| /* | |
| * 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 "modules/audio_coding/neteq/tools/neteq_quality_test.h" | |
| #include <algorithm> | |
| #include <climits> | |
| #include <cmath> | |
| #include <cstdint> | |
| #include <cstdio> | |
| #include <cstdlib> | |
| #include <fstream> | |
| #include <iterator> | |
| #include <memory> | |
| #include <ostream> | |
| #include <set> | |
| #include <sstream> | |
| #include <string> | |
| #include <utility> | |
| #include <vector> | |
| #include "absl/flags/flag.h" | |
| #include "absl/strings/string_view.h" | |
| #include "api/array_view.h" | |
| #include "api/audio_codecs/audio_decoder_factory.h" | |
| #include "api/audio_codecs/audio_format.h" | |
| #include "api/environment/environment_factory.h" | |
| #include "api/neteq/default_neteq_factory.h" | |
| #include "api/neteq/neteq.h" | |
| #include "api/scoped_refptr.h" | |
| #include "api/units/timestamp.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 "modules/audio_coding/neteq/tools/rtp_generator.h" | |
| #include "rtc_base/checks.h" | |
| #include "rtc_base/string_encode.h" | |
| #include "test/gtest.h" | |
| #include "test/testsupport/file_utils.h" | |
| ABSL_FLAG(std::string, | |
| in_filename, | |
| "audio_coding/speech_mono_16kHz.pcm", | |
| "Path of the input file (relative to the resources/ directory) for " | |
| "input audio (specify sample rate with --input_sample_rate, " | |
| "and channels with --channels)."); | |
| ABSL_FLAG(int, input_sample_rate, 16000, "Sample rate of input file in Hz."); | |
| ABSL_FLAG(int, channels, 1, "Number of channels in input audio."); | |
| ABSL_FLAG(std::string, | |
| out_filename, | |
| "neteq_quality_test_out.pcm", | |
| "Name of output audio file, which will be saved in " + | |
| ::webrtc::test::OutputPath()); | |
| ABSL_FLAG( | |
| int, | |
| runtime_ms, | |
| 10000, | |
| "Simulated runtime (milliseconds). -1 will consume the complete file."); | |
| ABSL_FLAG(int, packet_loss_rate, 10, "Percentile of packet loss."); | |
| ABSL_FLAG(int, | |
| random_loss_mode, | |
| ::webrtc::test::kUniformLoss, | |
| "Random loss mode: 0--no loss, 1--uniform loss, 2--Gilbert Elliot " | |
| "loss, 3--fixed loss."); | |
| ABSL_FLAG(int, | |
| burst_length, | |
| 30, | |
| "Burst length in milliseconds, only valid for Gilbert Elliot loss."); | |
| ABSL_FLAG(float, drift_factor, 0.0, "Time drift factor."); | |
| ABSL_FLAG(int, | |
| preload_packets, | |
| 1, | |
| "Preload the buffer with this many packets."); | |
| ABSL_FLAG(std::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>, ..."); | |
| namespace webrtc { | |
| namespace test { | |
| namespace { | |
| std::unique_ptr<NetEq> CreateNetEq( | |
| const NetEq::Config& config, | |
| scoped_refptr<AudioDecoderFactory> decoder_factory) { | |
| return DefaultNetEqFactory().Create(CreateEnvironment(), config, | |
| std::move(decoder_factory)); | |
| } | |
| const std::string& GetInFilenamePath(absl::string_view file_name) { | |
| std::vector<absl::string_view> name_parts = split(file_name, '.'); | |
| RTC_CHECK_EQ(name_parts.size(), 2); | |
| static const std::string path = | |
| test::ResourcePath(name_parts[0], name_parts[1]); | |
| return path; | |
| } | |
| const std::string& GetOutFilenamePath(absl::string_view file_name) { | |
| static const std::string path = test::OutputPath() + std::string(file_name); | |
| return path; | |
| } | |
| } // namespace | |
| constexpr uint8_t kPayloadType = 95; | |
| constexpr int kOutputSizeMs = 10; | |
| constexpr int kInitSeed = 0x12345678; | |
| constexpr int kPacketLossTimeUnitMs = 10; | |
| // Common validator for file names. | |
| static bool ValidateFilename(absl::string_view value, bool is_output) { | |
| if (!is_output) { | |
| RTC_CHECK_NE(value.substr(value.find_last_of('.') + 1), "wav") | |
| << "WAV file input is not supported"; | |
| } | |
| FILE* fid = is_output ? fopen(std::string(value).c_str(), "wb") | |
| : fopen(std::string(value).c_str(), "rb"); | |
| if (fid == nullptr) | |
| return false; | |
| fclose(fid); | |
| return true; | |
| } | |
| // 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 = 0.0; // Starting point; | |
| double f = b; | |
| double f_p; | |
| int iter = 0; | |
| while ((f >= kPrecision || f <= -kPrecision) && iter < kIterations) { | |
| f_p = (units - 1.0f) * std::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 = std::pow(x, units - 1) + a * x + b; | |
| iter++; | |
| } | |
| return x; | |
| } | |
| NetEqQualityTest::NetEqQualityTest( | |
| int block_duration_ms, | |
| int in_sampling_khz, | |
| int out_sampling_khz, | |
| const SdpAudioFormat& format, | |
| const scoped_refptr<AudioDecoderFactory>& decoder_factory) | |
| : audio_format_(format), | |
| channels_(absl::GetFlag(FLAGS_channels)), | |
| decoded_time_ms_(0), | |
| decodable_time_ms_(0), | |
| drift_factor_(absl::GetFlag(FLAGS_drift_factor)), | |
| packet_loss_rate_(absl::GetFlag(FLAGS_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( | |
| GetInFilenamePath(absl::GetFlag(FLAGS_in_filename)), | |
| absl::GetFlag(FLAGS_input_sample_rate), | |
| in_sampling_khz * 1000, | |
| absl::GetFlag(FLAGS_runtime_ms) > 0)), | |
| rtp_generator_( | |
| new RtpGenerator(in_sampling_khz_, 0, 0, decodable_time_ms_)), | |
| total_payload_size_bytes_(0) { | |
| // Flag validation | |
| RTC_CHECK(ValidateFilename( | |
| GetInFilenamePath(absl::GetFlag(FLAGS_in_filename)), false)) | |
| << "Invalid input filename."; | |
| RTC_CHECK(absl::GetFlag(FLAGS_input_sample_rate) == 8000 || | |
| absl::GetFlag(FLAGS_input_sample_rate) == 16000 || | |
| absl::GetFlag(FLAGS_input_sample_rate) == 32000 || | |
| absl::GetFlag(FLAGS_input_sample_rate) == 48000) | |
| << "Invalid sample rate should be 8000, 16000, 32000 or 48000 Hz."; | |
| RTC_CHECK_EQ(absl::GetFlag(FLAGS_channels), 1) | |
| << "Invalid number of channels, current support only 1."; | |
| RTC_CHECK(ValidateFilename( | |
| GetOutFilenamePath(absl::GetFlag(FLAGS_out_filename)), true)) | |
| << "Invalid output filename."; | |
| RTC_CHECK(absl::GetFlag(FLAGS_packet_loss_rate) >= 0 && | |
| absl::GetFlag(FLAGS_packet_loss_rate) <= 100) | |
| << "Invalid packet loss percentile, should be between 0 and 100."; | |
| RTC_CHECK(absl::GetFlag(FLAGS_random_loss_mode) >= 0 && | |
| absl::GetFlag(FLAGS_random_loss_mode) < kLastLossMode) | |
| << "Invalid random packet loss mode, should be between 0 and " | |
| << kLastLossMode - 1 << "."; | |
| RTC_CHECK_GE(absl::GetFlag(FLAGS_burst_length), kPacketLossTimeUnitMs) | |
| << "Invalid burst length, should be greater than or equal to " | |
| << kPacketLossTimeUnitMs << " ms."; | |
| RTC_CHECK_GT(absl::GetFlag(FLAGS_drift_factor), -0.1) | |
| << "Invalid drift factor, should be greater than -0.1."; | |
| RTC_CHECK_GE(absl::GetFlag(FLAGS_preload_packets), 0) | |
| << "Invalid number of packets to preload; must be non-negative."; | |
| const std::string out_filename = | |
| GetOutFilenamePath(absl::GetFlag(FLAGS_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 test::OutputWavFile(out_filename, 1000 * out_sampling_khz)); | |
| } else { | |
| // Open a pcm file. | |
| output_.reset(new test::OutputAudioFile(out_filename)); | |
| } | |
| NetEq::Config config; | |
| config.sample_rate_hz = out_sampling_khz_ * 1000; | |
| neteq_ = CreateNetEq(config, decoder_factory); | |
| 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_TRUE(neteq_->RegisterPayloadType(kPayloadType, audio_format_)); | |
| rtp_generator_->set_drift_factor(drift_factor_); | |
| int units = block_duration_ms_ / kPacketLossTimeUnitMs; | |
| switch (absl::GetFlag(FLAGS_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 = | |
| (1.0 - std::pow(1.0 - 0.01 * packet_loss_rate_, 1.0 / units)); | |
| loss_model_.reset(new UniformLoss(unit_loss_rate)); | |
| break; | |
| } | |
| case kGilbertElliotLoss: { | |
| // `FLAGS_burst_length` should be integer times of kPacketLossTimeUnitMs. | |
| ASSERT_EQ(0, absl::GetFlag(FLAGS_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 / absl::GetFlag(FLAGS_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(absl::GetFlag(FLAGS_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_, | |
| ArrayView<const uint8_t>(payload_.data(), payload_size_bytes_), | |
| Timestamp::Millis(packet_input_time_ms)); | |
| 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; | |
| bool end_of_input = false; | |
| int runtime_ms = absl::GetFlag(FLAGS_runtime_ms) >= 0 | |
| ? absl::GetFlag(FLAGS_runtime_ms) | |
| : INT_MAX; | |
| while (!end_of_input && decoded_time_ms_ < runtime_ms) { | |
| // Preload the buffer if needed. | |
| while (decodable_time_ms_ - | |
| absl::GetFlag(FLAGS_preload_packets) * block_duration_ms_ < | |
| decoded_time_ms_) { | |
| if (!in_file_->Read(in_size_samples_ * channels_, &in_data_[0])) { | |
| end_of_input = true; | |
| ASSERT_TRUE(end_of_input && absl::GetFlag(FLAGS_runtime_ms) < 0); | |
| break; | |
| } | |
| 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_ / absl::GetFlag(FLAGS_runtime_ms) | |
| << " kbps" << std::endl; | |
| } | |
| } // namespace test | |
| } // namespace webrtc |