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This adds a command line flag to generate a python visualization script from neteq_rtpplay. Bug: webrtc:8614 Change-Id: Ia6f10d7ff0abac6fdbe9302e7f97a8a12a5bb65b Reviewed-on: https://webrtc-review.googlesource.com/29940 Commit-Queue: Ivo Creusen <ivoc@webrtc.org> Reviewed-by: Alessio Bazzica <alessiob@webrtc.org> Reviewed-by: Henrik Lundin <henrik.lundin@webrtc.org> Cr-Commit-Position: refs/heads/master@{#21116}
336 lines
12 KiB
C++
336 lines
12 KiB
C++
/*
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* Copyright (c) 2017 The WebRTC project authors. All Rights Reserved.
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*
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* Use of this source code is governed by a BSD-style license
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* that can be found in the LICENSE file in the root of the source
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* tree. An additional intellectual property rights grant can be found
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* in the file PATENTS. All contributing project authors may
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* be found in the AUTHORS file in the root of the source tree.
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*/
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#include "modules/audio_coding/neteq/tools/neteq_delay_analyzer.h"
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#include <algorithm>
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#include <fstream>
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#include <ios>
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#include <iterator>
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#include <limits>
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#include <utility>
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#include "rtc_base/checks.h"
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namespace webrtc {
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namespace test {
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namespace {
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// Helper function for NetEqDelayAnalyzer::CreateGraphs. Returns the
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// interpolated value of a function at the point x. Vector x_vec contains the
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// sample points, and y_vec contains the function values at these points. The
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// return value is a linear interpolation between y_vec values.
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double LinearInterpolate(double x,
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const std::vector<int64_t>& x_vec,
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const std::vector<int64_t>& y_vec) {
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// Find first element which is larger than x.
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auto it = std::upper_bound(x_vec.begin(), x_vec.end(), x);
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if (it == x_vec.end()) {
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--it;
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}
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const size_t upper_ix = it - x_vec.begin();
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size_t lower_ix;
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if (upper_ix == 0 || x_vec[upper_ix] <= x) {
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lower_ix = upper_ix;
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} else {
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lower_ix = upper_ix - 1;
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}
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double y;
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if (lower_ix == upper_ix) {
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y = y_vec[lower_ix];
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} else {
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RTC_DCHECK_NE(x_vec[lower_ix], x_vec[upper_ix]);
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y = (x - x_vec[lower_ix]) * (y_vec[upper_ix] - y_vec[lower_ix]) /
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(x_vec[upper_ix] - x_vec[lower_ix]) +
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y_vec[lower_ix];
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}
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return y;
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}
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} // namespace
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void NetEqDelayAnalyzer::AfterInsertPacket(
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const test::NetEqInput::PacketData& packet,
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NetEq* neteq) {
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data_.insert(
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std::make_pair(packet.header.timestamp, TimingData(packet.time_ms)));
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ssrcs_.insert(packet.header.ssrc);
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payload_types_.insert(packet.header.payloadType);
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}
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void NetEqDelayAnalyzer::BeforeGetAudio(NetEq* neteq) {
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last_sync_buffer_ms_ = neteq->SyncBufferSizeMs();
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}
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void NetEqDelayAnalyzer::AfterGetAudio(int64_t time_now_ms,
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const AudioFrame& audio_frame,
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bool /*muted*/,
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NetEq* neteq) {
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get_audio_time_ms_.push_back(time_now_ms);
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// Check what timestamps were decoded in the last GetAudio call.
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std::vector<uint32_t> dec_ts = neteq->LastDecodedTimestamps();
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// Find those timestamps in data_, insert their decoding time and sync
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// delay.
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for (uint32_t ts : dec_ts) {
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auto it = data_.find(ts);
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if (it == data_.end()) {
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// This is a packet that was split out from another packet. Skip it.
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continue;
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}
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auto& it_timing = it->second;
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RTC_CHECK(!it_timing.decode_get_audio_count)
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<< "Decode time already written";
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it_timing.decode_get_audio_count = get_audio_count_;
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RTC_CHECK(!it_timing.sync_delay_ms) << "Decode time already written";
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it_timing.sync_delay_ms = last_sync_buffer_ms_;
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it_timing.target_delay_ms = neteq->TargetDelayMs();
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it_timing.current_delay_ms = neteq->FilteredCurrentDelayMs();
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}
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last_sample_rate_hz_ = audio_frame.sample_rate_hz_;
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++get_audio_count_;
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}
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void NetEqDelayAnalyzer::CreateGraphs(
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std::vector<float>* send_time_s,
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std::vector<float>* arrival_delay_ms,
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std::vector<float>* corrected_arrival_delay_ms,
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std::vector<rtc::Optional<float>>* playout_delay_ms,
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std::vector<rtc::Optional<float>>* target_delay_ms) const {
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if (get_audio_time_ms_.empty()) {
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return;
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}
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// Create nominal_get_audio_time_ms, a vector starting at
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// get_audio_time_ms_[0] and increasing by 10 for each element.
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std::vector<int64_t> nominal_get_audio_time_ms(get_audio_time_ms_.size());
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nominal_get_audio_time_ms[0] = get_audio_time_ms_[0];
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std::transform(
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nominal_get_audio_time_ms.begin(), nominal_get_audio_time_ms.end() - 1,
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nominal_get_audio_time_ms.begin() + 1, [](int64_t& x) { return x + 10; });
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RTC_DCHECK(
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std::is_sorted(get_audio_time_ms_.begin(), get_audio_time_ms_.end()));
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std::vector<double> rtp_timestamps_ms;
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double offset = std::numeric_limits<double>::max();
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TimestampUnwrapper unwrapper;
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// This loop traverses data_ and populates rtp_timestamps_ms as well as
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// calculates the base offset.
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for (auto& d : data_) {
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rtp_timestamps_ms.push_back(
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unwrapper.Unwrap(d.first) /
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rtc::CheckedDivExact(last_sample_rate_hz_, 1000));
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offset =
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std::min(offset, d.second.arrival_time_ms - rtp_timestamps_ms.back());
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}
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// Calculate send times in seconds for each packet. This is the (unwrapped)
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// RTP timestamp in ms divided by 1000.
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send_time_s->resize(rtp_timestamps_ms.size());
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std::transform(rtp_timestamps_ms.begin(), rtp_timestamps_ms.end(),
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send_time_s->begin(), [rtp_timestamps_ms](double x) {
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return (x - rtp_timestamps_ms[0]) / 1000.f;
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});
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RTC_DCHECK_EQ(send_time_s->size(), rtp_timestamps_ms.size());
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// This loop traverses the data again and populates the graph vectors. The
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// reason to have two loops and traverse twice is that the offset cannot be
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// known until the first traversal is done. Meanwhile, the final offset must
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// be known already at the start of this second loop.
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auto data_it = data_.cbegin();
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for (size_t i = 0; i < send_time_s->size(); ++i, ++data_it) {
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RTC_DCHECK(data_it != data_.end());
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const double offset_send_time_ms = rtp_timestamps_ms[i] + offset;
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const auto& timing = data_it->second;
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corrected_arrival_delay_ms->push_back(
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LinearInterpolate(timing.arrival_time_ms, get_audio_time_ms_,
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nominal_get_audio_time_ms) -
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offset_send_time_ms);
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arrival_delay_ms->push_back(timing.arrival_time_ms - offset_send_time_ms);
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if (timing.decode_get_audio_count) {
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// This packet was decoded.
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RTC_DCHECK(timing.sync_delay_ms);
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const float playout_ms = *timing.decode_get_audio_count * 10 +
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get_audio_time_ms_[0] + *timing.sync_delay_ms -
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offset_send_time_ms;
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playout_delay_ms->push_back(playout_ms);
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RTC_DCHECK(timing.target_delay_ms);
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RTC_DCHECK(timing.current_delay_ms);
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const float target =
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playout_ms - *timing.current_delay_ms + *timing.target_delay_ms;
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target_delay_ms->push_back(target);
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} else {
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// This packet was never decoded. Mark target and playout delays as empty.
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playout_delay_ms->push_back(rtc::nullopt);
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target_delay_ms->push_back(rtc::nullopt);
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}
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}
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RTC_DCHECK(data_it == data_.end());
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RTC_DCHECK_EQ(send_time_s->size(), corrected_arrival_delay_ms->size());
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RTC_DCHECK_EQ(send_time_s->size(), playout_delay_ms->size());
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RTC_DCHECK_EQ(send_time_s->size(), target_delay_ms->size());
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}
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void NetEqDelayAnalyzer::CreateMatlabScript(
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const std::string& script_name) const {
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std::vector<float> send_time_s;
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std::vector<float> arrival_delay_ms;
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std::vector<float> corrected_arrival_delay_ms;
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std::vector<rtc::Optional<float>> playout_delay_ms;
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std::vector<rtc::Optional<float>> target_delay_ms;
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CreateGraphs(&send_time_s, &arrival_delay_ms, &corrected_arrival_delay_ms,
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&playout_delay_ms, &target_delay_ms);
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// Create an output file stream to Matlab script file.
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std::ofstream output(script_name);
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// The iterator is used to batch-output comma-separated values from vectors.
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std::ostream_iterator<float> output_iterator(output, ",");
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output << "send_time_s = [ ";
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std::copy(send_time_s.begin(), send_time_s.end(), output_iterator);
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output << "];" << std::endl;
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output << "arrival_delay_ms = [ ";
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std::copy(arrival_delay_ms.begin(), arrival_delay_ms.end(), output_iterator);
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output << "];" << std::endl;
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output << "corrected_arrival_delay_ms = [ ";
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std::copy(corrected_arrival_delay_ms.begin(),
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corrected_arrival_delay_ms.end(), output_iterator);
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output << "];" << std::endl;
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output << "playout_delay_ms = [ ";
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for (const auto& v : playout_delay_ms) {
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if (!v) {
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output << "nan, ";
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} else {
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output << *v << ", ";
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}
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}
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output << "];" << std::endl;
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output << "target_delay_ms = [ ";
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for (const auto& v : target_delay_ms) {
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if (!v) {
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output << "nan, ";
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} else {
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output << *v << ", ";
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}
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}
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output << "];" << std::endl;
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output << "h=plot(send_time_s, arrival_delay_ms, "
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<< "send_time_s, target_delay_ms, 'g.', "
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<< "send_time_s, playout_delay_ms);" << std::endl;
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output << "set(h(1),'color',0.75*[1 1 1]);" << std::endl;
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output << "set(h(2),'markersize',6);" << std::endl;
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output << "set(h(3),'linew',1.5);" << std::endl;
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output << "ax1=axis;" << std::endl;
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output << "axis tight" << std::endl;
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output << "ax2=axis;" << std::endl;
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output << "axis([ax2(1:3) ax1(4)])" << std::endl;
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output << "xlabel('send time [s]');" << std::endl;
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output << "ylabel('relative delay [ms]');" << std::endl;
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if (!ssrcs_.empty()) {
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auto ssrc_it = ssrcs_.cbegin();
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output << "title('SSRC: 0x" << std::hex << static_cast<int64_t>(*ssrc_it++);
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while (ssrc_it != ssrcs_.end()) {
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output << ", 0x" << std::hex << static_cast<int64_t>(*ssrc_it++);
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}
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output << std::dec;
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auto pt_it = payload_types_.cbegin();
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output << "; Payload Types: " << *pt_it++;
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while (pt_it != payload_types_.end()) {
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output << ", " << *pt_it++;
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}
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output << "');" << std::endl;
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}
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}
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void NetEqDelayAnalyzer::CreatePythonScript(
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const std::string& script_name) const {
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std::vector<float> send_time_s;
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std::vector<float> arrival_delay_ms;
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std::vector<float> corrected_arrival_delay_ms;
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std::vector<rtc::Optional<float>> playout_delay_ms;
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std::vector<rtc::Optional<float>> target_delay_ms;
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CreateGraphs(&send_time_s, &arrival_delay_ms, &corrected_arrival_delay_ms,
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&playout_delay_ms, &target_delay_ms);
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// Create an output file stream to the python script file.
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std::ofstream output(script_name);
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// The iterator is used to batch-output comma-separated values from vectors.
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std::ostream_iterator<float> output_iterator(output, ",");
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// Necessary includes
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output << "import numpy as np" << std::endl;
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output << "import matplotlib.pyplot as plt" << std::endl;
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output << "send_time_s = [";
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std::copy(send_time_s.begin(), send_time_s.end(), output_iterator);
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output << "]" << std::endl;
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output << "arrival_delay_ms = [";
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std::copy(arrival_delay_ms.begin(), arrival_delay_ms.end(), output_iterator);
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output << "]" << std::endl;
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output << "corrected_arrival_delay_ms = [";
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std::copy(corrected_arrival_delay_ms.begin(),
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corrected_arrival_delay_ms.end(), output_iterator);
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output << "]" << std::endl;
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output << "playout_delay_ms = [";
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for (const auto& v : playout_delay_ms) {
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if (!v) {
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output << "float('nan'), ";
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} else {
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output << *v << ", ";
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}
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}
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output << "]" << std::endl;
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output << "target_delay_ms = [";
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for (const auto& v : target_delay_ms) {
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if (!v) {
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output << "float('nan'), ";
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} else {
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output << *v << ", ";
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}
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}
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output << "]" << std::endl;
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output << "if __name__ == '__main__':" << std::endl;
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output << " h=plt.plot(send_time_s, arrival_delay_ms, "
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<< "send_time_s, target_delay_ms, 'g.', "
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<< "send_time_s, playout_delay_ms)" << std::endl;
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output << " plt.setp(h[0],'color',[.75, .75, .75])" << std::endl;
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output << " plt.setp(h[1],'markersize',6)" << std::endl;
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output << " plt.setp(h[2],'linewidth',1.5)" << std::endl;
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output << " plt.axis('tight')" << std::endl;
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output << " plt.xlabel('send time [s]')" << std::endl;
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output << " plt.ylabel('relative delay [ms]')" << std::endl;
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if (!ssrcs_.empty()) {
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auto ssrc_it = ssrcs_.cbegin();
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output << " plt.title('SSRC: 0x" << std::hex
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<< static_cast<int64_t>(*ssrc_it++);
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while (ssrc_it != ssrcs_.end()) {
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output << ", 0x" << std::hex << static_cast<int64_t>(*ssrc_it++);
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}
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output << std::dec;
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auto pt_it = payload_types_.cbegin();
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output << "; Payload Types: " << *pt_it++;
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while (pt_it != payload_types_.end()) {
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output << ", " << *pt_it++;
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}
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output << "')" << std::endl;
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}
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output << " plt.show()" << std::endl;
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}
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} // namespace test
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} // namespace webrtc
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