doubleo7/src/documents.rs

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Rust
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use rig::embeddings::{EmbedError, TextEmbedder};
use std::path::{Path, PathBuf};
use text_splitter::{Characters, TextSplitter};
/// Target chunk size handed to the embedding model: small enough that a
/// handful of retrieved chunks stays well within a local model's context
/// window, large enough to keep a paragraph or two of context in each one.
/// `TextSplitter` treats this as an upper bound, not a fixed size — it
/// recursively splits on the largest semantic boundary (paragraph,
/// sentence, word, ...) that still fits, so a chunk never cuts a sentence
/// mid-word just to hit the target exactly.
const CHUNK_CHARS: usize = 1_500;
/// A single chunk of an uploaded document, embedded via its own text so
/// retrieval can surface just the passage relevant to a query rather than
/// an entire (possibly very long) file at once.
#[derive(Clone, Debug, PartialEq, Eq, serde::Serialize, serde::Deserialize)]
pub(crate) struct Document {
pub(crate) source: String,
pub(crate) text: String,
}
impl rig::Embed for Document {
fn embed(&self, embedder: &mut TextEmbedder) -> Result<(), EmbedError> {
embedder.embed(self.text.clone());
Ok(())
}
}
/// Resolves CLI-provided paths into chunked documents to embed: a file is
/// read and split into chunks, a directory contributes every non-directory
/// entry inside it — one level deep, not recursive, so a stray nested
/// folder can't silently pull in unrelated files. Unreadable entries
/// (permissions, non-UTF-8) are skipped with a warning rather than failing
/// the whole run.
pub(crate) fn collect_documents(paths: &[PathBuf]) -> anyhow::Result<Vec<Document>> {
let splitter = TextSplitter::new(CHUNK_CHARS);
let mut documents = Vec::new();
for path in paths {
if path.is_dir() {
for entry in std::fs::read_dir(path)? {
let entry = entry?;
if entry.file_type()?.is_file() {
push_document(&entry.path(), &splitter, &mut documents);
}
}
} else {
push_document(path, &splitter, &mut documents);
}
}
Ok(documents)
}
fn push_document(path: &Path, splitter: &TextSplitter<Characters>, documents: &mut Vec<Document>) {
match std::fs::read_to_string(path) {
Ok(text) => {
let chunks: Vec<&str> = splitter.chunks(&text).collect();
let total = chunks.len();
let source = |i: usize| {
if total > 1 {
format!("{} (part {}/{total})", path.display(), i + 1)
} else {
path.display().to_string()
}
};
documents.extend(chunks.into_iter().enumerate().map(|(i, chunk)| Document {
source: source(i),
text: chunk.to_string(),
}));
}
Err(err) => {
tracing::warn!(path = %path.display(), %err, "skipping unreadable document")
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use tempfile::tempdir;
#[test]
fn collect_documents_reads_an_explicit_file() {
let dir = tempdir().unwrap();
let file = dir.path().join("notes.txt");
std::fs::write(&file, "hello from a file").unwrap();
let documents = collect_documents(std::slice::from_ref(&file)).unwrap();
assert_eq!(documents.len(), 1);
assert_eq!(documents[0].source, file.display().to_string());
assert_eq!(documents[0].text, "hello from a file");
}
#[test]
fn collect_documents_reads_every_file_in_a_directory_non_recursively() {
let dir = tempdir().unwrap();
std::fs::write(dir.path().join("a.txt"), "a").unwrap();
std::fs::write(dir.path().join("b.txt"), "b").unwrap();
std::fs::create_dir(dir.path().join("nested")).unwrap();
std::fs::write(dir.path().join("nested/c.txt"), "c").unwrap();
let mut documents = collect_documents(&[dir.path().to_path_buf()]).unwrap();
documents.sort_by(|a, b| a.source.cmp(&b.source));
assert_eq!(documents.len(), 2);
assert_eq!(documents[0].text, "a");
assert_eq!(documents[1].text, "b");
}
#[test]
fn collect_documents_is_empty_for_no_paths() {
assert!(collect_documents(&[]).unwrap().is_empty());
}
#[test]
fn collect_documents_skips_unreadable_paths_instead_of_failing() {
let dir = tempdir().unwrap();
let missing = dir.path().join("does-not-exist.txt");
assert!(collect_documents(&[missing]).unwrap().is_empty());
}
#[test]
fn collect_documents_splits_a_large_file_into_multiple_chunks() {
let dir = tempdir().unwrap();
let file = dir.path().join("big.txt");
// Well over CHUNK_CHARS, and with paragraph breaks so the splitter
// has real semantic boundaries to chunk on.
let paragraph = "word ".repeat(100);
std::fs::write(&file, vec![paragraph; 10].join("\n\n")).unwrap();
let documents = collect_documents(std::slice::from_ref(&file)).unwrap();
assert!(
documents.len() > 1,
"expected a large file to produce multiple chunks"
);
for (i, doc) in documents.iter().enumerate() {
assert_eq!(
doc.source,
format!("{} (part {}/{})", file.display(), i + 1, documents.len())
);
assert!(!doc.text.is_empty());
}
}
#[test]
fn document_embed_yields_its_full_text() {
let document = Document {
source: "s".to_string(),
text: "the text to embed".to_string(),
};
assert_eq!(
rig::embeddings::to_texts(document).unwrap(),
vec!["the text to embed".to_string()]
);
}
}