1 /*
2 * Copyright (c) 2014 The WebRTC project authors. All Rights Reserved.
3 *
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
6 * tree. An additional intellectual property rights grant can be found
7 * in the file PATENTS. All contributing project authors may
8 * be found in the AUTHORS file in the root of the source tree.
9 */
10
11 #include "modules/audio_coding/neteq/tools/neteq_quality_test.h"
12
13 #include <stdio.h>
14
15 #include <cmath>
16
17 #include "absl/flags/flag.h"
18 #include "modules/audio_coding/neteq/default_neteq_factory.h"
19 #include "modules/audio_coding/neteq/tools/neteq_quality_test.h"
20 #include "modules/audio_coding/neteq/tools/output_audio_file.h"
21 #include "modules/audio_coding/neteq/tools/output_wav_file.h"
22 #include "modules/audio_coding/neteq/tools/resample_input_audio_file.h"
23 #include "rtc_base/checks.h"
24 #include "system_wrappers/include/clock.h"
25 #include "test/testsupport/file_utils.h"
26
DefaultInFilename()27 const std::string& DefaultInFilename() {
28 static const std::string path =
29 ::webrtc::test::ResourcePath("audio_coding/speech_mono_16kHz", "pcm");
30 return path;
31 }
32
DefaultOutFilename()33 const std::string& DefaultOutFilename() {
34 static const std::string path =
35 ::webrtc::test::OutputPath() + "neteq_quality_test_out.pcm";
36 return path;
37 }
38
39 ABSL_FLAG(
40 std::string,
41 in_filename,
42 DefaultInFilename(),
43 "Filename for input audio (specify sample rate with --input_sample_rate, "
44 "and channels with --channels).");
45
46 ABSL_FLAG(int, input_sample_rate, 16000, "Sample rate of input file in Hz.");
47
48 ABSL_FLAG(int, channels, 1, "Number of channels in input audio.");
49
50 ABSL_FLAG(std::string,
51 out_filename,
52 DefaultOutFilename(),
53 "Name of output audio file.");
54
55 ABSL_FLAG(
56 int,
57 runtime_ms,
58 10000,
59 "Simulated runtime (milliseconds). -1 will consume the complete file.");
60
61 ABSL_FLAG(int, packet_loss_rate, 10, "Percentile of packet loss.");
62
63 ABSL_FLAG(int,
64 random_loss_mode,
65 ::webrtc::test::kUniformLoss,
66 "Random loss mode: 0--no loss, 1--uniform loss, 2--Gilbert Elliot "
67 "loss, 3--fixed loss.");
68
69 ABSL_FLAG(int,
70 burst_length,
71 30,
72 "Burst length in milliseconds, only valid for Gilbert Elliot loss.");
73
74 ABSL_FLAG(float, drift_factor, 0.0, "Time drift factor.");
75
76 ABSL_FLAG(int,
77 preload_packets,
78 1,
79 "Preload the buffer with this many packets.");
80
81 ABSL_FLAG(std::string,
82 loss_events,
83 "",
84 "List of loss events time and duration separated by comma: "
85 "<first_event_time> <first_event_duration>, <second_event_time> "
86 "<second_event_duration>, ...");
87
88 namespace webrtc {
89 namespace test {
90
91 namespace {
92
CreateNetEq(const NetEq::Config & config,Clock * clock,const rtc::scoped_refptr<AudioDecoderFactory> & decoder_factory)93 std::unique_ptr<NetEq> CreateNetEq(
94 const NetEq::Config& config,
95 Clock* clock,
96 const rtc::scoped_refptr<AudioDecoderFactory>& decoder_factory) {
97 return DefaultNetEqFactory().CreateNetEq(config, decoder_factory, clock);
98 }
99
100 } // namespace
101
102 const uint8_t kPayloadType = 95;
103 const int kOutputSizeMs = 10;
104 const int kInitSeed = 0x12345678;
105 const int kPacketLossTimeUnitMs = 10;
106
107 // Common validator for file names.
ValidateFilename(const std::string & value,bool is_output)108 static bool ValidateFilename(const std::string& value, bool is_output) {
109 if (!is_output) {
110 RTC_CHECK_NE(value.substr(value.find_last_of(".") + 1), "wav")
111 << "WAV file input is not supported";
112 }
113 FILE* fid =
114 is_output ? fopen(value.c_str(), "wb") : fopen(value.c_str(), "rb");
115 if (fid == nullptr)
116 return false;
117 fclose(fid);
118 return true;
119 }
120
121 // ProbTrans00Solver() is to calculate the transition probability from no-loss
122 // state to itself in a modified Gilbert Elliot packet loss model. The result is
123 // to achieve the target packet loss rate |loss_rate|, when a packet is not
124 // lost only if all |units| drawings within the duration of the packet result in
125 // no-loss.
ProbTrans00Solver(int units,double loss_rate,double prob_trans_10)126 static double ProbTrans00Solver(int units,
127 double loss_rate,
128 double prob_trans_10) {
129 if (units == 1)
130 return prob_trans_10 / (1.0f - loss_rate) - prob_trans_10;
131 // 0 == prob_trans_00 ^ (units - 1) + (1 - loss_rate) / prob_trans_10 *
132 // prob_trans_00 - (1 - loss_rate) * (1 + 1 / prob_trans_10).
133 // There is a unique solution between 0.0 and 1.0, due to the monotonicity and
134 // an opposite sign at 0.0 and 1.0.
135 // For simplicity, we reformulate the equation as
136 // f(x) = x ^ (units - 1) + a x + b.
137 // Its derivative is
138 // f'(x) = (units - 1) x ^ (units - 2) + a.
139 // The derivative is strictly greater than 0 when x is between 0 and 1.
140 // We use Newton's method to solve the equation, iteration is
141 // x(k+1) = x(k) - f(x) / f'(x);
142 const double kPrecision = 0.001f;
143 const int kIterations = 100;
144 const double a = (1.0f - loss_rate) / prob_trans_10;
145 const double b = (loss_rate - 1.0f) * (1.0f + 1.0f / prob_trans_10);
146 double x = 0.0; // Starting point;
147 double f = b;
148 double f_p;
149 int iter = 0;
150 while ((f >= kPrecision || f <= -kPrecision) && iter < kIterations) {
151 f_p = (units - 1.0f) * std::pow(x, units - 2) + a;
152 x -= f / f_p;
153 if (x > 1.0f) {
154 x = 1.0f;
155 } else if (x < 0.0f) {
156 x = 0.0f;
157 }
158 f = std::pow(x, units - 1) + a * x + b;
159 iter++;
160 }
161 return x;
162 }
163
NetEqQualityTest(int block_duration_ms,int in_sampling_khz,int out_sampling_khz,const SdpAudioFormat & format,const rtc::scoped_refptr<AudioDecoderFactory> & decoder_factory)164 NetEqQualityTest::NetEqQualityTest(
165 int block_duration_ms,
166 int in_sampling_khz,
167 int out_sampling_khz,
168 const SdpAudioFormat& format,
169 const rtc::scoped_refptr<AudioDecoderFactory>& decoder_factory)
170 : audio_format_(format),
171 channels_(absl::GetFlag(FLAGS_channels)),
172 decoded_time_ms_(0),
173 decodable_time_ms_(0),
174 drift_factor_(absl::GetFlag(FLAGS_drift_factor)),
175 packet_loss_rate_(absl::GetFlag(FLAGS_packet_loss_rate)),
176 block_duration_ms_(block_duration_ms),
177 in_sampling_khz_(in_sampling_khz),
178 out_sampling_khz_(out_sampling_khz),
179 in_size_samples_(
180 static_cast<size_t>(in_sampling_khz_ * block_duration_ms_)),
181 payload_size_bytes_(0),
182 max_payload_bytes_(0),
183 in_file_(
184 new ResampleInputAudioFile(absl::GetFlag(FLAGS_in_filename),
185 absl::GetFlag(FLAGS_input_sample_rate),
186 in_sampling_khz * 1000,
187 absl::GetFlag(FLAGS_runtime_ms) > 0)),
188 rtp_generator_(
189 new RtpGenerator(in_sampling_khz_, 0, 0, decodable_time_ms_)),
190 total_payload_size_bytes_(0) {
191 // Flag validation
192 RTC_CHECK(ValidateFilename(absl::GetFlag(FLAGS_in_filename), false))
193 << "Invalid input filename.";
194
195 RTC_CHECK(absl::GetFlag(FLAGS_input_sample_rate) == 8000 ||
196 absl::GetFlag(FLAGS_input_sample_rate) == 16000 ||
197 absl::GetFlag(FLAGS_input_sample_rate) == 32000 ||
198 absl::GetFlag(FLAGS_input_sample_rate) == 48000)
199 << "Invalid sample rate should be 8000, 16000, 32000 or 48000 Hz.";
200
201 RTC_CHECK_EQ(absl::GetFlag(FLAGS_channels), 1)
202 << "Invalid number of channels, current support only 1.";
203
204 RTC_CHECK(ValidateFilename(absl::GetFlag(FLAGS_out_filename), true))
205 << "Invalid output filename.";
206
207 RTC_CHECK(absl::GetFlag(FLAGS_packet_loss_rate) >= 0 &&
208 absl::GetFlag(FLAGS_packet_loss_rate) <= 100)
209 << "Invalid packet loss percentile, should be between 0 and 100.";
210
211 RTC_CHECK(absl::GetFlag(FLAGS_random_loss_mode) >= 0 &&
212 absl::GetFlag(FLAGS_random_loss_mode) < kLastLossMode)
213 << "Invalid random packet loss mode, should be between 0 and "
214 << kLastLossMode - 1 << ".";
215
216 RTC_CHECK_GE(absl::GetFlag(FLAGS_burst_length), kPacketLossTimeUnitMs)
217 << "Invalid burst length, should be greater than or equal to "
218 << kPacketLossTimeUnitMs << " ms.";
219
220 RTC_CHECK_GT(absl::GetFlag(FLAGS_drift_factor), -0.1)
221 << "Invalid drift factor, should be greater than -0.1.";
222
223 RTC_CHECK_GE(absl::GetFlag(FLAGS_preload_packets), 0)
224 << "Invalid number of packets to preload; must be non-negative.";
225
226 const std::string out_filename = absl::GetFlag(FLAGS_out_filename);
227 const std::string log_filename = out_filename + ".log";
228 log_file_.open(log_filename.c_str(), std::ofstream::out);
229 RTC_CHECK(log_file_.is_open());
230
231 if (out_filename.size() >= 4 &&
232 out_filename.substr(out_filename.size() - 4) == ".wav") {
233 // Open a wav file.
234 output_.reset(
235 new webrtc::test::OutputWavFile(out_filename, 1000 * out_sampling_khz));
236 } else {
237 // Open a pcm file.
238 output_.reset(new webrtc::test::OutputAudioFile(out_filename));
239 }
240
241 NetEq::Config config;
242 config.sample_rate_hz = out_sampling_khz_ * 1000;
243 neteq_ = CreateNetEq(config, Clock::GetRealTimeClock(), decoder_factory);
244 max_payload_bytes_ = in_size_samples_ * channels_ * sizeof(int16_t);
245 in_data_.reset(new int16_t[in_size_samples_ * channels_]);
246 }
247
~NetEqQualityTest()248 NetEqQualityTest::~NetEqQualityTest() {
249 log_file_.close();
250 }
251
Lost(int now_ms)252 bool NoLoss::Lost(int now_ms) {
253 return false;
254 }
255
UniformLoss(double loss_rate)256 UniformLoss::UniformLoss(double loss_rate) : loss_rate_(loss_rate) {}
257
Lost(int now_ms)258 bool UniformLoss::Lost(int now_ms) {
259 int drop_this = rand();
260 return (drop_this < loss_rate_ * RAND_MAX);
261 }
262
GilbertElliotLoss(double prob_trans_11,double prob_trans_01)263 GilbertElliotLoss::GilbertElliotLoss(double prob_trans_11, double prob_trans_01)
264 : prob_trans_11_(prob_trans_11),
265 prob_trans_01_(prob_trans_01),
266 lost_last_(false),
267 uniform_loss_model_(new UniformLoss(0)) {}
268
~GilbertElliotLoss()269 GilbertElliotLoss::~GilbertElliotLoss() {}
270
Lost(int now_ms)271 bool GilbertElliotLoss::Lost(int now_ms) {
272 // Simulate bursty channel (Gilbert model).
273 // (1st order) Markov chain model with memory of the previous/last
274 // packet state (lost or received).
275 if (lost_last_) {
276 // Previous packet was not received.
277 uniform_loss_model_->set_loss_rate(prob_trans_11_);
278 return lost_last_ = uniform_loss_model_->Lost(now_ms);
279 } else {
280 uniform_loss_model_->set_loss_rate(prob_trans_01_);
281 return lost_last_ = uniform_loss_model_->Lost(now_ms);
282 }
283 }
284
FixedLossModel(std::set<FixedLossEvent,FixedLossEventCmp> loss_events)285 FixedLossModel::FixedLossModel(
286 std::set<FixedLossEvent, FixedLossEventCmp> loss_events)
287 : loss_events_(loss_events) {
288 loss_events_it_ = loss_events_.begin();
289 }
290
~FixedLossModel()291 FixedLossModel::~FixedLossModel() {}
292
Lost(int now_ms)293 bool FixedLossModel::Lost(int now_ms) {
294 if (loss_events_it_ != loss_events_.end() &&
295 now_ms > loss_events_it_->start_ms) {
296 if (now_ms <= loss_events_it_->start_ms + loss_events_it_->duration_ms) {
297 return true;
298 } else {
299 ++loss_events_it_;
300 return false;
301 }
302 }
303 return false;
304 }
305
SetUp()306 void NetEqQualityTest::SetUp() {
307 ASSERT_TRUE(neteq_->RegisterPayloadType(kPayloadType, audio_format_));
308 rtp_generator_->set_drift_factor(drift_factor_);
309
310 int units = block_duration_ms_ / kPacketLossTimeUnitMs;
311 switch (absl::GetFlag(FLAGS_random_loss_mode)) {
312 case kUniformLoss: {
313 // |unit_loss_rate| is the packet loss rate for each unit time interval
314 // (kPacketLossTimeUnitMs). Since a packet loss event is generated if any
315 // of |block_duration_ms_ / kPacketLossTimeUnitMs| unit time intervals of
316 // a full packet duration is drawn with a loss, |unit_loss_rate| fulfills
317 // (1 - unit_loss_rate) ^ (block_duration_ms_ / kPacketLossTimeUnitMs) ==
318 // 1 - packet_loss_rate.
319 double unit_loss_rate =
320 (1.0 - std::pow(1.0 - 0.01 * packet_loss_rate_, 1.0 / units));
321 loss_model_.reset(new UniformLoss(unit_loss_rate));
322 break;
323 }
324 case kGilbertElliotLoss: {
325 // |FLAGS_burst_length| should be integer times of kPacketLossTimeUnitMs.
326 ASSERT_EQ(0, absl::GetFlag(FLAGS_burst_length) % kPacketLossTimeUnitMs);
327
328 // We do not allow 100 percent packet loss in Gilbert Elliot model, which
329 // makes no sense.
330 ASSERT_GT(100, packet_loss_rate_);
331
332 // To guarantee the overall packet loss rate, transition probabilities
333 // need to satisfy:
334 // pi_0 * (1 - prob_trans_01_) ^ units +
335 // pi_1 * prob_trans_10_ ^ (units - 1) == 1 - loss_rate
336 // pi_0 = prob_trans_10 / (prob_trans_10 + prob_trans_01_)
337 // is the stationary state probability of no-loss
338 // pi_1 = prob_trans_01_ / (prob_trans_10 + prob_trans_01_)
339 // is the stationary state probability of loss
340 // After a derivation prob_trans_00 should satisfy:
341 // prob_trans_00 ^ (units - 1) = (loss_rate - 1) / prob_trans_10 *
342 // prob_trans_00 + (1 - loss_rate) * (1 + 1 / prob_trans_10).
343 double loss_rate = 0.01f * packet_loss_rate_;
344 double prob_trans_10 =
345 1.0f * kPacketLossTimeUnitMs / absl::GetFlag(FLAGS_burst_length);
346 double prob_trans_00 = ProbTrans00Solver(units, loss_rate, prob_trans_10);
347 loss_model_.reset(
348 new GilbertElliotLoss(1.0f - prob_trans_10, 1.0f - prob_trans_00));
349 break;
350 }
351 case kFixedLoss: {
352 std::istringstream loss_events_stream(absl::GetFlag(FLAGS_loss_events));
353 std::string loss_event_string;
354 std::set<FixedLossEvent, FixedLossEventCmp> loss_events;
355 while (std::getline(loss_events_stream, loss_event_string, ',')) {
356 std::vector<int> loss_event_params;
357 std::istringstream loss_event_params_stream(loss_event_string);
358 std::copy(std::istream_iterator<int>(loss_event_params_stream),
359 std::istream_iterator<int>(),
360 std::back_inserter(loss_event_params));
361 RTC_CHECK_EQ(loss_event_params.size(), 2);
362 auto result = loss_events.insert(
363 FixedLossEvent(loss_event_params[0], loss_event_params[1]));
364 RTC_CHECK(result.second);
365 }
366 RTC_CHECK_GT(loss_events.size(), 0);
367 loss_model_.reset(new FixedLossModel(loss_events));
368 break;
369 }
370 default: {
371 loss_model_.reset(new NoLoss);
372 break;
373 }
374 }
375
376 // Make sure that the packet loss profile is same for all derived tests.
377 srand(kInitSeed);
378 }
379
Log()380 std::ofstream& NetEqQualityTest::Log() {
381 return log_file_;
382 }
383
PacketLost()384 bool NetEqQualityTest::PacketLost() {
385 int cycles = block_duration_ms_ / kPacketLossTimeUnitMs;
386
387 // The loop is to make sure that codecs with different block lengths share the
388 // same packet loss profile.
389 bool lost = false;
390 for (int idx = 0; idx < cycles; idx++) {
391 if (loss_model_->Lost(decoded_time_ms_)) {
392 // The packet will be lost if any of the drawings indicates a loss, but
393 // the loop has to go on to make sure that codecs with different block
394 // lengths keep the same pace.
395 lost = true;
396 }
397 }
398 return lost;
399 }
400
Transmit()401 int NetEqQualityTest::Transmit() {
402 int packet_input_time_ms = rtp_generator_->GetRtpHeader(
403 kPayloadType, in_size_samples_, &rtp_header_);
404 Log() << "Packet of size " << payload_size_bytes_ << " bytes, for frame at "
405 << packet_input_time_ms << " ms ";
406 if (payload_size_bytes_ > 0) {
407 if (!PacketLost()) {
408 int ret = neteq_->InsertPacket(
409 rtp_header_,
410 rtc::ArrayView<const uint8_t>(payload_.data(), payload_size_bytes_));
411 if (ret != NetEq::kOK)
412 return -1;
413 Log() << "was sent.";
414 } else {
415 Log() << "was lost.";
416 }
417 }
418 Log() << std::endl;
419 return packet_input_time_ms;
420 }
421
DecodeBlock()422 int NetEqQualityTest::DecodeBlock() {
423 bool muted;
424 int ret = neteq_->GetAudio(&out_frame_, &muted);
425 RTC_CHECK(!muted);
426
427 if (ret != NetEq::kOK) {
428 return -1;
429 } else {
430 RTC_DCHECK_EQ(out_frame_.num_channels_, channels_);
431 RTC_DCHECK_EQ(out_frame_.samples_per_channel_,
432 static_cast<size_t>(kOutputSizeMs * out_sampling_khz_));
433 RTC_CHECK(output_->WriteArray(
434 out_frame_.data(),
435 out_frame_.samples_per_channel_ * out_frame_.num_channels_));
436 return static_cast<int>(out_frame_.samples_per_channel_);
437 }
438 }
439
Simulate()440 void NetEqQualityTest::Simulate() {
441 int audio_size_samples;
442 bool end_of_input = false;
443 int runtime_ms = absl::GetFlag(FLAGS_runtime_ms) >= 0
444 ? absl::GetFlag(FLAGS_runtime_ms)
445 : INT_MAX;
446
447 while (!end_of_input && decoded_time_ms_ < runtime_ms) {
448 // Preload the buffer if needed.
449 while (decodable_time_ms_ -
450 absl::GetFlag(FLAGS_preload_packets) * block_duration_ms_ <
451 decoded_time_ms_) {
452 if (!in_file_->Read(in_size_samples_ * channels_, &in_data_[0])) {
453 end_of_input = true;
454 ASSERT_TRUE(end_of_input && absl::GetFlag(FLAGS_runtime_ms) < 0);
455 break;
456 }
457 payload_.Clear();
458 payload_size_bytes_ = EncodeBlock(&in_data_[0], in_size_samples_,
459 &payload_, max_payload_bytes_);
460 total_payload_size_bytes_ += payload_size_bytes_;
461 decodable_time_ms_ = Transmit() + block_duration_ms_;
462 }
463 audio_size_samples = DecodeBlock();
464 if (audio_size_samples > 0) {
465 decoded_time_ms_ += audio_size_samples / out_sampling_khz_;
466 }
467 }
468 Log() << "Average bit rate was "
469 << 8.0f * total_payload_size_bytes_ / absl::GetFlag(FLAGS_runtime_ms)
470 << " kbps" << std::endl;
471 }
472
473 } // namespace test
474 } // namespace webrtc
475