rust-whisper/rust-whisper.d/src/main.rs

149 lines
4.9 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;
#[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 = "0.8")]
stream_churn: f32,
#[arg(long, default_value = "5")]
stream_step: u64,
wav: Option<String>,
}
fn main() {
let flags = Flags::parse();
let w = new_whisper(flags.model, flags.threads).unwrap();
let stream_churn = flags.stream_churn;
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 == 16000);
let data16 = data.as_sixteen().expect("wav is not 32bit floats");
let audio_data = &whisper_rs::convert_integer_to_float_audio(&data16);
let result = w.transcribe(&audio_data).unwrap();
println!("{}", result);
},
None => {
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 channels = cfg.channels();
let downsample_ratio = cfg.sample_rate().0 as f32 / 16000.0;
let mut buffer = vec![];
let mut last = Instant::now();
let stream = device.build_input_stream(
&cfg.clone().into(),
move |data: &[f32], _: &cpal::InputCallbackInfo| {
let mono_data: Vec<f32> = data.iter().map(|x| *x).step_by(channels.into()).collect();
let mut downsampled_data = vec![];
for i in 0..(mono_data.len() as f32 / downsample_ratio) as usize {
let mut upsampled = i as f32 * downsample_ratio;
if upsampled > (mono_data.len()-1) as f32 {
upsampled = (mono_data.len()-1) as f32
}
downsampled_data.push(mono_data[upsampled as usize]);
}
downsampled_data.iter().for_each(|x| buffer.push(*x));
if Instant::now() - last > stream_step {
let result = w.transcribe(&buffer).unwrap();
eprintln!("{}", chrono::Local::now());
println!("{}", result);
let retain = buffer.len() - (buffer.len() as f32 * stream_churn) as usize;
for i in retain..buffer.len() {
buffer[i - retain] = buffer[i]
}
buffer.truncate(retain);
last = Instant::now();
}
},
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();
},
};
}
struct Whisper {
ctx: WhisperContext,
threads: i32,
}
fn new_whisper(model_path: String, threads: i32) -> Result<Whisper, String> {
match WhisperContext::new(&model_path) {
Ok(ctx) => Ok(Whisper{
ctx: ctx,
threads: threads,
}),
Err(msg) => Err(format!("failed to load {}: {}", model_path, msg)),
}
}
impl Whisper {
fn transcribe(&self, data: &Vec<f32>) -> Result<String, String> {
match self._transcribe(&data) {
Ok(result) => Ok(result),
Err(msg) => Err(format!("failed to transcribe: {}", msg)),
}
}
fn _transcribe(&self, data: &Vec<f32>) -> Result<String, 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 num_segments = state.full_n_segments()?;
let mut result = "".to_string();
for i in 0..num_segments {
let segment = state.full_get_segment_text(i)?;
result = format!("{} {}", result, segment);
}
Ok(result)
}
}