listener: implement rms (voice activity) detection
This commit is contained in:
+77
-10
@@ -1,5 +1,14 @@
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use std::collections::VecDeque;
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use std::io::Read;
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use std::io::Read;
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use std::process::{Child, ChildStdout, Command, Stdio};
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use std::process::{Child, ChildStdout, Command, Stdio};
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use std::sync::atomic::{AtomicBool, Ordering};
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use std::sync::Arc;
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const FRAME_SAMPLES: usize = 1600; // 100 ms at 16 kHz
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const PRE_BUFFER_FRAMES: usize = 10; // 1.0 s pre-roll captured before speech onset
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pub const SILENCE_THRESHOLD: f32 = 0.02; // RMS energy: tune up for noisy environments
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const HANGOVER_FRAMES: usize = 20; // 2.0 s trailing silence before segment closes
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const MAX_SEGMENT_SAMPLES: usize = 16000 * 120; // 2-minute hard cap per segment
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pub fn decode(input: &str) -> Result<Vec<f32>, Box<dyn std::error::Error>> {
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pub fn decode(input: &str) -> Result<Vec<f32>, Box<dyn std::error::Error>> {
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let output = Command::new("ffmpeg")
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let output = Command::new("ffmpeg")
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@@ -33,18 +42,12 @@ impl LiveStream {
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Ok(LiveStream { child, stdout })
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Ok(LiveStream { child, stdout })
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}
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}
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// Reads exactly `secs` seconds of audio. Returns None when the stream ends.
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fn next_frame(&mut self) -> Result<Option<Vec<f32>>, Box<dyn std::error::Error>> {
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pub fn next_chunk(&mut self, secs: u32) -> Result<Option<Vec<f32>>, Box<dyn std::error::Error>> {
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let mut buf = vec![0u8; FRAME_SAMPLES * 4];
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let num_bytes = secs as usize * 16000 * 4;
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let mut buf = vec![0u8; num_bytes];
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match self.stdout.read_exact(&mut buf) {
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match self.stdout.read_exact(&mut buf) {
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Ok(()) => {
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Ok(()) => Ok(Some(buf.chunks_exact(4)
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let samples = buf.chunks_exact(4)
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.map(|b| f32::from_le_bytes(b.try_into().unwrap()))
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.map(|b| f32::from_le_bytes(b.try_into().unwrap()))
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.collect();
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.collect())),
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Ok(Some(samples))
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}
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Err(e) if e.kind() == std::io::ErrorKind::UnexpectedEof => Ok(None),
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Err(e) if e.kind() == std::io::ErrorKind::UnexpectedEof => Ok(None),
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Err(e) => Err(e.into()),
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Err(e) => Err(e.into()),
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}
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}
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@@ -56,3 +59,67 @@ impl Drop for LiveStream {
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let _ = self.child.kill();
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let _ = self.child.kill();
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}
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}
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}
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}
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fn rms(samples: &[f32]) -> f32 {
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(samples.iter().map(|&s| s * s).sum::<f32>() / samples.len() as f32).sqrt()
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}
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pub struct VadStream {
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inner: LiveStream,
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pre_buffer: VecDeque<Vec<f32>>,
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running: Arc<AtomicBool>,
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}
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impl VadStream {
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pub fn open(source: &str, running: Arc<AtomicBool>) -> Result<Self, Box<dyn std::error::Error>> {
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Ok(VadStream {
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inner: LiveStream::open(source)?,
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pre_buffer: VecDeque::with_capacity(PRE_BUFFER_FRAMES + 1),
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running,
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})
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}
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/// Function itself blocks until a complete speech segment is captured, then returns it.
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/// returns None when the underlying stream ends or running is set to false.
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pub fn next_segment(&mut self) -> Result<Option<Vec<f32>>, Box<dyn std::error::Error>> {
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let mut speech: Vec<f32> = Vec::new();
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let mut speech_active = false;
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let mut hangover = 0usize;
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loop {
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if !self.running.load(Ordering::SeqCst) {
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return if speech.is_empty() { Ok(None) } else { Ok(Some(speech)) };
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}
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let frame = match self.inner.next_frame()? {
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Some(f) => f,
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None => return if speech.is_empty() { Ok(None) } else { Ok(Some(speech)) },
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};
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let energy = rms(&frame);
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if energy > SILENCE_THRESHOLD {
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if !speech_active {
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speech_active = true;
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eprintln!(" [recording]");
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for pre in self.pre_buffer.drain(..) {
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speech.extend(pre);
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}
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}
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speech.extend(&frame);
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hangover = 0;
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} else if speech_active {
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speech.extend(&frame);
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hangover += 1;
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if hangover >= HANGOVER_FRAMES || speech.len() >= MAX_SEGMENT_SAMPLES {
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return Ok(Some(speech));
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}
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} else {
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if self.pre_buffer.len() >= PRE_BUFFER_FRAMES {
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self.pre_buffer.pop_front();
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}
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self.pre_buffer.push_back(frame);
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}
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}
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}
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}
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+44
-12
@@ -1,7 +1,7 @@
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use std::fs::{self, OpenOptions};
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use std::fs::{self, OpenOptions};
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use std::io::Write;
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use std::io::Write;
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use std::sync::atomic::{AtomicBool, Ordering};
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use std::sync::atomic::{AtomicBool, Ordering};
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use std::sync::Arc;
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use std::sync::{mpsc, Arc};
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use chrono::{DateTime, Local};
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use chrono::{DateTime, Local};
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use whisper_rs::{FullParams, SamplingStrategy, WhisperContext, WhisperContextParameters};
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use whisper_rs::{FullParams, SamplingStrategy, WhisperContext, WhisperContextParameters};
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@@ -67,24 +67,56 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
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r.store(false, Ordering::SeqCst);
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r.store(false, Ordering::SeqCst);
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})?;
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})?;
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let ctx = WhisperContext::new_with_params(&model_path, WhisperContextParameters::default())
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.expect("failed to load model");
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let mut state = ctx.create_state().expect("failed to create state");
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let mut out = OpenOptions::new().create(true).append(true).open(&output_path)?;
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let mut counter: u32 = 0;
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eprintln!("Transcribing {} → {} (clips → {}) (Ctrl+C to stop)", audio_arg, output_path, CLIP_DIR);
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eprintln!("Transcribing {} → {} (clips → {}) (Ctrl+C to stop)", audio_arg, output_path, CLIP_DIR);
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if let Some(source) = audio_arg.strip_prefix("pulse:") {
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if let Some(source) = audio_arg.strip_prefix("pulse:") {
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let mut stream = audio::LiveStream::open(source)?;
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eprintln!("Listening for speech (silence threshold: {:.3} RMS) …", audio::SILENCE_THRESHOLD);
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while running.load(Ordering::SeqCst) {
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match stream.next_chunk(CHUNK_SECS)? {
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let (tx, rx) = mpsc::channel::<Vec<f32>>();
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Some(chunk) => transcribe_chunk(&mut state, &chunk, &mut out, &mut counter)?,
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// transcription run goes to a background thread so capture is never blocked.
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let model_path_t = model_path.clone();
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let output_path_t = output_path.clone();
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let transcription_thread = std::thread::spawn(move || {
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let ctx = WhisperContext::new_with_params(&model_path_t, WhisperContextParameters::default())
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.expect("failed to load model");
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let mut state = ctx.create_state().expect("failed to create state");
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let mut out = OpenOptions::new().create(true).append(true).open(&output_path_t)
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.expect("failed to open output file");
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let mut counter: u32 = 0;
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for segment in rx {
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let secs = segment.len() as f32 / 16000.0;
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eprintln!(" [transcribing {:.1}s segment…]", secs);
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if let Err(e) = transcribe_chunk(&mut state, &segment, &mut out, &mut counter) {
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eprintln!("Transcription error: {e}");
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}
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}
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});
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// capture loop.. never pauses for transcription.
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let mut stream = audio::VadStream::open(source, running.clone())?;
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loop {
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match stream.next_segment()? {
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Some(segment) => {
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let secs = segment.len() as f32 / 16000.0;
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eprintln!(" [captured {:.1}s, queued for transcription]", secs);
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if tx.send(segment).is_err() {
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break; // transcription thread died
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}
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}
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None => break,
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None => break,
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}
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}
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}
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}
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drop(tx); // closing the channel signals the transcription thread to finish
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transcription_thread.join().expect("transcription thread panicked");
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} else {
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} else {
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let ctx = WhisperContext::new_with_params(&model_path, WhisperContextParameters::default())
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.expect("failed to load model");
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let mut state = ctx.create_state().expect("failed to create state");
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let mut out = OpenOptions::new().create(true).append(true).open(&output_path)?;
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let mut counter: u32 = 0;
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while running.load(Ordering::SeqCst) {
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while running.load(Ordering::SeqCst) {
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let audio = audio::decode(&audio_arg)?;
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let audio = audio::decode(&audio_arg)?;
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for chunk in audio.chunks(CHUNK_SAMPLES) {
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for chunk in audio.chunks(CHUNK_SAMPLES) {
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