379 lines
12 KiB
Rust
379 lines
12 KiB
Rust
use whisper_rs::{WhisperContext, FullParams, SamplingStrategy, WhisperError};
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use cpal::traits::{HostTrait, DeviceTrait, StreamTrait};
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use signal_hook::{iterator::Signals, consts::signal::SIGINT};
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use std::time::{Duration, Instant};
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use clap::Parser;
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use std::thread;
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use std::fs::File;
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use std::io::Write;
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#[derive(Parser, Debug)]
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pub struct Flags {
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#[arg(long, default_value = "../models/ggml-tiny.en.bin")]
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pub model_path: Option<String>,
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#[arg(long, default_value = None)]
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pub model_buffer: Option<Vec<u8>>,
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#[arg(long, default_value = "8")]
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pub threads: i32,
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#[arg(long, default_value = "5")]
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pub stream_step: u64,
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#[arg(long, default_value = "0.6")]
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pub stream_retain: f32,
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#[arg(long, default_value = "0.3")]
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pub stream_head: f32,
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#[arg(long, default_value = "0.3")]
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pub stream_tail: f32,
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#[arg(long, default_value = None)]
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pub wav: Option<String>,
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#[arg(long, default_value = "false")]
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pub debug: bool,
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}
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pub fn main<F>(flags: Flags, handler_fn: F) where F: FnMut(Result<Whispered, String>) + Send + 'static {
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let w = new_whisper_service(
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flags.model_path,
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flags.model_buffer,
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flags.threads,
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flags.stream_head,
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flags.stream_tail,
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handler_fn,
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).unwrap();
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let stream_retain = (flags.stream_retain * 16_000.0) as usize;
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let stream_step = Duration::new(flags.stream_step, 0);
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match flags.wav {
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Some(wav) => {
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let (header, data) = wav::read(
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&mut std::fs::File::open(wav).expect("failed to open $WAV"),
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).expect("failed to decode $WAV");
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assert!(header.channel_count == 1);
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assert!(header.sampling_rate == 16_000);
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let data16 = data.as_sixteen().expect("wav is not 32bit floats");
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let audio_data = &whisper_rs::convert_integer_to_float_audio(&data16);
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w.transcribe(&audio_data);
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},
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None => {
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match &flags.debug {
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true => { File::create("/tmp/page.rawf32audio").unwrap(); },
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false => {},
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};
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let mut buffer = vec![];
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let mut last = Instant::now();
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new_listener().listen(move |data: Vec<f32>| {
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data.iter().for_each(|x| buffer.push(*x));
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if Instant::now() - last > stream_step {
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w.transcribe_async(&buffer).unwrap();
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match &flags.debug {
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true => {
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let mut f = File::options().append(true).open("/tmp/page.rawf32audio").unwrap();
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let mut wav_data = vec![];
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for i in buffer.iter() {
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for j in i.to_le_bytes() {
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wav_data.push(j);
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}
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}
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f.write_all(wav_data.as_slice()).unwrap();
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},
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false => {},
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};
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for i in 0..stream_retain {
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buffer[i] = buffer[buffer.len() - stream_retain + i];
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}
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buffer.truncate(stream_retain);
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last = Instant::now();
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}
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});
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},
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};
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}
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struct WhisperService {
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jobs: std::sync::mpsc::SyncSender<AWhisper>,
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}
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fn new_whisper_service<F>(model_path: Option<String>, model_buffer: Option<Vec<u8>>, threads: i32, stream_head: f32, stream_tail: f32, handler_fn: F) -> Result<WhisperService, String> where F: FnMut(Result<Whispered, String>) + Send + 'static {
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match new_whisper_engine(model_path, model_buffer, threads) {
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Ok(engine) => {
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let mut whisper = new_whisper_impl(engine, stream_head, stream_tail, handler_fn);
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let (send, recv) = std::sync::mpsc::sync_channel(100);
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thread::spawn(move || { whisper.transcribe_asyncs(recv); });
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Ok(WhisperService{jobs: send})
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},
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Err(msg) => Err(format!("failed to initialize engine: {}", msg)),
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}
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}
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impl WhisperService {
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fn transcribe(&self, data: &Vec<f32>) {
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let (send, recv) = std::sync::mpsc::sync_channel(0);
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self._transcribe_async(data, Some(send)).unwrap();
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recv.recv().unwrap();
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}
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fn transcribe_async(&self, data: &Vec<f32>) -> Result<(), String> {
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self._transcribe_async(data, None)
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}
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fn _transcribe_async(&self, data: &Vec<f32>, ack: Option<std::sync::mpsc::SyncSender<bool>>) -> Result<(), String> {
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match self.jobs.try_send(AWhisper{
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data: data.clone().to_vec(),
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ack: ack,
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}) {
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Ok(_) => Ok(()),
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Err(msg) => Err(format!("failed to enqueue transcription: {}", msg)),
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}
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}
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}
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struct WhisperImpl {
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engine: WhisperEngine,
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stream_head: f32,
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stream_tail: f32,
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handler_fn: Option<Box<dyn FnMut(Result<Whispered, String>) + Send + 'static>>
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}
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fn new_whisper_impl<F>(engine: WhisperEngine, stream_head: f32, stream_tail: f32, handler_fn: F) -> WhisperImpl where F: FnMut(Result<Whispered, String>) + Send + 'static {
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WhisperImpl {
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engine: engine,
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stream_head: stream_head,
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stream_tail: stream_tail,
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handler_fn: Some(Box::new(handler_fn)),
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}
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}
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impl WhisperImpl {
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fn transcribe_asyncs(&mut self, recv: std::sync::mpsc::Receiver<AWhisper>) {
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loop {
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match recv.recv() {
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Ok(job) => {
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let result = self.transcribe(&job).is_ok();
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match job.ack {
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Some(ack) => {
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ack.send(result).unwrap();
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},
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None => (),
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};
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}
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Err(_) => return,
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};
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}
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}
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fn transcribe(&mut self, a_whisper: &AWhisper) -> Result<(), ()> {
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match self.engine.transcribe(&a_whisper.data) {
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Ok(result) => {
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self.on_success(&result);
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Ok(())
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},
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Err(msg) => {
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self.on_error(msg.to_string());
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Err(())
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},
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}
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}
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fn on_success(&mut self, whispered: &Whispered) {
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let result = whispered
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.after(&(self.stream_head * 100.0))
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.before(&(self.stream_tail * 100.0));
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(self.handler_fn.as_mut().unwrap())(Ok(result));
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}
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fn on_error(&mut self, msg: String) {
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(self.handler_fn.as_mut().unwrap())(Err(format!("failed to transcribe: {}", &msg)));
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}
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}
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struct WhisperEngine {
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ctx: WhisperContext,
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threads: i32,
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}
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fn new_whisper_engine(model_path: Option<String>, model_buffer: Option<Vec<u8>>, threads: i32) -> Result<WhisperEngine, String> {
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if model_path.is_some() {
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let model_path = model_path.unwrap();
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return match WhisperContext::new(&model_path.clone()) {
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Ok(ctx) => Ok(WhisperEngine{ctx: ctx, threads: threads}),
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Err(msg) => Err(format!("failed to load {}: {}", model_path, msg)),
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};
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}
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if model_buffer.is_some() {
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let model_buffer = model_buffer.unwrap();
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return match WhisperContext::new_from_buffer(&model_buffer) {
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Ok(ctx) => Ok(WhisperEngine{ctx: ctx, threads: threads}),
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Err(msg) => Err(format!("failed to load buffer: {}", msg)),
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};
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}
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Err("neither model path nor buffer provided".to_string())
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}
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impl WhisperEngine {
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fn transcribe(&self, data: &Vec<f32>) -> Result<Whispered, WhisperError> {
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let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 0 });
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params.set_no_context(true);
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params.set_n_threads(self.threads);
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params.set_translate(false);
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params.set_detect_language(false);
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params.set_language(Some("en"));
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params.set_print_special(false);
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params.set_print_progress(false);
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params.set_print_realtime(false);
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params.set_print_timestamps(false);
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let mut state = self.ctx.create_state()?;
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state.full(params, &data[..])?;
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let mut result = new_whispered();
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let num_segments = state.full_n_segments()?;
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for i in 0..num_segments {
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let data = state.full_get_segment_text(i)?;
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let start = state.full_get_segment_t0(i)?;
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let stop = state.full_get_segment_t1(i)?;
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result.push(data, start, stop);
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}
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Ok(result)
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}
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}
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struct AWhisper {
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data: Vec<f32>,
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ack: Option<std::sync::mpsc::SyncSender<bool>>,
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}
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#[derive(Clone, Debug)]
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pub struct Whispered {
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data: Vec<AWhispered>,
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}
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#[derive(Clone, Debug)]
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struct AWhispered {
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pub data: String,
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pub offset: i64,
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pub length: i64,
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}
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fn new_whispered() -> Whispered {
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Whispered{data: vec![]}
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}
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fn new_a_whispered(data: String, start: i64, stop: i64) -> AWhispered {
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AWhispered{
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data: data,
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offset: start.clone(),
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length: stop - start,
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}
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}
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impl Whispered {
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pub fn to_string(&self) -> String {
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let mut result = "".to_string();
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for i in 0..self.data.len() {
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result = format!("{} {}", result, &self.data[i].data);
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}
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result
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}
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fn after(&self, t: &f32) -> Whispered {
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let mut result = new_whispered();
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self.data
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.iter()
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.filter(|x| x.offset as f32 >= *t)
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.for_each(|x| result.data.push(x.clone()));
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result
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}
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fn before(&self, t: &f32) -> Whispered {
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let mut result = new_whispered();
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let end = match self.data.iter().map(|x| x.offset + x.length).max() {
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Some(x) => x,
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None => 1,
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};
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let t = (end as f32) - *t;
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self.data
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.iter()
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.filter(|x| ((x.offset) as f32) <= t)
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.for_each(|x| result.data.push(x.clone()));
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result
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}
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fn push(&mut self, data: String, start: i64, stop: i64) {
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let words: Vec<_> = data.split_whitespace().collect();
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let per_word = (stop - start) / (words.len() as i64);
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for i in 0..words.len() {
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let start = (i as i64) * per_word;
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let stop = start.clone() + per_word;
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self.data.push(new_a_whispered(words[i].to_string(), start, stop));
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}
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}
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}
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struct Listener {
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}
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fn new_listener() -> Listener {
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Listener{}
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}
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impl Listener {
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fn listen(self, mut cb: impl FnMut(Vec<f32>)) {
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let (send, recv) = std::sync::mpsc::sync_channel(100);
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thread::spawn(move || { self._listen(send); });
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loop {
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match recv.recv() {
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Ok(msg) => cb(msg),
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Err(_) => return,
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};
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}
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}
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fn _listen(self, send: std::sync::mpsc::SyncSender<Vec<f32>>) {
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let host = cpal::default_host();
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let device = host.default_input_device().unwrap();
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let cfg = device.supported_input_configs()
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.unwrap()
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.filter(|x| x.sample_format() == cpal::SampleFormat::F32)
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.nth(0)
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.unwrap()
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.with_max_sample_rate();
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let downsample_ratio = cfg.channels() as f32 * (cfg.sample_rate().0 as f32 / 16_000.0);
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let stream = device.build_input_stream(
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&cfg.clone().into(),
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move |data: &[f32], _: &cpal::InputCallbackInfo| {
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let mut downsampled_data = vec![];
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for i in 0..(data.len() as f32 / downsample_ratio) as usize {
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let mut upsampled = i as f32 * downsample_ratio;
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if upsampled > (data.len()-1) as f32 {
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upsampled = (data.len()-1) as f32
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}
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downsampled_data.push(data[upsampled as usize]);
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}
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match send.try_send(downsampled_data) {
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Ok(_) => (),
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Err(msg) => eprintln!("failed to ingest audio: {}", msg),
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};
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},
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move |err| {
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eprintln!("input error: {}", err)
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},
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None,
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).unwrap();
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stream.play().unwrap();
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eprintln!("listening on {}", device.name().unwrap());
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let mut signals = Signals::new(&[SIGINT]).unwrap();
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for sig in signals.forever() {
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eprintln!("sig {}", sig);
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break;
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}
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stream.pause().unwrap();
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}
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}
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