use std::{
collections::HashMap,
fs::File,
io::{BufReader, Cursor, Read},
path::Path,
pin::Pin,
};
use async_stream::stream;
use async_trait::async_trait;
use futures::Stream;
#[cfg(feature = "yaml")]
use serde_yaml;
use crate::{
document_loaders::{process_doc_stream, Loader, LoaderError},
schemas::Document,
text_splitter::TextSplitter,
};
#[derive(Debug, Clone)]
pub struct YamlLoader<R> {
reader: R,
}
impl<R: Read> YamlLoader<R> {
pub fn new(reader: R) -> Self {
Self { reader }
}
}
impl YamlLoader<Cursor<Vec<u8>>> {
pub fn from_string<S: Into<String>>(input: S) -> Self {
let input = input.into();
let reader = Cursor::new(input.into_bytes());
Self::new(reader)
}
}
impl YamlLoader<BufReader<File>> {
pub fn from_path<P: AsRef<Path>>(path: P) -> Result<Self, LoaderError> {
let file = File::open(path)?;
let reader = BufReader::new(file);
Ok(Self::new(reader))
}
}
#[async_trait]
impl<R: Read + Send + Sync + 'static> Loader for YamlLoader<R> {
async fn load(
mut self,
) -> Result<
Pin<Box<dyn Stream<Item = Result<Document, LoaderError>> + Send + 'static>>,
LoaderError,
> {
let mut content = String::new();
self.reader.read_to_string(&mut content)?;
let stream = stream! {
#[cfg(feature = "yaml")]
{
let value: serde_yaml::Value = serde_yaml::from_str(&content)
.map_err(|e| LoaderError::YamlError(e))?;
let documents: Vec<serde_yaml::Value> = match value {
serde_yaml::Value::Sequence(seq) => seq,
_ => vec![value],
};
if documents.is_empty() {
let mut metadata = HashMap::new();
metadata.insert("source_type".to_string(), serde_json::Value::from("yaml"));
let doc = Document::new(content).with_metadata(metadata);
yield Ok(doc);
} else {
for (idx, value) in documents.into_iter().enumerate() {
let content = serde_yaml::to_string(&value)
.map_err(|e| LoaderError::YamlError(e))?;
let mut metadata = HashMap::new();
metadata.insert("source_type".to_string(), serde_json::Value::from("yaml"));
metadata.insert("document_index".to_string(), serde_json::Value::from(idx));
let doc = Document::new(content).with_metadata(metadata);
yield Ok(doc);
}
}
}
#[cfg(not(feature = "yaml"))]
{
yield Err(LoaderError::OtherError("YAML feature not enabled. Add 'yaml' feature to use YamlLoader.".to_string()));
}
};
Ok(Box::pin(stream))
}
async fn load_and_split<TS: TextSplitter + 'static>(
mut self,
splitter: TS,
) -> Result<
Pin<Box<dyn Stream<Item = Result<Document, LoaderError>> + Send + 'static>>,
LoaderError,
> {
let doc_stream = self.load().await?;
let stream = process_doc_stream(doc_stream, splitter).await;
Ok(Box::pin(stream))
}
}
#[cfg(test)]
mod tests {
use futures_util::StreamExt;
use super::*;
#[tokio::test]
async fn test_yaml_loader() {
let input = r#"
name: John
age: 30
city: New York
"#;
let loader = YamlLoader::from_string(input);
let documents = loader
.load()
.await
.unwrap()
.map(|x| x.unwrap())
.collect::<Vec<_>>()
.await;
assert_eq!(documents.len(), 1);
assert!(documents[0].page_content.contains("John"));
}
#[tokio::test]
#[ignore = "serde_yaml does not support multiple YAML documents"]
async fn test_yaml_loader_multiple_docs() {
let input = r#"---
name: John
age: 30
---
name: Jane
age: 25
"#;
let loader = YamlLoader::from_string(input);
let documents = loader
.load()
.await
.unwrap()
.map(|x| x.unwrap())
.collect::<Vec<_>>()
.await;
assert_eq!(documents.len(), 2);
}
}