embedding_queue.rs

  1use crate::{parsing::Span, JobHandle};
  2use ai::embedding::EmbeddingProvider;
  3use gpui::executor::Background;
  4use parking_lot::Mutex;
  5use smol::channel;
  6use std::{mem, ops::Range, path::Path, sync::Arc, time::SystemTime};
  7
  8#[derive(Clone)]
  9pub struct FileToEmbed {
 10    pub worktree_id: i64,
 11    pub path: Arc<Path>,
 12    pub mtime: SystemTime,
 13    pub spans: Vec<Span>,
 14    pub job_handle: JobHandle,
 15}
 16
 17impl std::fmt::Debug for FileToEmbed {
 18    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
 19        f.debug_struct("FileToEmbed")
 20            .field("worktree_id", &self.worktree_id)
 21            .field("path", &self.path)
 22            .field("mtime", &self.mtime)
 23            .field("spans", &self.spans)
 24            .finish_non_exhaustive()
 25    }
 26}
 27
 28impl PartialEq for FileToEmbed {
 29    fn eq(&self, other: &Self) -> bool {
 30        self.worktree_id == other.worktree_id
 31            && self.path == other.path
 32            && self.mtime == other.mtime
 33            && self.spans == other.spans
 34    }
 35}
 36
 37pub struct EmbeddingQueue {
 38    embedding_provider: Arc<dyn EmbeddingProvider>,
 39    pending_batch: Vec<FileFragmentToEmbed>,
 40    executor: Arc<Background>,
 41    pending_batch_token_count: usize,
 42    finished_files_tx: channel::Sender<FileToEmbed>,
 43    finished_files_rx: channel::Receiver<FileToEmbed>,
 44}
 45
 46#[derive(Clone)]
 47pub struct FileFragmentToEmbed {
 48    file: Arc<Mutex<FileToEmbed>>,
 49    span_range: Range<usize>,
 50}
 51
 52impl EmbeddingQueue {
 53    pub fn new(embedding_provider: Arc<dyn EmbeddingProvider>, executor: Arc<Background>) -> Self {
 54        let (finished_files_tx, finished_files_rx) = channel::unbounded();
 55        Self {
 56            embedding_provider,
 57            executor,
 58            pending_batch: Vec::new(),
 59            pending_batch_token_count: 0,
 60            finished_files_tx,
 61            finished_files_rx,
 62        }
 63    }
 64
 65    pub fn push(&mut self, file: FileToEmbed) {
 66        if file.spans.is_empty() {
 67            self.finished_files_tx.try_send(file).unwrap();
 68            return;
 69        }
 70
 71        let file = Arc::new(Mutex::new(file));
 72
 73        self.pending_batch.push(FileFragmentToEmbed {
 74            file: file.clone(),
 75            span_range: 0..0,
 76        });
 77
 78        let mut fragment_range = &mut self.pending_batch.last_mut().unwrap().span_range;
 79        for (ix, span) in file.lock().spans.iter().enumerate() {
 80            let span_token_count = if span.embedding.is_none() {
 81                span.token_count
 82            } else {
 83                0
 84            };
 85
 86            let next_token_count = self.pending_batch_token_count + span_token_count;
 87            if next_token_count > self.embedding_provider.max_tokens_per_batch() {
 88                let range_end = fragment_range.end;
 89                self.flush();
 90                self.pending_batch.push(FileFragmentToEmbed {
 91                    file: file.clone(),
 92                    span_range: range_end..range_end,
 93                });
 94                fragment_range = &mut self.pending_batch.last_mut().unwrap().span_range;
 95            }
 96
 97            fragment_range.end = ix + 1;
 98            self.pending_batch_token_count += span_token_count;
 99        }
100    }
101
102    pub fn flush(&mut self) {
103        let batch = mem::take(&mut self.pending_batch);
104        self.pending_batch_token_count = 0;
105        if batch.is_empty() {
106            return;
107        }
108
109        let finished_files_tx = self.finished_files_tx.clone();
110        let embedding_provider = self.embedding_provider.clone();
111
112        self.executor
113            .spawn(async move {
114                let mut spans = Vec::new();
115                for fragment in &batch {
116                    let file = fragment.file.lock();
117                    spans.extend(
118                        file.spans[fragment.span_range.clone()]
119                            .iter()
120                            .filter(|d| d.embedding.is_none())
121                            .map(|d| d.content.clone()),
122                    );
123                }
124
125                // If spans is 0, just send the fragment to the finished files if its the last one.
126                if spans.is_empty() {
127                    for fragment in batch.clone() {
128                        if let Some(file) = Arc::into_inner(fragment.file) {
129                            finished_files_tx.try_send(file.into_inner()).unwrap();
130                        }
131                    }
132                    return;
133                };
134
135                match embedding_provider.embed_batch(spans).await {
136                    Ok(embeddings) => {
137                        let mut embeddings = embeddings.into_iter();
138                        for fragment in batch {
139                            for span in &mut fragment.file.lock().spans[fragment.span_range.clone()]
140                                .iter_mut()
141                                .filter(|d| d.embedding.is_none())
142                            {
143                                if let Some(embedding) = embeddings.next() {
144                                    span.embedding = Some(embedding);
145                                } else {
146                                    log::error!("number of embeddings != number of documents");
147                                }
148                            }
149
150                            if let Some(file) = Arc::into_inner(fragment.file) {
151                                finished_files_tx.try_send(file.into_inner()).unwrap();
152                            }
153                        }
154                    }
155                    Err(error) => {
156                        log::error!("{:?}", error);
157                    }
158                }
159            })
160            .detach();
161    }
162
163    pub fn finished_files(&self) -> channel::Receiver<FileToEmbed> {
164        self.finished_files_rx.clone()
165    }
166}