rust-whisper/src/main.rs

375 lines
11 KiB
Rust

use whisper_rs::{WhisperContext, FullParams, SamplingStrategy, WhisperError};
use cpal::traits::{HostTrait, DeviceTrait, StreamTrait};
use signal_hook::{iterator::Signals, consts::signal::SIGINT};
use std::time::{Duration, Instant};
use chrono;
use clap::Parser;
use std::thread;
use std::fs::File;
use std::io::Write;
#[derive(Parser, Debug)]
struct Flags {
#[arg(long, default_value = "./models/ggml-tiny.en.bin")]
model: String,
#[arg(long, default_value = "8")]
threads: i32,
#[arg(long, default_value = "5")]
stream_step: u64,
#[arg(long, default_value = "0.6")]
stream_retain: f32,
#[arg(long, default_value = "0.3")]
stream_head: f32,
#[arg(long, default_value = "0.3")]
stream_tail: f32,
wav: Option<String>,
#[arg(long, default_value = "false")]
debug: bool,
}
fn main() {
let flags = Flags::parse();
let w = new_whisper_service(
flags.model,
flags.threads,
flags.stream_head,
flags.stream_tail,
|result| {
match result {
Ok(whispered) => {
eprintln!("{}: {:?}", chrono::Local::now(), whispered);
println!("{}", whispered.to_string());
},
Err(msg) => { eprintln!("Error whispering: {}", msg); },
};
},
).unwrap();
let stream_retain = (flags.stream_retain * 16_000.0) as usize;
let stream_step = Duration::new(flags.stream_step, 0);
match flags.wav {
Some(wav) => {
let (header, data) = wav::read(
&mut std::fs::File::open(wav).expect("failed to open $WAV"),
).expect("failed to decode $WAV");
assert!(header.channel_count == 1);
assert!(header.sampling_rate == 16_000);
let data16 = data.as_sixteen().expect("wav is not 32bit floats");
let audio_data = &whisper_rs::convert_integer_to_float_audio(&data16);
w.transcribe(&audio_data);
},
None => {
match &flags.debug {
true => { File::create("/tmp/page.rawf32audio").unwrap(); },
false => {},
};
let mut buffer = vec![];
let mut last = Instant::now();
new_listener().listen(move |data: Vec<f32>| {
data.iter().for_each(|x| buffer.push(*x));
if Instant::now() - last > stream_step {
w.transcribe_async(&buffer).unwrap();
match &flags.debug {
true => {
let mut f = File::options().append(true).open("/tmp/page.rawf32audio").unwrap();
let mut wav_data = vec![];
for i in buffer.iter() {
for j in i.to_le_bytes() {
wav_data.push(j);
}
}
f.write_all(wav_data.as_slice()).unwrap();
},
false => {},
};
for i in 0..stream_retain {
buffer[i] = buffer[buffer.len() - stream_retain + i];
}
buffer.truncate(stream_retain);
last = Instant::now();
}
});
},
};
}
struct WhisperService {
jobs: std::sync::mpsc::SyncSender<AWhisper>,
}
fn new_whisper_service(model_path: String, threads: i32, stream_head: f32, stream_tail: f32, handler_fn: fn(Result<Whispered, String>)) -> Result<WhisperService, String> {
match new_whisper_engine(model_path, threads) {
Ok(engine) => {
let whisper = new_whisper_impl(engine, stream_head, stream_tail, handler_fn);
let (send, recv) = std::sync::mpsc::sync_channel(100);
thread::spawn(move || { whisper.transcribe_asyncs(recv); });
Ok(WhisperService{jobs: send})
},
Err(msg) => Err(format!("failed to initialize engine: {}", msg)),
}
}
impl WhisperService {
fn transcribe(&self, data: &Vec<f32>) {
let (send, recv) = std::sync::mpsc::sync_channel(0);
self._transcribe_async(data, Some(send)).unwrap();
recv.recv().unwrap();
}
fn transcribe_async(&self, data: &Vec<f32>) -> Result<(), String> {
self._transcribe_async(data, None)
}
fn _transcribe_async(&self, data: &Vec<f32>, ack: Option<std::sync::mpsc::SyncSender<bool>>) -> Result<(), String> {
match self.jobs.try_send(AWhisper{
data: data.clone().to_vec(),
ack: ack,
}) {
Ok(_) => Ok(()),
Err(msg) => Err(format!("failed to enqueue transcription: {}", msg)),
}
}
}
struct WhisperImpl {
engine: WhisperEngine,
stream_head: f32,
stream_tail: f32,
handler_fn: fn(Result<Whispered, String>),
}
fn new_whisper_impl(engine: WhisperEngine, stream_head: f32, stream_tail: f32, handler_fn: fn(Result<Whispered, String>)) -> WhisperImpl {
WhisperImpl {
engine: engine,
stream_head: stream_head,
stream_tail: stream_tail,
handler_fn: handler_fn,
}
}
impl WhisperImpl {
fn transcribe_asyncs(&self, recv: std::sync::mpsc::Receiver<AWhisper>) {
loop {
match recv.recv() {
Ok(job) => {
let result = self.transcribe(&job).is_ok();
match job.ack {
Some(ack) => {
ack.send(result).unwrap();
},
None => (),
};
}
Err(_) => return,
};
}
}
fn transcribe(&self, a_whisper: &AWhisper) -> Result<(), ()> {
match self.engine.transcribe(&a_whisper.data) {
Ok(result) => {
self.on_success(&result);
Ok(())
},
Err(msg) => {
self.on_error(msg.to_string());
Err(())
},
}
}
fn on_success(&self, whispered: &Whispered) {
let result = whispered
.after(&(self.stream_head * 100.0))
.before(&(self.stream_tail * 100.0));
(self.handler_fn)(Ok(result));
}
fn on_error(&self, msg: String) {
(self.handler_fn)(Err(format!("failed to transcribe: {}", &msg)));
}
}
struct WhisperEngine {
ctx: WhisperContext,
threads: i32,
}
fn new_whisper_engine(model_path: String, threads: i32) -> Result<WhisperEngine, String> {
match WhisperContext::new(&model_path) {
Ok(ctx) => Ok(WhisperEngine{ctx: ctx, threads: threads}),
Err(msg) => Err(format!("failed to load {}: {}", model_path, msg)),
}
}
impl WhisperEngine {
fn transcribe(&self, data: &Vec<f32>) -> Result<Whispered, WhisperError> {
let mut params = FullParams::new(SamplingStrategy::Greedy { best_of: 0 });
params.set_no_context(true);
params.set_n_threads(self.threads);
params.set_translate(false);
params.set_detect_language(false);
params.set_language(Some("en"));
params.set_print_special(false);
params.set_print_progress(false);
params.set_print_realtime(false);
params.set_print_timestamps(false);
let mut state = self.ctx.create_state()?;
state.full(params, &data[..])?;
let mut result = new_whispered();
let num_segments = state.full_n_segments()?;
for i in 0..num_segments {
let data = state.full_get_segment_text(i)?;
let start = state.full_get_segment_t0(i)?;
let stop = state.full_get_segment_t1(i)?;
result.push(data, start, stop);
}
Ok(result)
}
}
struct AWhisper {
data: Vec<f32>,
ack: Option<std::sync::mpsc::SyncSender<bool>>,
}
#[derive(Clone, Debug)]
struct Whispered {
data: Vec<AWhispered>,
}
#[derive(Clone, Debug)]
struct AWhispered {
data: String,
offset: i64,
length: i64,
}
fn new_whispered() -> Whispered {
Whispered{data: vec![]}
}
fn new_a_whispered(data: String, start: i64, stop: i64) -> AWhispered {
AWhispered{
data: data,
offset: start.clone(),
length: stop - start,
}
}
impl Whispered {
fn to_string(&self) -> String {
let mut result = "".to_string();
for i in 0..self.data.len() {
result = format!("{} {}", result, &self.data[i].data);
}
result
}
fn after(&self, t: &f32) -> Whispered {
let mut result = new_whispered();
self.data
.iter()
.filter(|x| x.offset as f32 >= *t)
.for_each(|x| result.data.push(x.clone()));
result
}
fn before(&self, t: &f32) -> Whispered {
let mut result = new_whispered();
let end = match self.data.iter().map(|x| x.offset + x.length).max() {
Some(x) => x,
None => 1,
};
let t = (end as f32) - *t;
self.data
.iter()
.filter(|x| ((x.offset) as f32) <= t)
.for_each(|x| result.data.push(x.clone()));
result
}
fn push(&mut self, data: String, start: i64, stop: i64) {
let words: Vec<_> = data.split_whitespace().collect();
let per_word = (stop - start) / (words.len() as i64);
for i in 0..words.len() {
let start = (i as i64) * per_word;
let stop = start.clone() + per_word;
self.data.push(new_a_whispered(words[i].to_string(), start, stop));
}
}
}
struct Listener {
}
fn new_listener() -> Listener {
Listener{}
}
impl Listener {
fn listen(self, mut cb: impl FnMut(Vec<f32>)) {
let (send, recv) = std::sync::mpsc::sync_channel(100);
thread::spawn(move || { self._listen(send); });
loop {
match recv.recv() {
Ok(msg) => cb(msg),
Err(_) => return,
};
}
}
fn _listen(self, send: std::sync::mpsc::SyncSender<Vec<f32>>) {
let host = cpal::default_host();
let device = host.default_input_device().unwrap();
let cfg = device.supported_input_configs()
.unwrap()
.filter(|x| x.sample_format() == cpal::SampleFormat::F32)
.nth(0)
.unwrap()
.with_max_sample_rate();
let downsample_ratio = cfg.channels() as f32 * (cfg.sample_rate().0 as f32 / 16_000.0);
let stream = device.build_input_stream(
&cfg.clone().into(),
move |data: &[f32], _: &cpal::InputCallbackInfo| { // TODO why cant i do this...
let mut downsampled_data = vec![];
for i in 0..(data.len() as f32 / downsample_ratio) as usize {
let mut upsampled = i as f32 * downsample_ratio;
if upsampled > (data.len()-1) as f32 {
upsampled = (data.len()-1) as f32
}
downsampled_data.push(data[upsampled as usize]);
}
match send.try_send(downsampled_data) {
Ok(_) => (),
Err(msg) => eprintln!("failed to ingest audio: {}", msg),
};
},
move |err| {
eprintln!("input error: {}", err)
},
None,
).unwrap();
stream.play().unwrap();
eprintln!("listening on {}", device.name().unwrap());
let mut signals = Signals::new(&[SIGINT]).unwrap();
for sig in signals.forever() {
eprintln!("sig {}", sig);
break;
}
stream.pause().unwrap();
}
}