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|    1 /* |    1 /* | 
|    2  *  Copyright (c) 2015 The WebRTC project authors. All Rights Reserved. |    2  *  Copyright (c) 2015 The WebRTC project authors. All Rights Reserved. | 
|    3  * |    3  * | 
|    4  *  Use of this source code is governed by a BSD-style license |    4  *  Use of this source code is governed by a BSD-style license | 
|    5  *  that can be found in the LICENSE file in the root of the source |    5  *  that can be found in the LICENSE file in the root of the source | 
|    6  *  tree. An additional intellectual property rights grant can be found |    6  *  tree. An additional intellectual property rights grant can be found | 
|    7  *  in the file PATENTS.  All contributing project authors may |    7  *  in the file PATENTS.  All contributing project authors may | 
|    8  *  be found in the AUTHORS file in the root of the source tree. |    8  *  be found in the AUTHORS file in the root of the source tree. | 
|    9  */ |    9  */ | 
|   10  |   10  | 
|   11 // |  | 
|   12 //  Unit tests for intelligibility enhancer. |  | 
|   13 // |  | 
|   14  |  | 
|   15 #include <math.h> |   11 #include <math.h> | 
|   16 #include <stdlib.h> |   12 #include <stdlib.h> | 
|   17 #include <algorithm> |   13 #include <algorithm> | 
|   18 #include <vector> |   14 #include <vector> | 
|   19  |   15  | 
|   20 #include "testing/gtest/include/gtest/gtest.h" |   16 #include "testing/gtest/include/gtest/gtest.h" | 
|   21 #include "webrtc/base/arraysize.h" |   17 #include "webrtc/base/arraysize.h" | 
|   22 #include "webrtc/base/scoped_ptr.h" |   18 #include "webrtc/base/scoped_ptr.h" | 
|   23 #include "webrtc/common_audio/signal_processing/include/signal_processing_librar
     y.h" |   19 #include "webrtc/common_audio/signal_processing/include/signal_processing_librar
     y.h" | 
|   24 #include "webrtc/modules/audio_processing/intelligibility/intelligibility_enhanc
     er.h" |   20 #include "webrtc/modules/audio_processing/intelligibility/intelligibility_enhanc
     er.h" | 
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|   56                                     {0, 0.2f}}; |   52                                     {0, 0.2f}}; | 
|   57 static_assert(arraysize(kTestCenterFreqs) == arraysize(kTestFilterBank), |   53 static_assert(arraysize(kTestCenterFreqs) == arraysize(kTestFilterBank), | 
|   58               "Test filterbank badly initialized."); |   54               "Test filterbank badly initialized."); | 
|   59  |   55  | 
|   60 // Target output for gain solving test. Generated with matlab. |   56 // Target output for gain solving test. Generated with matlab. | 
|   61 const size_t kTestStartFreq = 12;  // Lowest integral frequency for ERBs. |   57 const size_t kTestStartFreq = 12;  // Lowest integral frequency for ERBs. | 
|   62 const float kTestZeroVar[] = {1.f, 1.f, 1.f, 1.f, 1.f, 1.f, 1.f, 1.f, |   58 const float kTestZeroVar[] = {1.f, 1.f, 1.f, 1.f, 1.f, 1.f, 1.f, 1.f, | 
|   63                               1.f, 1.f, 1.f, 0.f, 0.f, 0.f, 0.f, 0.f, |   59                               1.f, 1.f, 1.f, 0.f, 0.f, 0.f, 0.f, 0.f, | 
|   64                               0.f, 0.f, 0.f, 0.f, 0.f, 0.f}; |   60                               0.f, 0.f, 0.f, 0.f, 0.f, 0.f}; | 
|   65 static_assert(arraysize(kTestCenterFreqs) == arraysize(kTestZeroVar), |   61 static_assert(arraysize(kTestCenterFreqs) == arraysize(kTestZeroVar), | 
|   66               "Variance test data badly initialized."); |   62               "Power test data badly initialized."); | 
|   67 const float kTestNonZeroVarLambdaTop[] = { |   63 const float kTestNonZeroVarLambdaTop[] = { | 
|   68     1.f,     1.f,     1.f,     1.f,     1.f,     1.f,     1.f,     1.f, |   64     1.f,     1.f,     1.f,     1.f,     1.f,     1.f,     1.f,     1.f, | 
|   69     1.f,     1.f,     1.f,     0.f,     0.f,     0.0351f, 0.0636f, 0.0863f, |   65     1.f,     1.f,     1.f,     0.f,     0.f,     0.0351f, 0.0636f, 0.0863f, | 
|   70     0.1037f, 0.1162f, 0.1236f, 0.1251f, 0.1189f, 0.0993f}; |   66     0.1037f, 0.1162f, 0.1236f, 0.1251f, 0.1189f, 0.0993f}; | 
|   71 static_assert(arraysize(kTestCenterFreqs) == |   67 static_assert(arraysize(kTestCenterFreqs) == | 
|   72                   arraysize(kTestNonZeroVarLambdaTop), |   68                   arraysize(kTestNonZeroVarLambdaTop), | 
|   73               "Variance test data badly initialized."); |   69               "Power test data badly initialized."); | 
|   74 const float kMaxTestError = 0.005f; |   70 const float kMaxTestError = 0.005f; | 
|   75  |   71  | 
|   76 // Enhancer initialization parameters. |   72 // Enhancer initialization parameters. | 
|   77 const int kSamples = 2000; |   73 const int kSamples = 2000; | 
|   78 const int kSampleRate = 1000; |   74 const int kSampleRate = 1000; | 
|   79 const int kNumChannels = 1; |   75 const int kNumChannels = 1; | 
|   80 const int kFragmentSize = kSampleRate / 100; |   76 const int kFragmentSize = kSampleRate / 100; | 
|   81  |   77  | 
|   82 }  // namespace |   78 }  // namespace | 
|   83  |   79  | 
|   84 using std::vector; |  | 
|   85 using intelligibility::VarianceArray; |  | 
|   86  |  | 
|   87 class IntelligibilityEnhancerTest : public ::testing::Test { |   80 class IntelligibilityEnhancerTest : public ::testing::Test { | 
|   88  protected: |   81  protected: | 
|   89   IntelligibilityEnhancerTest() |   82   IntelligibilityEnhancerTest() | 
|   90       : clear_data_(kSamples), noise_data_(kSamples), orig_data_(kSamples) { |   83       : clear_data_(kSamples), noise_data_(kSamples), orig_data_(kSamples) { | 
|   91     config_.sample_rate_hz = kSampleRate; |   84     config_.sample_rate_hz = kSampleRate; | 
|   92     enh_.reset(new IntelligibilityEnhancer(config_)); |   85     enh_.reset(new IntelligibilityEnhancer(config_)); | 
|   93   } |   86   } | 
|   94  |   87  | 
|   95   bool CheckUpdate(VarianceArray::StepType step_type) { |   88   bool CheckUpdate() { | 
|   96     config_.sample_rate_hz = kSampleRate; |   89     config_.sample_rate_hz = kSampleRate; | 
|   97     config_.var_type = step_type; |  | 
|   98     enh_.reset(new IntelligibilityEnhancer(config_)); |   90     enh_.reset(new IntelligibilityEnhancer(config_)); | 
|   99     float* clear_cursor = &clear_data_[0]; |   91     float* clear_cursor = &clear_data_[0]; | 
|  100     float* noise_cursor = &noise_data_[0]; |   92     float* noise_cursor = &noise_data_[0]; | 
|  101     for (int i = 0; i < kSamples; i += kFragmentSize) { |   93     for (int i = 0; i < kSamples; i += kFragmentSize) { | 
|  102       enh_->ProcessRenderAudio(&clear_cursor, kSampleRate, kNumChannels); |   94       enh_->ProcessRenderAudio(&clear_cursor, kSampleRate, kNumChannels); | 
|  103       clear_cursor += kFragmentSize; |   95       clear_cursor += kFragmentSize; | 
|  104       noise_cursor += kFragmentSize; |   96       noise_cursor += kFragmentSize; | 
|  105     } |   97     } | 
|  106     for (int i = 0; i < kSamples; i++) { |   98     for (int i = 0; i < kSamples; i++) { | 
|  107       if (std::fabs(clear_data_[i] - orig_data_[i]) > kMaxTestError) { |   99       if (std::fabs(clear_data_[i] - orig_data_[i]) > kMaxTestError) { | 
|  108         return true; |  100         return true; | 
|  109       } |  101       } | 
|  110     } |  102     } | 
|  111     return false; |  103     return false; | 
|  112   } |  104   } | 
|  113  |  105  | 
|  114   IntelligibilityEnhancer::Config config_; |  106   IntelligibilityEnhancer::Config config_; | 
|  115   rtc::scoped_ptr<IntelligibilityEnhancer> enh_; |  107   rtc::scoped_ptr<IntelligibilityEnhancer> enh_; | 
|  116   vector<float> clear_data_; |  108   std::vector<float> clear_data_; | 
|  117   vector<float> noise_data_; |  109   std::vector<float> noise_data_; | 
|  118   vector<float> orig_data_; |  110   std::vector<float> orig_data_; | 
|  119 }; |  111 }; | 
|  120  |  112  | 
|  121 // For each class of generated data, tests that render stream is |  113 // For each class of generated data, tests that render stream is updated when | 
|  122 // updated when it should be for each variance update method. |  114 // it should be. | 
|  123 TEST_F(IntelligibilityEnhancerTest, TestRenderUpdate) { |  115 TEST_F(IntelligibilityEnhancerTest, TestRenderUpdate) { | 
|  124   vector<VarianceArray::StepType> step_types; |  | 
|  125   step_types.push_back(VarianceArray::kStepInfinite); |  | 
|  126   step_types.push_back(VarianceArray::kStepDecaying); |  | 
|  127   step_types.push_back(VarianceArray::kStepWindowed); |  | 
|  128   step_types.push_back(VarianceArray::kStepBlocked); |  | 
|  129   step_types.push_back(VarianceArray::kStepBlockBasedMovingAverage); |  | 
|  130   std::fill(noise_data_.begin(), noise_data_.end(), 0.0f); |  116   std::fill(noise_data_.begin(), noise_data_.end(), 0.0f); | 
|  131   std::fill(orig_data_.begin(), orig_data_.end(), 0.0f); |  117   std::fill(orig_data_.begin(), orig_data_.end(), 0.0f); | 
|  132   for (auto step_type : step_types) { |  118   std::fill(clear_data_.begin(), clear_data_.end(), 0.0f); | 
|  133     std::fill(clear_data_.begin(), clear_data_.end(), 0.0f); |  119   EXPECT_FALSE(CheckUpdate()); | 
|  134     EXPECT_FALSE(CheckUpdate(step_type)); |  | 
|  135   } |  | 
|  136   std::srand(1); |  120   std::srand(1); | 
|  137   auto float_rand = []() { return std::rand() * 2.f / RAND_MAX - 1; }; |  121   auto float_rand = []() { return std::rand() * 2.f / RAND_MAX - 1; }; | 
|  138   std::generate(noise_data_.begin(), noise_data_.end(), float_rand); |  122   std::generate(noise_data_.begin(), noise_data_.end(), float_rand); | 
|  139   for (auto step_type : step_types) { |  123   EXPECT_FALSE(CheckUpdate()); | 
|  140     EXPECT_FALSE(CheckUpdate(step_type)); |  124   std::generate(clear_data_.begin(), clear_data_.end(), float_rand); | 
|  141   } |  125   orig_data_ = clear_data_; | 
|  142   for (auto step_type : step_types) { |  126   EXPECT_TRUE(CheckUpdate()); | 
|  143     std::generate(clear_data_.begin(), clear_data_.end(), float_rand); |  | 
|  144     orig_data_ = clear_data_; |  | 
|  145     EXPECT_TRUE(CheckUpdate(step_type)); |  | 
|  146   } |  | 
|  147 } |  127 } | 
|  148  |  128  | 
|  149 // Tests ERB bank creation, comparing against matlab output. |  129 // Tests ERB bank creation, comparing against matlab output. | 
|  150 TEST_F(IntelligibilityEnhancerTest, TestErbCreation) { |  130 TEST_F(IntelligibilityEnhancerTest, TestErbCreation) { | 
|  151   ASSERT_EQ(arraysize(kTestCenterFreqs), enh_->bank_size_); |  131   ASSERT_EQ(arraysize(kTestCenterFreqs), enh_->bank_size_); | 
|  152   for (size_t i = 0; i < enh_->bank_size_; ++i) { |  132   for (size_t i = 0; i < enh_->bank_size_; ++i) { | 
|  153     EXPECT_NEAR(kTestCenterFreqs[i], enh_->center_freqs_[i], kMaxTestError); |  133     EXPECT_NEAR(kTestCenterFreqs[i], enh_->center_freqs_[i], kMaxTestError); | 
|  154     ASSERT_EQ(arraysize(kTestFilterBank[0]), enh_->freqs_); |  134     ASSERT_EQ(arraysize(kTestFilterBank[0]), enh_->freqs_); | 
|  155     for (size_t j = 0; j < enh_->freqs_; ++j) { |  135     for (size_t j = 0; j < enh_->freqs_; ++j) { | 
|  156       EXPECT_NEAR(kTestFilterBank[i][j], enh_->render_filter_bank_[i][j], |  136       EXPECT_NEAR(kTestFilterBank[i][j], enh_->render_filter_bank_[i][j], | 
|  157                   kMaxTestError); |  137                   kMaxTestError); | 
|  158     } |  138     } | 
|  159   } |  139   } | 
|  160 } |  140 } | 
|  161  |  141  | 
|  162 // Tests analytic solution for optimal gains, comparing |  142 // Tests analytic solution for optimal gains, comparing | 
|  163 // against matlab output. |  143 // against matlab output. | 
|  164 TEST_F(IntelligibilityEnhancerTest, TestSolveForGains) { |  144 TEST_F(IntelligibilityEnhancerTest, TestSolveForGains) { | 
|  165   ASSERT_EQ(kTestStartFreq, enh_->start_freq_); |  145   ASSERT_EQ(kTestStartFreq, enh_->start_freq_); | 
|  166   vector<float> sols(enh_->bank_size_); |  146   std::vector<float> sols(enh_->bank_size_); | 
|  167   float lambda = -0.001f; |  147   float lambda = -0.001f; | 
|  168   for (size_t i = 0; i < enh_->bank_size_; i++) { |  148   for (size_t i = 0; i < enh_->bank_size_; i++) { | 
|  169     enh_->filtered_clear_var_[i] = 0.0f; |  149     enh_->filtered_clear_pow_[i] = 0.0f; | 
|  170     enh_->filtered_noise_var_[i] = 0.0f; |  150     enh_->filtered_noise_pow_[i] = 0.0f; | 
|  171     enh_->rho_[i] = 0.02f; |  151     enh_->rho_[i] = 0.02f; | 
|  172   } |  152   } | 
|  173   enh_->SolveForGainsGivenLambda(lambda, enh_->start_freq_, &sols[0]); |  153   enh_->SolveForGainsGivenLambda(lambda, enh_->start_freq_, &sols[0]); | 
|  174   for (size_t i = 0; i < enh_->bank_size_; i++) { |  154   for (size_t i = 0; i < enh_->bank_size_; i++) { | 
|  175     EXPECT_NEAR(kTestZeroVar[i], sols[i], kMaxTestError); |  155     EXPECT_NEAR(kTestZeroVar[i], sols[i], kMaxTestError); | 
|  176   } |  156   } | 
|  177   for (size_t i = 0; i < enh_->bank_size_; i++) { |  157   for (size_t i = 0; i < enh_->bank_size_; i++) { | 
|  178     enh_->filtered_clear_var_[i] = static_cast<float>(i + 1); |  158     enh_->filtered_clear_pow_[i] = static_cast<float>(i + 1); | 
|  179     enh_->filtered_noise_var_[i] = static_cast<float>(enh_->bank_size_ - i); |  159     enh_->filtered_noise_pow_[i] = static_cast<float>(enh_->bank_size_ - i); | 
|  180   } |  160   } | 
|  181   enh_->SolveForGainsGivenLambda(lambda, enh_->start_freq_, &sols[0]); |  161   enh_->SolveForGainsGivenLambda(lambda, enh_->start_freq_, &sols[0]); | 
|  182   for (size_t i = 0; i < enh_->bank_size_; i++) { |  162   for (size_t i = 0; i < enh_->bank_size_; i++) { | 
|  183     EXPECT_NEAR(kTestNonZeroVarLambdaTop[i], sols[i], kMaxTestError); |  163     EXPECT_NEAR(kTestNonZeroVarLambdaTop[i], sols[i], kMaxTestError); | 
|  184   } |  164   } | 
|  185   lambda = -1.0; |  165   lambda = -1.0; | 
|  186   enh_->SolveForGainsGivenLambda(lambda, enh_->start_freq_, &sols[0]); |  166   enh_->SolveForGainsGivenLambda(lambda, enh_->start_freq_, &sols[0]); | 
|  187   for (size_t i = 0; i < enh_->bank_size_; i++) { |  167   for (size_t i = 0; i < enh_->bank_size_; i++) { | 
|  188     EXPECT_NEAR(kTestZeroVar[i], sols[i], kMaxTestError); |  168     EXPECT_NEAR(kTestZeroVar[i], sols[i], kMaxTestError); | 
|  189   } |  169   } | 
|  190 } |  170 } | 
|  191  |  171  | 
|  192 }  // namespace webrtc |  172 }  // namespace webrtc | 
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