summaryrefslogtreecommitdiffstats
path: root/third_party/libwebrtc/modules/congestion_controller/goog_cc/probe_controller.cc
blob: 31727051a88cfccc84e85f2a7afe967c7158473b (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
/*
 *  Copyright (c) 2016 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/congestion_controller/goog_cc/probe_controller.h"

#include <algorithm>
#include <cstdint>
#include <initializer_list>
#include <memory>
#include <vector>

#include "absl/strings/match.h"
#include "absl/types/optional.h"
#include "api/field_trials_view.h"
#include "api/rtc_event_log/rtc_event_log.h"
#include "api/transport/network_types.h"
#include "api/units/data_rate.h"
#include "api/units/data_size.h"
#include "api/units/time_delta.h"
#include "api/units/timestamp.h"
#include "logging/rtc_event_log/events/rtc_event_probe_cluster_created.h"
#include "rtc_base/checks.h"
#include "rtc_base/experiments/field_trial_parser.h"
#include "rtc_base/logging.h"
#include "system_wrappers/include/metrics.h"

namespace webrtc {

namespace {
// Maximum waiting time from the time of initiating probing to getting
// the measured results back.
constexpr TimeDelta kMaxWaitingTimeForProbingResult = TimeDelta::Seconds(1);

// Default probing bitrate limit. Applied only when the application didn't
// specify max bitrate.
constexpr DataRate kDefaultMaxProbingBitrate = DataRate::KilobitsPerSec(5000);

// If the bitrate drops to a factor `kBitrateDropThreshold` or lower
// and we recover within `kBitrateDropTimeoutMs`, then we'll send
// a probe at a fraction `kProbeFractionAfterDrop` of the original bitrate.
constexpr double kBitrateDropThreshold = 0.66;
constexpr TimeDelta kBitrateDropTimeout = TimeDelta::Seconds(5);
constexpr double kProbeFractionAfterDrop = 0.85;

// Timeout for probing after leaving ALR. If the bitrate drops significantly,
// (as determined by the delay based estimator) and we leave ALR, then we will
// send a probe if we recover within `kLeftAlrTimeoutMs` ms.
constexpr TimeDelta kAlrEndedTimeout = TimeDelta::Seconds(3);

// The expected uncertainty of probe result (as a fraction of the target probe
// This is a limit on how often probing can be done when there is a BW
// drop detected in ALR.
constexpr TimeDelta kMinTimeBetweenAlrProbes = TimeDelta::Seconds(5);

// bitrate). Used to avoid probing if the probe bitrate is close to our current
// estimate.
constexpr double kProbeUncertainty = 0.05;

// Use probing to recover faster after large bitrate estimate drops.
constexpr char kBweRapidRecoveryExperiment[] =
    "WebRTC-BweRapidRecoveryExperiment";

void MaybeLogProbeClusterCreated(RtcEventLog* event_log,
                                 const ProbeClusterConfig& probe) {
  RTC_DCHECK(event_log);
  if (!event_log) {
    return;
  }

  DataSize min_data_size = probe.target_data_rate * probe.target_duration;
  event_log->Log(std::make_unique<RtcEventProbeClusterCreated>(
      probe.id, probe.target_data_rate.bps(), probe.target_probe_count,
      min_data_size.bytes()));
}

}  // namespace

ProbeControllerConfig::ProbeControllerConfig(
    const FieldTrialsView* key_value_config)
    : first_exponential_probe_scale("p1", 3.0),
      second_exponential_probe_scale("p2", 6.0),
      further_exponential_probe_scale("step_size", 2),
      further_probe_threshold("further_probe_threshold", 0.7),
      alr_probing_interval("alr_interval", TimeDelta::Seconds(5)),
      alr_probe_scale("alr_scale", 2),
      network_state_estimate_probing_interval("network_state_interval",
                                              TimeDelta::PlusInfinity()),
      probe_if_estimate_lower_than_network_state_estimate_ratio(
          "est_lower_than_network_ratio",
          0),
      estimate_lower_than_network_state_estimate_probing_interval(
          "est_lower_than_network_interval",
          TimeDelta::Seconds(3)),
      network_state_probe_scale("network_state_scale", 1.0),
      network_state_probe_duration("network_state_probe_duration",
                                   TimeDelta::Millis(15)),

      probe_on_max_allocated_bitrate_change("probe_max_allocation", true),
      first_allocation_probe_scale("alloc_p1", 1),
      second_allocation_probe_scale("alloc_p2", 2),
      allocation_probe_limit_by_current_scale("alloc_current_bwe_limit"),
      min_probe_packets_sent("min_probe_packets_sent", 5),
      min_probe_duration("min_probe_duration", TimeDelta::Millis(15)),
      loss_limited_probe_scale("loss_limited_scale", 1.5),
      skip_if_estimate_larger_than_fraction_of_max(
          "skip_if_est_larger_than_fraction_of_max",
          0.0) {
  ParseFieldTrial(
      {&first_exponential_probe_scale, &second_exponential_probe_scale,
       &further_exponential_probe_scale, &further_probe_threshold,
       &alr_probing_interval, &alr_probe_scale,
       &probe_on_max_allocated_bitrate_change, &first_allocation_probe_scale,
       &second_allocation_probe_scale, &allocation_probe_limit_by_current_scale,
       &min_probe_duration, &network_state_estimate_probing_interval,
       &probe_if_estimate_lower_than_network_state_estimate_ratio,
       &estimate_lower_than_network_state_estimate_probing_interval,
       &network_state_probe_scale, &network_state_probe_duration,
       &min_probe_packets_sent, &loss_limited_probe_scale,
       &skip_if_estimate_larger_than_fraction_of_max},
      key_value_config->Lookup("WebRTC-Bwe-ProbingConfiguration"));

  // Specialized keys overriding subsets of WebRTC-Bwe-ProbingConfiguration
  ParseFieldTrial(
      {&first_exponential_probe_scale, &second_exponential_probe_scale},
      key_value_config->Lookup("WebRTC-Bwe-InitialProbing"));
  ParseFieldTrial({&further_exponential_probe_scale, &further_probe_threshold},
                  key_value_config->Lookup("WebRTC-Bwe-ExponentialProbing"));
  ParseFieldTrial(
      {&alr_probing_interval, &alr_probe_scale, &loss_limited_probe_scale},
      key_value_config->Lookup("WebRTC-Bwe-AlrProbing"));
  ParseFieldTrial(
      {&first_allocation_probe_scale, &second_allocation_probe_scale,
       &allocation_probe_limit_by_current_scale},
      key_value_config->Lookup("WebRTC-Bwe-AllocationProbing"));
  ParseFieldTrial({&min_probe_packets_sent, &min_probe_duration},
                  key_value_config->Lookup("WebRTC-Bwe-ProbingBehavior"));
}

ProbeControllerConfig::ProbeControllerConfig(const ProbeControllerConfig&) =
    default;
ProbeControllerConfig::~ProbeControllerConfig() = default;

ProbeController::ProbeController(const FieldTrialsView* key_value_config,
                                 RtcEventLog* event_log)
    : network_available_(false),
      enable_periodic_alr_probing_(false),
      in_rapid_recovery_experiment_(absl::StartsWith(
          key_value_config->Lookup(kBweRapidRecoveryExperiment),
          "Enabled")),
      event_log_(event_log),
      config_(ProbeControllerConfig(key_value_config)) {
  Reset(Timestamp::Zero());
}

ProbeController::~ProbeController() {}

std::vector<ProbeClusterConfig> ProbeController::SetBitrates(
    DataRate min_bitrate,
    DataRate start_bitrate,
    DataRate max_bitrate,
    Timestamp at_time) {
  if (start_bitrate > DataRate::Zero()) {
    start_bitrate_ = start_bitrate;
    estimated_bitrate_ = start_bitrate;
  } else if (start_bitrate_.IsZero()) {
    start_bitrate_ = min_bitrate;
  }

  // The reason we use the variable `old_max_bitrate_pbs` is because we
  // need to set `max_bitrate_` before we call InitiateProbing.
  DataRate old_max_bitrate = max_bitrate_;
  max_bitrate_ =
      max_bitrate.IsFinite() ? max_bitrate : kDefaultMaxProbingBitrate;

  switch (state_) {
    case State::kInit:
      if (network_available_)
        return InitiateExponentialProbing(at_time);
      break;

    case State::kWaitingForProbingResult:
      break;

    case State::kProbingComplete:
      // If the new max bitrate is higher than both the old max bitrate and the
      // estimate then initiate probing.
      if (!estimated_bitrate_.IsZero() && old_max_bitrate < max_bitrate_ &&
          estimated_bitrate_ < max_bitrate_) {
        return InitiateProbing(at_time, {max_bitrate_}, false);
      }
      break;
  }
  return std::vector<ProbeClusterConfig>();
}

std::vector<ProbeClusterConfig> ProbeController::OnMaxTotalAllocatedBitrate(
    DataRate max_total_allocated_bitrate,
    Timestamp at_time) {
  const bool in_alr = alr_start_time_.has_value();
  const bool allow_allocation_probe = in_alr;

  if (config_.probe_on_max_allocated_bitrate_change &&
      state_ == State::kProbingComplete &&
      max_total_allocated_bitrate != max_total_allocated_bitrate_ &&
      estimated_bitrate_ < max_bitrate_ &&
      estimated_bitrate_ < max_total_allocated_bitrate &&
      allow_allocation_probe) {
    max_total_allocated_bitrate_ = max_total_allocated_bitrate;

    if (!config_.first_allocation_probe_scale)
      return std::vector<ProbeClusterConfig>();

    DataRate first_probe_rate = max_total_allocated_bitrate *
                                config_.first_allocation_probe_scale.Value();
    DataRate current_bwe_limit =
        !config_.allocation_probe_limit_by_current_scale
            ? DataRate::PlusInfinity()
            : estimated_bitrate_ *
                  config_.allocation_probe_limit_by_current_scale.Value();
    bool limited_by_current_bwe = current_bwe_limit < first_probe_rate;
    if (limited_by_current_bwe) {
      first_probe_rate = current_bwe_limit;
    }

    std::vector<DataRate> probes = {first_probe_rate};
    if (!limited_by_current_bwe && config_.second_allocation_probe_scale) {
      DataRate second_probe_rate =
          max_total_allocated_bitrate *
          config_.second_allocation_probe_scale.Value();
      limited_by_current_bwe = current_bwe_limit < second_probe_rate;
      if (limited_by_current_bwe) {
        second_probe_rate = current_bwe_limit;
      }
      if (second_probe_rate > first_probe_rate)
        probes.push_back(second_probe_rate);
    }
    bool allow_further_probing = limited_by_current_bwe;

    return InitiateProbing(at_time, probes, allow_further_probing);
  }
  max_total_allocated_bitrate_ = max_total_allocated_bitrate;
  return std::vector<ProbeClusterConfig>();
}

std::vector<ProbeClusterConfig> ProbeController::OnNetworkAvailability(
    NetworkAvailability msg) {
  network_available_ = msg.network_available;

  if (!network_available_ && state_ == State::kWaitingForProbingResult) {
    state_ = State::kProbingComplete;
    min_bitrate_to_probe_further_ = DataRate::PlusInfinity();
  }

  if (network_available_ && state_ == State::kInit && !start_bitrate_.IsZero())
    return InitiateExponentialProbing(msg.at_time);
  return std::vector<ProbeClusterConfig>();
}

std::vector<ProbeClusterConfig> ProbeController::InitiateExponentialProbing(
    Timestamp at_time) {
  RTC_DCHECK(network_available_);
  RTC_DCHECK(state_ == State::kInit);
  RTC_DCHECK_GT(start_bitrate_, DataRate::Zero());

  // When probing at 1.8 Mbps ( 6x 300), this represents a threshold of
  // 1.2 Mbps to continue probing.
  std::vector<DataRate> probes = {config_.first_exponential_probe_scale *
                                  start_bitrate_};
  if (config_.second_exponential_probe_scale &&
      config_.second_exponential_probe_scale.GetOptional().value() > 0) {
    probes.push_back(config_.second_exponential_probe_scale.Value() *
                     start_bitrate_);
  }
  return InitiateProbing(at_time, probes, true);
}

std::vector<ProbeClusterConfig> ProbeController::SetEstimatedBitrate(
    DataRate bitrate,
    BandwidthLimitedCause bandwidth_limited_cause,
    Timestamp at_time) {
  bandwidth_limited_cause_ = bandwidth_limited_cause;
  if (bitrate < kBitrateDropThreshold * estimated_bitrate_) {
    time_of_last_large_drop_ = at_time;
    bitrate_before_last_large_drop_ = estimated_bitrate_;
  }
  estimated_bitrate_ = bitrate;

  if (state_ == State::kWaitingForProbingResult) {
    // Continue probing if probing results indicate channel has greater
    // capacity.
    DataRate network_state_estimate_probe_further_limit =
        config_.network_state_estimate_probing_interval->IsFinite() &&
                network_estimate_
            ? network_estimate_->link_capacity_upper *
                  config_.further_probe_threshold
            : DataRate::PlusInfinity();
    RTC_LOG(LS_INFO) << "Measured bitrate: " << bitrate
                     << " Minimum to probe further: "
                     << min_bitrate_to_probe_further_ << " upper limit: "
                     << network_state_estimate_probe_further_limit;

    if (bitrate > min_bitrate_to_probe_further_ &&
        bitrate <= network_state_estimate_probe_further_limit) {
      return InitiateProbing(
          at_time, {config_.further_exponential_probe_scale * bitrate}, true);
    }
  }
  return {};
}

void ProbeController::EnablePeriodicAlrProbing(bool enable) {
  enable_periodic_alr_probing_ = enable;
}

void ProbeController::SetAlrStartTimeMs(
    absl::optional<int64_t> alr_start_time_ms) {
  if (alr_start_time_ms) {
    alr_start_time_ = Timestamp::Millis(*alr_start_time_ms);
  } else {
    alr_start_time_ = absl::nullopt;
  }
}
void ProbeController::SetAlrEndedTimeMs(int64_t alr_end_time_ms) {
  alr_end_time_.emplace(Timestamp::Millis(alr_end_time_ms));
}

std::vector<ProbeClusterConfig> ProbeController::RequestProbe(
    Timestamp at_time) {
  // Called once we have returned to normal state after a large drop in
  // estimated bandwidth. The current response is to initiate a single probe
  // session (if not already probing) at the previous bitrate.
  //
  // If the probe session fails, the assumption is that this drop was a
  // real one from a competing flow or a network change.
  bool in_alr = alr_start_time_.has_value();
  bool alr_ended_recently =
      (alr_end_time_.has_value() &&
       at_time - alr_end_time_.value() < kAlrEndedTimeout);
  if (in_alr || alr_ended_recently || in_rapid_recovery_experiment_) {
    if (state_ == State::kProbingComplete) {
      DataRate suggested_probe =
          kProbeFractionAfterDrop * bitrate_before_last_large_drop_;
      DataRate min_expected_probe_result =
          (1 - kProbeUncertainty) * suggested_probe;
      TimeDelta time_since_drop = at_time - time_of_last_large_drop_;
      TimeDelta time_since_probe = at_time - last_bwe_drop_probing_time_;
      if (min_expected_probe_result > estimated_bitrate_ &&
          time_since_drop < kBitrateDropTimeout &&
          time_since_probe > kMinTimeBetweenAlrProbes) {
        RTC_LOG(LS_INFO) << "Detected big bandwidth drop, start probing.";
        // Track how often we probe in response to bandwidth drop in ALR.
        RTC_HISTOGRAM_COUNTS_10000(
            "WebRTC.BWE.BweDropProbingIntervalInS",
            (at_time - last_bwe_drop_probing_time_).seconds());
        last_bwe_drop_probing_time_ = at_time;
        return InitiateProbing(at_time, {suggested_probe}, false);
      }
    }
  }
  return std::vector<ProbeClusterConfig>();
}

void ProbeController::SetNetworkStateEstimate(
    webrtc::NetworkStateEstimate estimate) {
  network_estimate_ = estimate;
}

void ProbeController::Reset(Timestamp at_time) {
  bandwidth_limited_cause_ = BandwidthLimitedCause::kDelayBasedLimited;
  state_ = State::kInit;
  min_bitrate_to_probe_further_ = DataRate::PlusInfinity();
  time_last_probing_initiated_ = Timestamp::Zero();
  estimated_bitrate_ = DataRate::Zero();
  network_estimate_ = absl::nullopt;
  start_bitrate_ = DataRate::Zero();
  max_bitrate_ = kDefaultMaxProbingBitrate;
  Timestamp now = at_time;
  last_bwe_drop_probing_time_ = now;
  alr_end_time_.reset();
  time_of_last_large_drop_ = now;
  bitrate_before_last_large_drop_ = DataRate::Zero();
  max_total_allocated_bitrate_ = DataRate::Zero();
}

bool ProbeController::TimeForAlrProbe(Timestamp at_time) const {
  if (enable_periodic_alr_probing_ && alr_start_time_) {
    Timestamp next_probe_time =
        std::max(*alr_start_time_, time_last_probing_initiated_) +
        config_.alr_probing_interval;
    return at_time >= next_probe_time;
  }
  return false;
}

bool ProbeController::TimeForNetworkStateProbe(Timestamp at_time) const {
  if (!network_estimate_ ||
      network_estimate_->link_capacity_upper.IsInfinite()) {
    return false;
  }

  bool probe_due_to_low_estimate =
      bandwidth_limited_cause_ == BandwidthLimitedCause::kDelayBasedLimited &&
      estimated_bitrate_ <
          config_.probe_if_estimate_lower_than_network_state_estimate_ratio *
              network_estimate_->link_capacity_upper;
  if (probe_due_to_low_estimate &&
      config_.estimate_lower_than_network_state_estimate_probing_interval
          ->IsFinite()) {
    Timestamp next_probe_time =
        time_last_probing_initiated_ +
        config_.estimate_lower_than_network_state_estimate_probing_interval;
    return at_time >= next_probe_time;
  }

  bool periodic_probe =
      estimated_bitrate_ < network_estimate_->link_capacity_upper;
  if (periodic_probe &&
      config_.network_state_estimate_probing_interval->IsFinite()) {
    Timestamp next_probe_time = time_last_probing_initiated_ +
                                config_.network_state_estimate_probing_interval;
    return at_time >= next_probe_time;
  }

  return false;
}

std::vector<ProbeClusterConfig> ProbeController::Process(Timestamp at_time) {
  if (at_time - time_last_probing_initiated_ >
      kMaxWaitingTimeForProbingResult) {
    if (state_ == State::kWaitingForProbingResult) {
      RTC_LOG(LS_INFO) << "kWaitingForProbingResult: timeout";
      state_ = State::kProbingComplete;
      min_bitrate_to_probe_further_ = DataRate::PlusInfinity();
    }
  }
  if (estimated_bitrate_.IsZero() || state_ != State::kProbingComplete) {
    return {};
  }
  if (TimeForAlrProbe(at_time) || TimeForNetworkStateProbe(at_time)) {
    return InitiateProbing(
        at_time, {estimated_bitrate_ * config_.alr_probe_scale}, true);
  }
  return std::vector<ProbeClusterConfig>();
}

std::vector<ProbeClusterConfig> ProbeController::InitiateProbing(
    Timestamp now,
    std::vector<DataRate> bitrates_to_probe,
    bool probe_further) {
  if (config_.skip_if_estimate_larger_than_fraction_of_max > 0) {
    DataRate network_estimate = network_estimate_
                                    ? network_estimate_->link_capacity_upper
                                    : DataRate::PlusInfinity();
    DataRate max_probe_rate =
        max_total_allocated_bitrate_.IsZero()
            ? max_bitrate_
            : std::min(max_total_allocated_bitrate_, max_bitrate_);
    if (std::min(network_estimate, estimated_bitrate_) >
        config_.skip_if_estimate_larger_than_fraction_of_max * max_probe_rate) {
      state_ = State::kProbingComplete;
      min_bitrate_to_probe_further_ = DataRate::PlusInfinity();
      return {};
    }
  }

  DataRate max_probe_bitrate = max_bitrate_;
  if (max_total_allocated_bitrate_ > DataRate::Zero()) {
    // If a max allocated bitrate has been configured, allow probing up to 2x
    // that rate. This allows some overhead to account for bursty streams,
    // which otherwise would have to ramp up when the overshoot is already in
    // progress.
    // It also avoids minor quality reduction caused by probes often being
    // received at slightly less than the target probe bitrate.
    max_probe_bitrate =
        std::min(max_probe_bitrate, max_total_allocated_bitrate_ * 2);
  }

  DataRate estimate_capped_bitrate = DataRate::PlusInfinity();
  switch (bandwidth_limited_cause_) {
    case BandwidthLimitedCause::kRttBasedBackOffHighRtt:
    case BandwidthLimitedCause::kDelayBasedLimitedDelayIncreased:
    case BandwidthLimitedCause::kLossLimitedBwe:
      RTC_LOG(LS_INFO) << "Not sending probe in bandwidth limited state.";
      return {};
    case BandwidthLimitedCause::kLossLimitedBweIncreasing:
      estimate_capped_bitrate =
          std::min(max_probe_bitrate,
                   estimated_bitrate_ * config_.loss_limited_probe_scale);
      break;
    case BandwidthLimitedCause::kDelayBasedLimited:
      break;
    default:
      break;
  }

  if (config_.network_state_estimate_probing_interval->IsFinite() &&
      network_estimate_ && network_estimate_->link_capacity_upper.IsFinite()) {
    if (network_estimate_->link_capacity_upper.IsZero()) {
      RTC_LOG(LS_INFO) << "Not sending probe, Network state estimate is zero";
      return {};
    }
    estimate_capped_bitrate = std::min(
        {estimate_capped_bitrate, max_probe_bitrate,
         std::max(estimated_bitrate_, network_estimate_->link_capacity_upper *
                                          config_.network_state_probe_scale)});
  }

  std::vector<ProbeClusterConfig> pending_probes;
  for (DataRate bitrate : bitrates_to_probe) {
    RTC_DCHECK(!bitrate.IsZero());
    bitrate = std::min(bitrate, estimate_capped_bitrate);
    if (bitrate > max_probe_bitrate) {
      bitrate = max_probe_bitrate;
      probe_further = false;
    }

    ProbeClusterConfig config;
    config.at_time = now;
    config.target_data_rate = bitrate;
    if (network_estimate_ &&
        config_.network_state_estimate_probing_interval->IsFinite()) {
      config.target_duration = config_.network_state_probe_duration;
    } else {
      config.target_duration = config_.min_probe_duration;
    }

    config.target_probe_count = config_.min_probe_packets_sent;
    config.id = next_probe_cluster_id_;
    next_probe_cluster_id_++;
    MaybeLogProbeClusterCreated(event_log_, config);
    pending_probes.push_back(config);
  }
  time_last_probing_initiated_ = now;
  if (probe_further) {
    state_ = State::kWaitingForProbingResult;
    // Dont expect probe results to be larger than a fraction of the actual
    // probe rate.
    min_bitrate_to_probe_further_ =
        std::min(estimate_capped_bitrate, (*(bitrates_to_probe.end() - 1))) *
        config_.further_probe_threshold;
  } else {
    state_ = State::kProbingComplete;
    min_bitrate_to_probe_further_ = DataRate::PlusInfinity();
  }
  return pending_probes;
}

}  // namespace webrtc