use crate::document_loaders::{process_doc_stream, LoaderError};
use crate::{document_loaders::Loader, schemas::Document, text_splitter::TextSplitter};
use async_stream::stream;
use async_trait::async_trait;
use csv;
use futures::Stream;
use serde_json::Value;
use std::collections::HashMap;
use std::fs::File;
use std::io::{BufReader, Cursor, Read};
use std::path::Path;
use std::pin::Pin;
#[derive(Debug, Clone)]
pub struct TsvLoader<R> {
reader: R,
columns: Option<Vec<String>>,
}
impl<R: Read> TsvLoader<R> {
pub fn new(reader: R) -> Self {
Self {
reader,
columns: None,
}
}
pub fn with_columns(mut self, columns: Vec<String>) -> Self {
self.columns = Some(columns);
self
}
}
impl TsvLoader<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 TsvLoader<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 TsvLoader<R> {
async fn load(
mut self,
) -> Result<
Pin<Box<dyn Stream<Item = Result<Document, LoaderError>> + Send + 'static>>,
LoaderError,
> {
let mut reader = csv::ReaderBuilder::new()
.delimiter(b'\t')
.from_reader(self.reader);
let headers = reader.headers()?.clone();
let columns = self.columns.clone();
let mut row_number: i64 = 0;
let stream = stream! {
for result in reader.records() {
let record = result?;
let mut content = String::new();
for (i, field) in record.iter().enumerate() {
let header = &headers[i];
if let Some(ref cols) = columns {
if !cols.contains(&header.to_string()) {
continue;
}
}
let line = format!("{}: {}", header, field);
content.push_str(&line);
content.push('\n');
}
row_number += 1;
let mut document = Document::new(content);
let mut metadata = HashMap::new();
metadata.insert("row".to_string(), Value::from(row_number));
metadata.insert("source_type".to_string(), Value::from("tsv"));
document.metadata = metadata;
yield Ok(document);
}
};
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_tsv_loader() {
let input = "name\tage\tcity\nJohn\t30\tNew York\nJane\t25\tLondon";
let loader = TsvLoader::from_string(input);
let documents = loader
.load()
.await
.unwrap()
.map(|x| x.unwrap())
.collect::<Vec<_>>()
.await;
assert_eq!(documents.len(), 2);
assert!(documents[0].page_content.contains("John"));
assert_eq!(documents[0].metadata.get("row").unwrap(), &Value::from(1));
}
}