149 lines
4.9 KiB
Rust
149 lines
4.9 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 chrono;
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use clap::Parser;
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#[derive(Parser, Debug)]
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struct Flags {
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#[arg(long, default_value = "../models/ggml-tiny.en.bin")]
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model: String,
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#[arg(long, default_value = "8")]
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threads: i32,
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#[arg(long, default_value = "0.8")]
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stream_churn: f32,
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#[arg(long, default_value = "5")]
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stream_step: u64,
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wav: Option<String>,
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}
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fn main() {
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let flags = Flags::parse();
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let w = new_whisper(flags.model, flags.threads).unwrap();
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let stream_churn = flags.stream_churn;
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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 == 16000);
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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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let result = w.transcribe(&audio_data).unwrap();
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println!("{}", result);
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},
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None => {
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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 channels = cfg.channels();
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let downsample_ratio = cfg.sample_rate().0 as f32 / 16000.0;
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let mut buffer = vec![];
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let mut last = Instant::now();
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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 mono_data: Vec<f32> = data.iter().map(|x| *x).step_by(channels.into()).collect();
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let mut downsampled_data = vec![];
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for i in 0..(mono_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 > (mono_data.len()-1) as f32 {
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upsampled = (mono_data.len()-1) as f32
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}
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downsampled_data.push(mono_data[upsampled as usize]);
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}
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downsampled_data.iter().for_each(|x| buffer.push(*x));
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if Instant::now() - last > stream_step {
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let result = w.transcribe(&buffer).unwrap();
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eprintln!("{}", chrono::Local::now());
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println!("{}", result);
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let retain = buffer.len() - (buffer.len() as f32 * stream_churn) as usize;
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for i in retain..buffer.len() {
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buffer[i - retain] = buffer[i]
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}
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buffer.truncate(retain);
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last = Instant::now();
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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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}
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struct Whisper {
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ctx: WhisperContext,
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threads: i32,
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}
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fn new_whisper(model_path: String, threads: i32) -> Result<Whisper, String> {
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match WhisperContext::new(&model_path) {
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Ok(ctx) => Ok(Whisper{
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ctx: ctx,
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threads: threads,
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}),
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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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impl Whisper {
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fn transcribe(&self, data: &Vec<f32>) -> Result<String, String> {
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match self._transcribe(&data) {
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Ok(result) => Ok(result),
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Err(msg) => Err(format!("failed to transcribe: {}", msg)),
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}
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}
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fn _transcribe(&self, data: &Vec<f32>) -> Result<String, 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 num_segments = state.full_n_segments()?;
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let mut result = "".to_string();
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for i in 0..num_segments {
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let segment = state.full_get_segment_text(i)?;
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result = format!("{} {}", result, segment);
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}
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Ok(result)
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}
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}
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