| /* |
| * Copyright (c) 2014 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 <math.h> |
| #include <stdio.h> |
| |
| #include "api/audio_codecs/builtin_audio_decoder_factory.h" |
| #include "modules/audio_coding/neteq/tools/neteq_quality_test.h" |
| #include "modules/audio_coding/neteq/tools/output_audio_file.h" |
| #include "modules/audio_coding/neteq/tools/output_wav_file.h" |
| #include "modules/audio_coding/neteq/tools/resample_input_audio_file.h" |
| #include "rtc_base/checks.h" |
| #include "test/testsupport/fileutils.h" |
| |
| namespace webrtc { |
| namespace test { |
| |
| const uint8_t kPayloadType = 95; |
| const int kOutputSizeMs = 10; |
| const int kInitSeed = 0x12345678; |
| const int kPacketLossTimeUnitMs = 10; |
| |
| const std::string& DefaultInFilename() { |
| static const std::string path = |
| ResourcePath("audio_coding/speech_mono_16kHz", "pcm"); |
| return path; |
| } |
| |
| const std::string& DefaultOutFilename() { |
| static const std::string path = OutputPath() + "neteq_quality_test_out.pcm"; |
| return path; |
| } |
| |
| // Common validator for file names. |
| static bool ValidateFilename(const std::string& value, bool write) { |
| FILE* fid = write ? fopen(value.c_str(), "wb") : fopen(value.c_str(), "rb"); |
| if (fid == nullptr) |
| return false; |
| fclose(fid); |
| return true; |
| } |
| |
| DEFINE_string( |
| in_filename, |
| DefaultInFilename().c_str(), |
| "Filename for input audio (specify sample rate with --input_sample_rate, " |
| "and channels with --channels)."); |
| |
| DEFINE_int(input_sample_rate, 16000, "Sample rate of input file in Hz."); |
| |
| DEFINE_int(channels, 1, "Number of channels in input audio."); |
| |
| DEFINE_string(out_filename, |
| DefaultOutFilename().c_str(), |
| "Name of output audio file."); |
| |
| DEFINE_int(runtime_ms, 10000, "Simulated runtime (milliseconds)."); |
| |
| DEFINE_int(packet_loss_rate, 10, "Percentile of packet loss."); |
| |
| DEFINE_int(random_loss_mode, |
| kUniformLoss, |
| "Random loss mode: 0--no loss, 1--uniform loss, 2--Gilbert Elliot " |
| "loss, 3--fixed loss."); |
| |
| DEFINE_int(burst_length, |
| 30, |
| "Burst length in milliseconds, only valid for Gilbert Elliot loss."); |
| |
| DEFINE_float(drift_factor, 0.0, "Time drift factor."); |
| |
| DEFINE_int(preload_packets, 0, "Preload the buffer with this many packets."); |
| |
| DEFINE_string(loss_events, |
| "", |
| "List of loss events time and duration separated by comma: " |
| "<first_event_time> <first_event_duration>, <second_event_time> " |
| "<second_event_duration>, ..."); |
| |
| // ProbTrans00Solver() is to calculate the transition probability from no-loss |
| // state to itself in a modified Gilbert Elliot packet loss model. The result is |
| // to achieve the target packet loss rate |loss_rate|, when a packet is not |
| // lost only if all |units| drawings within the duration of the packet result in |
| // no-loss. |
| static double ProbTrans00Solver(int units, |
| double loss_rate, |
| double prob_trans_10) { |
| if (units == 1) |
| return prob_trans_10 / (1.0f - loss_rate) - prob_trans_10; |
| // 0 == prob_trans_00 ^ (units - 1) + (1 - loss_rate) / prob_trans_10 * |
| // prob_trans_00 - (1 - loss_rate) * (1 + 1 / prob_trans_10). |
| // There is a unique solution between 0.0 and 1.0, due to the monotonicity and |
| // an opposite sign at 0.0 and 1.0. |
| // For simplicity, we reformulate the equation as |
| // f(x) = x ^ (units - 1) + a x + b. |
| // Its derivative is |
| // f'(x) = (units - 1) x ^ (units - 2) + a. |
| // The derivative is strictly greater than 0 when x is between 0 and 1. |
| // We use Newton's method to solve the equation, iteration is |
| // x(k+1) = x(k) - f(x) / f'(x); |
| const double kPrecision = 0.001f; |
| const int kIterations = 100; |
| const double a = (1.0f - loss_rate) / prob_trans_10; |
| const double b = (loss_rate - 1.0f) * (1.0f + 1.0f / prob_trans_10); |
| double x = 0.0f; // Starting point; |
| double f = b; |
| double f_p; |
| int iter = 0; |
| while ((f >= kPrecision || f <= -kPrecision) && iter < kIterations) { |
| f_p = (units - 1.0f) * pow(x, units - 2) + a; |
| x -= f / f_p; |
| if (x > 1.0f) { |
| x = 1.0f; |
| } else if (x < 0.0f) { |
| x = 0.0f; |
| } |
| f = pow(x, units - 1) + a * x + b; |
| iter++; |
| } |
| return x; |
| } |
| |
| NetEqQualityTest::NetEqQualityTest(int block_duration_ms, |
| int in_sampling_khz, |
| int out_sampling_khz, |
| NetEqDecoder decoder_type) |
| : decoder_type_(decoder_type), |
| channels_(static_cast<size_t>(FLAG_channels)), |
| decoded_time_ms_(0), |
| decodable_time_ms_(0), |
| drift_factor_(FLAG_drift_factor), |
| packet_loss_rate_(FLAG_packet_loss_rate), |
| block_duration_ms_(block_duration_ms), |
| in_sampling_khz_(in_sampling_khz), |
| out_sampling_khz_(out_sampling_khz), |
| in_size_samples_( |
| static_cast<size_t>(in_sampling_khz_ * block_duration_ms_)), |
| payload_size_bytes_(0), |
| max_payload_bytes_(0), |
| in_file_(new ResampleInputAudioFile(FLAG_in_filename, |
| FLAG_input_sample_rate, |
| in_sampling_khz * 1000)), |
| rtp_generator_( |
| new RtpGenerator(in_sampling_khz_, 0, 0, decodable_time_ms_)), |
| total_payload_size_bytes_(0) { |
| // Flag validation |
| RTC_CHECK(ValidateFilename(FLAG_in_filename, false)) |
| << "Invalid input filename."; |
| |
| RTC_CHECK(FLAG_input_sample_rate == 8000 || FLAG_input_sample_rate == 16000 || |
| FLAG_input_sample_rate == 32000 || FLAG_input_sample_rate == 48000) |
| << "Invalid sample rate should be 8000, 16000, 32000 or 48000 Hz."; |
| |
| RTC_CHECK_EQ(FLAG_channels, 1) |
| << "Invalid number of channels, current support only 1."; |
| |
| RTC_CHECK(ValidateFilename(FLAG_out_filename, true)) |
| << "Invalid output filename."; |
| |
| RTC_CHECK_GT(FLAG_runtime_ms, 0) |
| << "Invalid runtime, should be greater than 0."; |
| |
| RTC_CHECK(FLAG_packet_loss_rate >= 0 && FLAG_packet_loss_rate <= 100) |
| << "Invalid packet loss percentile, should be between 0 and 100."; |
| |
| RTC_CHECK(FLAG_random_loss_mode >= 0 && FLAG_random_loss_mode < kLastLossMode) |
| << "Invalid random packet loss mode, should be between 0 and " |
| << kLastLossMode - 1 << "."; |
| |
| RTC_CHECK_GE(FLAG_burst_length, kPacketLossTimeUnitMs) |
| << "Invalid burst length, should be greater than or equal to " |
| << kPacketLossTimeUnitMs << " ms."; |
| |
| RTC_CHECK_GT(FLAG_drift_factor, -0.1) |
| << "Invalid drift factor, should be greater than -0.1."; |
| |
| RTC_CHECK_GE(FLAG_preload_packets, 0) |
| << "Invalid number of packets to preload; must be non-negative."; |
| |
| const std::string out_filename = FLAG_out_filename; |
| const std::string log_filename = out_filename + ".log"; |
| log_file_.open(log_filename.c_str(), std::ofstream::out); |
| RTC_CHECK(log_file_.is_open()); |
| |
| if (out_filename.size() >= 4 && |
| out_filename.substr(out_filename.size() - 4) == ".wav") { |
| // Open a wav file. |
| output_.reset( |
| new webrtc::test::OutputWavFile(out_filename, 1000 * out_sampling_khz)); |
| } else { |
| // Open a pcm file. |
| output_.reset(new webrtc::test::OutputAudioFile(out_filename)); |
| } |
| |
| NetEq::Config config; |
| config.sample_rate_hz = out_sampling_khz_ * 1000; |
| neteq_.reset( |
| NetEq::Create(config, webrtc::CreateBuiltinAudioDecoderFactory())); |
| max_payload_bytes_ = in_size_samples_ * channels_ * sizeof(int16_t); |
| in_data_.reset(new int16_t[in_size_samples_ * channels_]); |
| } |
| |
| NetEqQualityTest::~NetEqQualityTest() { |
| log_file_.close(); |
| } |
| |
| bool NoLoss::Lost(int now_ms) { |
| return false; |
| } |
| |
| UniformLoss::UniformLoss(double loss_rate) : loss_rate_(loss_rate) {} |
| |
| bool UniformLoss::Lost(int now_ms) { |
| int drop_this = rand(); |
| return (drop_this < loss_rate_ * RAND_MAX); |
| } |
| |
| GilbertElliotLoss::GilbertElliotLoss(double prob_trans_11, double prob_trans_01) |
| : prob_trans_11_(prob_trans_11), |
| prob_trans_01_(prob_trans_01), |
| lost_last_(false), |
| uniform_loss_model_(new UniformLoss(0)) {} |
| |
| GilbertElliotLoss::~GilbertElliotLoss() {} |
| |
| bool GilbertElliotLoss::Lost(int now_ms) { |
| // Simulate bursty channel (Gilbert model). |
| // (1st order) Markov chain model with memory of the previous/last |
| // packet state (lost or received). |
| if (lost_last_) { |
| // Previous packet was not received. |
| uniform_loss_model_->set_loss_rate(prob_trans_11_); |
| return lost_last_ = uniform_loss_model_->Lost(now_ms); |
| } else { |
| uniform_loss_model_->set_loss_rate(prob_trans_01_); |
| return lost_last_ = uniform_loss_model_->Lost(now_ms); |
| } |
| } |
| |
| FixedLossModel::FixedLossModel( |
| std::set<FixedLossEvent, FixedLossEventCmp> loss_events) |
| : loss_events_(loss_events) { |
| loss_events_it_ = loss_events_.begin(); |
| } |
| |
| FixedLossModel::~FixedLossModel() {} |
| |
| bool FixedLossModel::Lost(int now_ms) { |
| if (loss_events_it_ != loss_events_.end() && |
| now_ms > loss_events_it_->start_ms) { |
| if (now_ms <= loss_events_it_->start_ms + loss_events_it_->duration_ms) { |
| return true; |
| } else { |
| ++loss_events_it_; |
| return false; |
| } |
| } |
| return false; |
| } |
| |
| void NetEqQualityTest::SetUp() { |
| ASSERT_EQ(0, |
| neteq_->RegisterPayloadType(decoder_type_, "noname", kPayloadType)); |
| rtp_generator_->set_drift_factor(drift_factor_); |
| |
| int units = block_duration_ms_ / kPacketLossTimeUnitMs; |
| switch (FLAG_random_loss_mode) { |
| case kUniformLoss: { |
| // |unit_loss_rate| is the packet loss rate for each unit time interval |
| // (kPacketLossTimeUnitMs). Since a packet loss event is generated if any |
| // of |block_duration_ms_ / kPacketLossTimeUnitMs| unit time intervals of |
| // a full packet duration is drawn with a loss, |unit_loss_rate| fulfills |
| // (1 - unit_loss_rate) ^ (block_duration_ms_ / kPacketLossTimeUnitMs) == |
| // 1 - packet_loss_rate. |
| double unit_loss_rate = |
| (1.0f - pow(1.0f - 0.01f * packet_loss_rate_, 1.0f / units)); |
| loss_model_.reset(new UniformLoss(unit_loss_rate)); |
| break; |
| } |
| case kGilbertElliotLoss: { |
| // |FLAG_burst_length| should be integer times of kPacketLossTimeUnitMs. |
| ASSERT_EQ(0, FLAG_burst_length % kPacketLossTimeUnitMs); |
| |
| // We do not allow 100 percent packet loss in Gilbert Elliot model, which |
| // makes no sense. |
| ASSERT_GT(100, packet_loss_rate_); |
| |
| // To guarantee the overall packet loss rate, transition probabilities |
| // need to satisfy: |
| // pi_0 * (1 - prob_trans_01_) ^ units + |
| // pi_1 * prob_trans_10_ ^ (units - 1) == 1 - loss_rate |
| // pi_0 = prob_trans_10 / (prob_trans_10 + prob_trans_01_) |
| // is the stationary state probability of no-loss |
| // pi_1 = prob_trans_01_ / (prob_trans_10 + prob_trans_01_) |
| // is the stationary state probability of loss |
| // After a derivation prob_trans_00 should satisfy: |
| // prob_trans_00 ^ (units - 1) = (loss_rate - 1) / prob_trans_10 * |
| // prob_trans_00 + (1 - loss_rate) * (1 + 1 / prob_trans_10). |
| double loss_rate = 0.01f * packet_loss_rate_; |
| double prob_trans_10 = 1.0f * kPacketLossTimeUnitMs / FLAG_burst_length; |
| double prob_trans_00 = ProbTrans00Solver(units, loss_rate, prob_trans_10); |
| loss_model_.reset( |
| new GilbertElliotLoss(1.0f - prob_trans_10, 1.0f - prob_trans_00)); |
| break; |
| } |
| case kFixedLoss: { |
| std::istringstream loss_events_stream(FLAG_loss_events); |
| std::string loss_event_string; |
| std::set<FixedLossEvent, FixedLossEventCmp> loss_events; |
| while (std::getline(loss_events_stream, loss_event_string, ',')) { |
| std::vector<int> loss_event_params; |
| std::istringstream loss_event_params_stream(loss_event_string); |
| std::copy(std::istream_iterator<int>(loss_event_params_stream), |
| std::istream_iterator<int>(), |
| std::back_inserter(loss_event_params)); |
| RTC_CHECK_EQ(loss_event_params.size(), 2); |
| auto result = loss_events.insert( |
| FixedLossEvent(loss_event_params[0], loss_event_params[1])); |
| RTC_CHECK(result.second); |
| } |
| RTC_CHECK_GT(loss_events.size(), 0); |
| loss_model_.reset(new FixedLossModel(loss_events)); |
| break; |
| } |
| default: { |
| loss_model_.reset(new NoLoss); |
| break; |
| } |
| } |
| |
| // Make sure that the packet loss profile is same for all derived tests. |
| srand(kInitSeed); |
| } |
| |
| std::ofstream& NetEqQualityTest::Log() { |
| return log_file_; |
| } |
| |
| bool NetEqQualityTest::PacketLost() { |
| int cycles = block_duration_ms_ / kPacketLossTimeUnitMs; |
| |
| // The loop is to make sure that codecs with different block lengths share the |
| // same packet loss profile. |
| bool lost = false; |
| for (int idx = 0; idx < cycles; idx++) { |
| if (loss_model_->Lost(decoded_time_ms_)) { |
| // The packet will be lost if any of the drawings indicates a loss, but |
| // the loop has to go on to make sure that codecs with different block |
| // lengths keep the same pace. |
| lost = true; |
| } |
| } |
| return lost; |
| } |
| |
| int NetEqQualityTest::Transmit() { |
| int packet_input_time_ms = rtp_generator_->GetRtpHeader( |
| kPayloadType, in_size_samples_, &rtp_header_); |
| Log() << "Packet of size " << payload_size_bytes_ << " bytes, for frame at " |
| << packet_input_time_ms << " ms "; |
| if (payload_size_bytes_ > 0) { |
| if (!PacketLost()) { |
| int ret = neteq_->InsertPacket( |
| rtp_header_, |
| rtc::ArrayView<const uint8_t>(payload_.data(), payload_size_bytes_), |
| packet_input_time_ms * in_sampling_khz_); |
| if (ret != NetEq::kOK) |
| return -1; |
| Log() << "was sent."; |
| } else { |
| Log() << "was lost."; |
| } |
| } |
| Log() << std::endl; |
| return packet_input_time_ms; |
| } |
| |
| int NetEqQualityTest::DecodeBlock() { |
| bool muted; |
| int ret = neteq_->GetAudio(&out_frame_, &muted); |
| RTC_CHECK(!muted); |
| |
| if (ret != NetEq::kOK) { |
| return -1; |
| } else { |
| RTC_DCHECK_EQ(out_frame_.num_channels_, channels_); |
| RTC_DCHECK_EQ(out_frame_.samples_per_channel_, |
| static_cast<size_t>(kOutputSizeMs * out_sampling_khz_)); |
| RTC_CHECK(output_->WriteArray( |
| out_frame_.data(), |
| out_frame_.samples_per_channel_ * out_frame_.num_channels_)); |
| return static_cast<int>(out_frame_.samples_per_channel_); |
| } |
| } |
| |
| void NetEqQualityTest::Simulate() { |
| int audio_size_samples; |
| |
| while (decoded_time_ms_ < FLAG_runtime_ms) { |
| // Preload the buffer if needed. |
| while (decodable_time_ms_ - FLAG_preload_packets * block_duration_ms_ < |
| decoded_time_ms_) { |
| ASSERT_TRUE(in_file_->Read(in_size_samples_ * channels_, &in_data_[0])); |
| payload_.Clear(); |
| payload_size_bytes_ = EncodeBlock(&in_data_[0], in_size_samples_, |
| &payload_, max_payload_bytes_); |
| total_payload_size_bytes_ += payload_size_bytes_; |
| decodable_time_ms_ = Transmit() + block_duration_ms_; |
| } |
| audio_size_samples = DecodeBlock(); |
| if (audio_size_samples > 0) { |
| decoded_time_ms_ += audio_size_samples / out_sampling_khz_; |
| } |
| } |
| Log() << "Average bit rate was " |
| << 8.0f * total_payload_size_bytes_ / FLAG_runtime_ms << " kbps" |
| << std::endl; |
| } |
| |
| } // namespace test |
| } // namespace webrtc |