| /* |
| * Copyright (c) 2018 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 <array> |
| #include <string> |
| #include <vector> |
| |
| #include "common_audio/resampler/push_sinc_resampler.h" |
| #include "common_audio/wav_file.h" |
| #include "modules/audio_processing/agc2/rnn_vad/common.h" |
| #include "modules/audio_processing/agc2/rnn_vad/features_extraction.h" |
| #include "modules/audio_processing/agc2/rnn_vad/rnn.h" |
| #include "rtc_base/flags.h" |
| #include "rtc_base/logging.h" |
| |
| namespace webrtc { |
| namespace rnn_vad { |
| namespace test { |
| namespace { |
| |
| WEBRTC_DEFINE_string(i, "", "Path to the input wav file"); |
| std::string InputWavFile() { |
| return static_cast<std::string>(FLAG_i); |
| } |
| |
| WEBRTC_DEFINE_string(f, "", "Path to the output features file"); |
| std::string OutputFeaturesFile() { |
| return static_cast<std::string>(FLAG_f); |
| } |
| |
| WEBRTC_DEFINE_string(o, "", "Path to the output VAD probabilities file"); |
| std::string OutputVadProbsFile() { |
| return static_cast<std::string>(FLAG_o); |
| } |
| |
| WEBRTC_DEFINE_bool(help, false, "Prints this message"); |
| |
| } // namespace |
| |
| int main(int argc, char* argv[]) { |
| rtc::LogMessage::LogToDebug(rtc::LS_INFO); |
| rtc::FlagList::SetFlagsFromCommandLine(&argc, argv, true); |
| if (FLAG_help) { |
| rtc::FlagList::Print(nullptr, false); |
| return 0; |
| } |
| |
| // Open wav input file and check properties. |
| WavReader wav_reader(InputWavFile()); |
| if (wav_reader.num_channels() != 1) { |
| RTC_LOG(LS_ERROR) << "Only mono wav files are supported"; |
| return 1; |
| } |
| if (wav_reader.sample_rate() % 100 != 0) { |
| RTC_LOG(LS_ERROR) << "The sample rate rate must allow 10 ms frames."; |
| return 1; |
| } |
| RTC_LOG(LS_INFO) << "Input sample rate: " << wav_reader.sample_rate(); |
| |
| // Init output files. |
| FILE* vad_probs_file = fopen(OutputVadProbsFile().c_str(), "wb"); |
| FILE* features_file = nullptr; |
| const std::string output_feature_file = OutputFeaturesFile(); |
| if (!output_feature_file.empty()) { |
| features_file = fopen(output_feature_file.c_str(), "wb"); |
| } |
| |
| // Initialize. |
| const size_t frame_size_10ms = |
| rtc::CheckedDivExact(wav_reader.sample_rate(), 100); |
| std::vector<float> samples_10ms; |
| samples_10ms.resize(frame_size_10ms); |
| std::array<float, kFrameSize10ms24kHz> samples_10ms_24kHz; |
| PushSincResampler resampler(frame_size_10ms, kFrameSize10ms24kHz); |
| FeaturesExtractor features_extractor; |
| std::array<float, kFeatureVectorSize> feature_vector; |
| RnnBasedVad rnn_vad; |
| |
| // Compute VAD probabilities. |
| while (true) { |
| // Read frame at the input sample rate. |
| const auto read_samples = |
| wav_reader.ReadSamples(frame_size_10ms, samples_10ms.data()); |
| if (read_samples < frame_size_10ms) { |
| break; // EOF. |
| } |
| // Resample input. |
| resampler.Resample(samples_10ms.data(), samples_10ms.size(), |
| samples_10ms_24kHz.data(), samples_10ms_24kHz.size()); |
| |
| // Extract features and feed the RNN. |
| bool is_silence = features_extractor.CheckSilenceComputeFeatures( |
| samples_10ms_24kHz, feature_vector); |
| float vad_probability = |
| rnn_vad.ComputeVadProbability(feature_vector, is_silence); |
| // Write voice probability. |
| RTC_DCHECK_GE(vad_probability, 0.f); |
| RTC_DCHECK_GE(1.f, vad_probability); |
| fwrite(&vad_probability, sizeof(float), 1, vad_probs_file); |
| // Write features. |
| if (features_file) { |
| const float float_is_silence = is_silence ? 1.f : 0.f; |
| fwrite(&float_is_silence, sizeof(float), 1, features_file); |
| fwrite(feature_vector.data(), sizeof(float), kFeatureVectorSize, |
| features_file); |
| } |
| } |
| |
| // Close output file(s). |
| fclose(vad_probs_file); |
| RTC_LOG(LS_INFO) << "VAD probabilities written to " << FLAG_o; |
| if (features_file) { |
| fclose(features_file); |
| RTC_LOG(LS_INFO) << "features written to " << FLAG_f; |
| } |
| |
| return 0; |
| } |
| |
| } // namespace test |
| } // namespace rnn_vad |
| } // namespace webrtc |
| |
| int main(int argc, char* argv[]) { |
| return webrtc::rnn_vad::test::main(argc, argv); |
| } |