Georgi Gerganov
1 year ago
parent
47b297224e
commit
a6acb3318a
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#include "common.h"
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// third-party utilities
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// use your favorite implementations
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#define DR_WAV_IMPLEMENTATION
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#include "dr_wav.h"
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#include <cmath>
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#include <regex>
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#ifndef M_PI
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#define M_PI 3.14159265358979323846
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#endif
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std::string trim(const std::string & s) {
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std::regex e("^\\s+|\\s+$");
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return std::regex_replace(s, e, "");
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}
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std::string replace(const std::string & s, const std::string & from, const std::string & to) {
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std::string result = s;
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size_t pos = 0;
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while ((pos = result.find(from, pos)) != std::string::npos) {
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result.replace(pos, from.length(), to);
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pos += to.length();
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}
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return result;
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}
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bool read_wav(const std::string & fname, std::vector<float>& pcmf32, std::vector<std::vector<float>>& pcmf32s, bool stereo) {
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drwav wav;
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std::vector<uint8_t> wav_data; // used for pipe input from stdin
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if (fname == "-") {
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{
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uint8_t buf[1024];
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while (true)
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{
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const size_t n = fread(buf, 1, sizeof(buf), stdin);
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if (n == 0) {
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break;
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}
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wav_data.insert(wav_data.end(), buf, buf + n);
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}
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}
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if (drwav_init_memory(&wav, wav_data.data(), wav_data.size(), nullptr) == false) {
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fprintf(stderr, "error: failed to open WAV file from stdin\n");
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return false;
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}
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fprintf(stderr, "%s: read %zu bytes from stdin\n", __func__, wav_data.size());
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}
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else if (drwav_init_file(&wav, fname.c_str(), nullptr) == false) {
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fprintf(stderr, "error: failed to open '%s' as WAV file\n", fname.c_str());
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return false;
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}
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if (wav.channels != 1 && wav.channels != 2) {
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fprintf(stderr, "%s: WAV file '%s' must be mono or stereo\n", __func__, fname.c_str());
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return false;
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}
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if (stereo && wav.channels != 2) {
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fprintf(stderr, "%s: WAV file '%s' must be stereo for diarization\n", __func__, fname.c_str());
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return false;
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}
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if (wav.sampleRate != COMMON_SAMPLE_RATE) {
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fprintf(stderr, "%s: WAV file '%s' must be %i kHz\n", __func__, fname.c_str(), COMMON_SAMPLE_RATE/1000);
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return false;
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}
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if (wav.bitsPerSample != 16) {
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fprintf(stderr, "%s: WAV file '%s' must be 16-bit\n", __func__, fname.c_str());
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return false;
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}
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const uint64_t n = wav_data.empty() ? wav.totalPCMFrameCount : wav_data.size()/(wav.channels*wav.bitsPerSample/8);
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std::vector<int16_t> pcm16;
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pcm16.resize(n*wav.channels);
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drwav_read_pcm_frames_s16(&wav, n, pcm16.data());
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drwav_uninit(&wav);
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// convert to mono, float
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pcmf32.resize(n);
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if (wav.channels == 1) {
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for (uint64_t i = 0; i < n; i++) {
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pcmf32[i] = float(pcm16[i])/32768.0f;
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}
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} else {
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for (uint64_t i = 0; i < n; i++) {
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pcmf32[i] = float(pcm16[2*i] + pcm16[2*i + 1])/65536.0f;
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}
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}
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if (stereo) {
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// convert to stereo, float
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pcmf32s.resize(2);
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pcmf32s[0].resize(n);
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pcmf32s[1].resize(n);
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for (uint64_t i = 0; i < n; i++) {
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pcmf32s[0][i] = float(pcm16[2*i])/32768.0f;
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pcmf32s[1][i] = float(pcm16[2*i + 1])/32768.0f;
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}
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}
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return true;
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}
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void high_pass_filter(std::vector<float> & data, float cutoff, float sample_rate) {
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const float rc = 1.0f / (2.0f * M_PI * cutoff);
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const float dt = 1.0f / sample_rate;
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const float alpha = dt / (rc + dt);
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float y = data[0];
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for (size_t i = 1; i < data.size(); i++) {
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y = alpha * (y + data[i] - data[i - 1]);
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data[i] = y;
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}
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}
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bool vad_simple(std::vector<float> & pcmf32, int sample_rate, int last_ms, float vad_thold, float freq_thold, bool verbose) {
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const int n_samples = pcmf32.size();
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const int n_samples_last = (sample_rate * last_ms) / 1000;
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if (n_samples_last >= n_samples) {
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// not enough samples - assume no speech
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return false;
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}
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if (freq_thold > 0.0f) {
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high_pass_filter(pcmf32, freq_thold, sample_rate);
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}
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float energy_all = 0.0f;
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float energy_last = 0.0f;
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for (int i = 0; i < n_samples; i++) {
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energy_all += fabsf(pcmf32[i]);
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if (i >= n_samples - n_samples_last) {
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energy_last += fabsf(pcmf32[i]);
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}
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}
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energy_all /= n_samples;
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energy_last /= n_samples_last;
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if (verbose) {
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fprintf(stderr, "%s: energy_all: %f, energy_last: %f, vad_thold: %f, freq_thold: %f\n", __func__, energy_all, energy_last, vad_thold, freq_thold);
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}
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if (energy_last > vad_thold*energy_all) {
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return false;
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}
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return true;
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}
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@ -0,0 +1,40 @@
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#pragma once
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// needs to match WHISPER_SAMPLE_RATE
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#define COMMON_SAMPLE_RATE 16000
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#include <vector>
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#include <string>
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std::string trim(const std::string & s);
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std::string replace(
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const std::string & s,
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const std::string & from,
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const std::string & to);
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// Read WAV audio file and store the PCM data into pcmf32
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// The sample rate of the audio must be equal to COMMON_SAMPLE_RATE
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// If stereo flag is set and the audio has 2 channels, the pcmf32s will contain 2 channel PCM
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bool read_wav(
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const std::string & fname,
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std::vector<float> & pcmf32,
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std::vector<std::vector<float>> & pcmf32s,
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bool stereo);
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// Apply a high-pass frequency filter to PCM audio
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// Suppresses frequencies below cutoff Hz
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void high_pass_filter(
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std::vector<float> & data,
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float cutoff,
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float sample_rate);
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// Basic voice activity detection (VAD) using audio energy adaptive threshold
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bool vad_simple(
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std::vector<float> & pcmf32,
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int sample_rate,
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int last_ms,
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float vad_thold,
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float freq_thold,
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bool verbose);
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