src/whisper.rs

use std::collections::VecDeque;
use std::ffi::c_int;
use std::fmt::{Debug, Display, Formatter};
use std::thread::sleep;
use std::time::Duration;
use lazy_static::lazy_static;
use tokio::sync::{broadcast, mpsc, oneshot};
use whisper_rs::{convert_integer_to_float_audio, WhisperState, WhisperContext};
use whisper_rs_sys::WHISPER_SAMPLE_RATE;
use crate::config::{WhisperParams, CONFIG};
use crate::group::GroupedWithin;

lazy_static! {
    static ref WHISPER_CONTEXT: WhisperContext = {
        WhisperContext::new(&*CONFIG.whisper.model)
            .expect("failed to create WhisperContext")
    };
}

#[derive(Debug)]
pub(crate) enum Error {
    WhisperError {
        description: String,
        error: whisper_rs::WhisperError,
    },
}

impl Error {
    fn whisper_error(description: &str, error: whisper_rs::WhisperError) -> Self {
        Self::WhisperError {
            description: description.to_string(),
            error,
        }
    }
}

impl Display for Error {
    fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
        match self {
            Self::WhisperError { description, error } => {
                write!(f, "WhisperError: {}: {}", description, error)
            }
        }
    }
}

impl std::error::Error for Error {
    fn source(&self) -> Option<&(dyn std::error::Error + 'static)> {
        match self {
            Self::WhisperError { error, .. } => Some(error),
        }
    }
}

fn pcm_i16_to_f32(input: &Vec<u8>) -> Vec<f32> {
    let pcm_i16 = input
        .chunks_exact(2)
        .map(|chunk| {
            let mut buf = [0u8; 2];
            buf.copy_from_slice(chunk);
            i16::from_le_bytes(buf)
        })
        .collect::<Vec<i16>>();
    convert_integer_to_float_audio(pcm_i16.as_slice())
}

#[derive(Clone, Debug)]
pub struct Segment {
    pub start_timestamp: i64,
    pub end_timestamp: i64,
    pub text: String,
}

pub struct WhisperHandler {
    tx: mpsc::Sender<Vec<u8>>,
    transcription_tx: broadcast::Sender<Vec<Segment>>,
    stop_handle: Option<oneshot::Sender<()>>,
}

impl WhisperHandler {
    pub(crate) fn new(config: WhisperParams) -> Result<Self, Error> {
        let (stop_handle, mut stop_signal) = oneshot::channel();
        let (pcm_tx, pcm_rx) = mpsc::channel::<Vec<u8>>(128);
        let (transcription_tx, _) = broadcast::channel::<Vec<Segment>>(128);
        let shared_transcription_tx = transcription_tx.clone();
        let state = WHISPER_CONTEXT.create_state()
            .map_err(|e| Error::whisper_error("failed to create WhisperState", e))?;
        tokio::task::spawn_blocking(move || {
            let mut detector = Detector::new(state, &CONFIG.whisper);
            let mut grouped = GroupedWithin::new(
                detector.n_samples_step * 2,
                Duration::from_millis(config.step_ms as u64),
                pcm_rx,
                u16::MAX as usize
            );
            while let Err(oneshot::error::TryRecvError::Empty) = stop_signal.try_recv() {
                let new_pcm_f32 = match grouped.next() {
                    Err(mpsc::error::TryRecvError::Disconnected) => break,
                    Err(mpsc::error::TryRecvError::Empty) => {
                        sleep(Duration::from_millis(10));
                        continue
                    }
                    Ok(data) => {
                        pcm_i16_to_f32(&data)
                    }
                };

                detector.feed(new_pcm_f32);
                let segments = match detector.inference() {
                    Ok(result) => {
                        if result.is_empty() {
                            continue
                        }
                        result
                    }
                    Err(err) => {
                        tracing::warn!("failed to inference: {}", err);
                        continue
                    }
                };

                if tracing::enabled!(tracing::Level::TRACE) {
                    for segment in segments.iter() {
                        tracing::trace!("[{}] SEGMENT: {}", detector.n_iter, segment.text);
                    }
                } else if tracing::enabled!(tracing::Level::DEBUG) {
                    tracing::debug!("[{}] SEGMENT: {}", detector.n_iter, segments[0].text);
                }

                if let Err(e) = shared_transcription_tx.send(segments) {
                    tracing::error!("failed to send transcription: {}", e);
                    break
                };
            }
        });
        Ok(Self {
            tx: pcm_tx,
            transcription_tx,
            stop_handle: Some(stop_handle),
        })
    }

    pub fn subscribe(&self) -> broadcast::Receiver<Vec<Segment>> {
        self.transcription_tx.subscribe()
    }

    pub async fn send(&self, data: Vec<u8>) -> Result<(), mpsc::error::SendError<Vec<u8>>> {
        self.tx.send(data).await
    }
}

struct Detector {
    state: WhisperState<'static>,
    config: &'static WhisperParams,
    n_samples_keep: usize,
    n_samples_step: usize,
    n_samples_len: usize,
    n_new_line: usize,
    n_iter: usize,
    prompt_tokens: Vec<c_int>,
    pcm_f32: VecDeque<f32>,
    offset: usize,
}

impl Detector {
    fn new(state: WhisperState<'static>,
           config: &'static WhisperParams) -> Self {
        Detector {
            state,
            config,
            n_samples_keep: (config.keep_ms * WHISPER_SAMPLE_RATE / 1000) as usize,
            n_samples_step: (config.step_ms * WHISPER_SAMPLE_RATE / 1000) as usize,
            n_samples_len: (config.length_ms * WHISPER_SAMPLE_RATE / 1000) as usize,
            n_new_line: 1.max(config.length_ms / config.step_ms - 1) as usize,
            n_iter: 0,
            prompt_tokens: Default::default(),
            pcm_f32: VecDeque::from(vec![0f32; 30 * WHISPER_SAMPLE_RATE as usize]),
            offset: 0,
        }
    }

    fn feed(&mut self, new_pcm_f32: Vec<f32>) {
        self.pcm_f32.extend(new_pcm_f32);
        if self.pcm_f32.len() > self.n_samples_len + self.n_samples_keep {
            let _ = self.pcm_f32.drain(0..(self.pcm_f32.len() - self.n_samples_keep - self.n_samples_len)).len();
        }
    }

    fn inference(&mut self) -> Result<Vec<Segment>, Error> {
        let params = self.config.to_full_params(self.prompt_tokens.as_slice());
        let start = std::time::Instant::now();
        let _ = self.state.full(params, self.pcm_f32.make_contiguous())
            .map_err(|e| Error::whisper_error("failed to initialize WhisperState", e))?;
        let end = std::time::Instant::now();
        if end - start > Duration::from_millis(self.config.step_ms as u64) {
            tracing::warn!("full() took {} ms too slow", (end - start).as_millis());
        }

        let num_segments = self.state
            .full_n_segments()
            .map_err(|e| Error::whisper_error("failed to get number of segments", e))?;
        let mut segments: Vec<Segment> = Vec::with_capacity(num_segments as usize);
        for i in 0..num_segments {
            let segment = self.state
                .full_get_segment_text(i)
                .map_err(|e| Error::whisper_error("failed to get segment", e))?;
            let timestamp_offset: i64 = (self.offset * 1000 / WHISPER_SAMPLE_RATE as usize) as i64;
            let start_timestamp: i64 = timestamp_offset + 10 * self.state
                .full_get_segment_t0(i)
                .map_err(|e| Error::whisper_error("failed to get start timestamp", e))?;
            let end_timestamp: i64 = timestamp_offset + 10 * self.state
                .full_get_segment_t1(i)
                .map_err(|e| Error::whisper_error("failed to get end timestamp", e))?;
            // tracing::trace!("{}", segment);
            segments.push(Segment { start_timestamp, end_timestamp, text: segment });
        }


        self.n_iter = self.n_iter + 1;

        if self.n_iter % self.n_new_line == 0 {
            self.next_line()?;
            Ok(segments)
        } else {
            Ok(vec![])
        }
    }

    fn next_line(&mut self) -> Result<(), Error> {

        // keep the last n_samples_keep samples from pcm_f32
        if self.pcm_f32.len() > self.n_samples_keep {
            let _ = self.pcm_f32.drain(0..(self.pcm_f32.len() - self.n_samples_keep)).len();
        }

        if !self.config.no_context {
            self.prompt_tokens.clear();

            let num_segments = self.state
                .full_n_segments()
                .map_err(|e| Error::whisper_error("failed to get number of segments", e))?;
            for i in 0..num_segments {
                let token_count = self.state
                    .full_n_tokens(i)
                    .map_err(|e| Error::whisper_error("failed to get number of tokens", e))?;
                for j in 0..token_count {
                    let token = self.state
                        .full_get_token_id(i, j)
                        .map_err(|e| Error::whisper_error("failed to get token", e))?;
                    self.prompt_tokens.push(token);
                }
            }
        }
        Ok(())
    }
}

impl Drop for WhisperHandler {
    fn drop(&mut self) {
        let Some(stop_handle) = self.stop_handle.take() else {
            return tracing::warn!("WhisperHandler::drop() called without stop_handle");
        };
        if let Err(_) = stop_handle.send(()) {
            tracing::warn!("WhisperHandler::drop() failed to send stop signal");
        }
    }
}