend_powers = RunSubtractorTest( | |
| env, 1, 1, 2500, delay_samples, filter_length_blocks, | |
| filter_length_blocks, false, blocks_with_echo_path_changes); | |
| for (float echo_to_nearend_power : echo_to_nearend_powers) { | |
| EXPECT_GT(0.1f, echo_to_nearend_power); | |
| } | |
| } | |
| } | |
| } | |
| // Verifies that the subtractor is able to handle the case when the refined | |
| // filter is longer than the coarse filter. | |
| TEST(Subtractor, RefinedFilterLongerThanCoarseFilter) { | |
| const Environment env = CreateEnvironment(); | |
| std::vector<int> blocks_with_echo_path_changes; | |
| std::vector<float> echo_to_nearend_powers = RunSubtractorTest( | |
| env, 1, 1, 400, 64, 20, 15, false, blocks_with_echo_path_changes); | |
| for (float echo_to_nearend_power : echo_to_nearend_powers) { | |
| EXPECT_GT(0.5f, echo_to_nearend_power); | |
| } | |
| } | |
| // Verifies that the subtractor is able to handle the case when the coarse | |
| // filter is longer than the refined filter. | |
| TEST(Subtractor, CoarseFilterLongerThanRefinedFilter) { | |
| const Environment env = CreateEnvironment(); | |
| std::vector<int> blocks_with_echo_path_changes; | |
| std::vector<float> echo_to_nearend_powers = RunSubtractorTest( | |
| env, 1, 1, 400, 64, 15, 20, false, blocks_with_echo_path_changes); | |
| for (float echo_to_nearend_power : echo_to_nearend_powers) { | |
| EXPECT_GT(0.5f, echo_to_nearend_power); | |
| } | |
| } | |
| // Verifies that the subtractor does not converge on uncorrelated signals. | |
| TEST(Subtractor, NonConvergenceOnUncorrelatedSignals) { | |
| const Environment env = CreateEnvironment(); | |
| std::vector<int> blocks_with_echo_path_changes; | |
| for (size_t filter_length_blocks : {12, 20, 30}) { | |
| for (size_t delay_samples : {0, 64, 150, 200, 301}) { | |
| SCOPED_TRACE(ProduceDebugText(1, 1, delay_samples, filter_length_blocks)); | |
| std::vector<float> echo_to_nearend_powers = RunSubtractorTest( | |
| env, 1, 1, 3000, delay_samples, filter_length_blocks, | |
| filter_length_blocks, true, blocks_with_echo_path_changes); | |
| for (float echo_to_nearend_power : echo_to_nearend_powers) { | |
| EXPECT_NEAR(1.f, echo_to_nearend_power, 0.1); | |
| } | |
| } | |
| } | |
| } | |
| class SubtractorMultiChannelUpToEightRender | |
| : public ::testing::Test, | |
| public ::testing::WithParamInterface<std::tuple<size_t, size_t>> {}; | |
| #if defined(NDEBUG) | |
| INSTANTIATE_TEST_SUITE_P(NonDebugMultiChannel, | |
| SubtractorMultiChannelUpToEightRender, | |
| ::testing::Combine(::testing::Values(1, 2, 8), | |
| ::testing::Values(1, 2, 4))); | |
| #else | |
| INSTANTIATE_TEST_SUITE_P(DebugMultiChannel, | |
| SubtractorMultiChannelUpToEightRender, | |
| ::testing::Combine(::testing::Values(1, 2), | |
| ::testing::Values(1, 2))); | |
| #endif | |
| // Verifies that the subtractor is able to converge on correlated data. | |
| TEST_P(SubtractorMultiChannelUpToEightRender, Convergence) { | |
| const size_t num_render_channels = std::get<0>(GetParam()); | |
| const size_t num_capture_channels = std::get<1>(GetParam()); | |
| const Environment env = CreateEnvironment(); | |
| std::vector<int> blocks_with_echo_path_changes; | |
| size_t num_blocks_to_process = 2500 * num_render_channels; | |
| std::vector<float> echo_to_nearend_powers = RunSubtractorTest( | |
| env, num_render_channels, num_capture_channels, num_blocks_to_process, 64, | |
| 20, 20, false, blocks_with_echo_path_changes); | |
| for (float echo_to_nearend_power : echo_to_nearend_powers) { | |
| EXPECT_GT(0.1f, echo_to_nearend_power); | |
| } | |
| } | |
| class SubtractorMultiChannelUpToFourRender | |
| : public ::testing::Test, | |
| public ::testing::WithParamInterface<std::tuple<size_t, size_t>> {}; | |
| #if defined(NDEBUG) | |
| INSTANTIATE_TEST_SUITE_P(NonDebugMultiChannel, | |
| SubtractorMultiChannelUpToFourRender, | |
| ::testing::Combine(::testing::Values(1, 2, 4), | |
| ::testing::Values(1, 2, 4))); | |
| #else | |
| INSTANTIATE_TEST_SUITE_P(DebugMultiChannel, | |
| SubtractorMultiChannelUpToFourRender, | |
| ::testing::Combine(::testing::Values(1, 2), | |
| ::testing::Values(1, 2))); | |
| #endif | |
| // Verifies that the subtractor does not converge on uncorrelated signals. | |
| TEST_P(SubtractorMultiChannelUpToFourRender, | |
| NonConvergenceOnUncorrelatedSignals) { | |
| const size_t num_render_channels = std::get<0>(GetParam()); | |
| const size_t num_capture_channels = std::get<1>(GetParam()); | |
| const Environment env = CreateEnvironment(); | |
| std::vector<int> blocks_with_echo_path_changes; | |
| size_t num_blocks_to_process = 5000 * num_render_channels; | |
| std::vector<float> echo_to_nearend_powers = RunSubtractorTest( | |
| env, num_render_channels, num_capture_channels, num_blocks_to_process, 64, | |
| 20, 20, true, blocks_with_echo_path_changes); | |
| for (float echo_to_nearend_power : echo_to_nearend_powers) { | |
| EXPECT_LT(.8f, echo_to_nearend_power); | |
| EXPECT_NEAR(1.f, echo_to_nearend_power, 0.25f); | |
| } | |
| } | |
| } // namespace webrtc |