use super::*; use anyhow::{bail, Context, Result}; use async_recursion::async_recursion; use serde_json::Value; use std::{collections::HashMap, path::Path}; pub const EXTENSION_METADATA: &str = "__extension__"; pub async fn load( loaders: &HashMap, path: &str, extension: &str, ) -> Result> { if extension == RECURSIVE_URL_LOADER { let loader_command = loaders .get(extension) .with_context(|| format!("RAG document loader '{extension}' not configured"))?; let contents = run_loader_command(path, extension, loader_command)?; let output = match parse_json_documents(&contents) { Some(v) => v, None => vec![RagDocument::new(contents)], }; Ok(output) } else if extension == URL_LOADER { let (contents, extension) = fetch(loaders, path).await?; let mut metadata: RagMetadata = Default::default(); metadata.insert("path".into(), path.into()); metadata.insert(EXTENSION_METADATA.into(), extension); Ok(vec![RagDocument::new(contents).with_metadata(metadata)]) } else { match loaders.get(extension) { Some(loader_command) => load_with_command(path, extension, loader_command), None => load_plain(path, extension).await, } } } async fn load_plain(path: &str, extension: &str) -> Result> { let contents = tokio::fs::read_to_string(path).await?; if extension == "json" { if let Some(documents) = parse_json_documents(&contents) { return Ok(documents); } } let mut document = RagDocument::new(contents); document.metadata.insert("path".into(), path.to_string()); Ok(vec![document]) } fn load_with_command( path: &str, extension: &str, loader_command: &str, ) -> Result> { let contents = run_loader_command(path, extension, loader_command)?; let mut document = RagDocument::new(contents); document.metadata.insert("path".into(), path.to_string()); document .metadata .insert(EXTENSION_METADATA.into(), DEFAULT_EXTENSION.to_string()); Ok(vec![document]) } fn parse_json_documents(data: &str) -> Option> { let value: Value = serde_json::from_str(data).ok()?; let items = match value { Value::Array(v) => v, _ => return None, }; if items.is_empty() { return None; } match &items[0] { Value::String(_) => { let documents: Vec<_> = items .into_iter() .flat_map(|item| { if let Value::String(content) = item { Some(RagDocument::new(content)) } else { None } }) .collect(); Some(documents) } Value::Object(obj) => { let key = [ "page_content", "pageContent", "content", "html", "markdown", "text", ] .into_iter() .map(|v| v.to_string()) .find(|key| obj.get(key).and_then(|v| v.as_str()).is_some())?; let documents: Vec<_> = items .into_iter() .flat_map(|item| { if let Value::Object(mut obj) = item { if let Some(page_content) = obj.get(&key).and_then(|v| v.as_str()) { let page_content = page_content.to_string(); obj.remove(&key); let mut metadata: IndexMap<_, _> = obj .into_iter() .map(|(k, v)| { if let Value::String(v) = v { (k, v) } else { (k, v.to_string()) } }) .collect(); if key == "markdown" { metadata.insert(EXTENSION_METADATA.into(), "md".into()); } else if key == "html" { metadata.insert(EXTENSION_METADATA.into(), "html".into()); } return Some(RagDocument { page_content, metadata, }); } } None }) .collect(); if documents.is_empty() { None } else { Some(documents) } } _ => None, } } pub fn parse_glob(path_str: &str) -> Result<(String, Vec)> { if let Some(start) = path_str.find("/**/*.").or_else(|| path_str.find(r"\**\*.")) { let base_path = path_str[..start].to_string(); if let Some(curly_brace_end) = path_str[start..].find('}') { let end = start + curly_brace_end; let extensions_str = &path_str[start + 6..end + 1]; let extensions = if extensions_str.starts_with('{') && extensions_str.ends_with('}') { extensions_str[1..extensions_str.len() - 1] .split(',') .map(|s| s.to_string()) .collect::>() } else { bail!("Invalid path '{path_str}'"); }; Ok((base_path, extensions)) } else { let extensions_str = &path_str[start + 6..]; let extensions = vec![extensions_str.to_string()]; Ok((base_path, extensions)) } } else { Ok((path_str.to_string(), vec![])) } } #[async_recursion] pub async fn list_files( files: &mut Vec, entry_path: &Path, suffixes: Option<&Vec>, ) -> Result<()> { if !entry_path.exists() { bail!("Not found: {:?}", entry_path); } if entry_path.is_file() { add_file(files, suffixes, entry_path); return Ok(()); } if !entry_path.is_dir() { bail!("Not a directory: {:?}", entry_path); } let mut reader = tokio::fs::read_dir(entry_path).await?; while let Some(entry) = reader.next_entry().await? { let path = entry.path(); if path.is_file() { add_file(files, suffixes, &path); } else if path.is_dir() { list_files(files, &path, suffixes).await?; } } Ok(()) } fn add_file(files: &mut Vec, suffixes: Option<&Vec>, path: &Path) { if is_valid_extension(suffixes, path) { files.push(path.display().to_string()); } } fn is_valid_extension(suffixes: Option<&Vec>, path: &Path) -> bool { if let Some(suffixes) = suffixes { if !suffixes.is_empty() { if let Some(extension) = path.extension().map(|v| v.to_string_lossy().to_string()) { return suffixes.contains(&extension); } return false; } } true } #[cfg(test)] mod tests { use super::*; #[test] fn test_parse_glob() { assert_eq!(parse_glob("dir").unwrap(), ("dir".into(), vec![])); assert_eq!( parse_glob("dir/file.md").unwrap(), ("dir/file.md".into(), vec![]) ); assert_eq!( parse_glob("dir/**/*.md").unwrap(), ("dir".into(), vec!["md".into()]) ); assert_eq!( parse_glob("dir/**/*.{md,txt}").unwrap(), ("dir".into(), vec!["md".into(), "txt".into()]) ); assert_eq!( parse_glob("C:\\dir\\**\\*.{md,txt}").unwrap(), ("C:\\dir".into(), vec!["md".into(), "txt".into()]) ); } #[test] fn test_parse_json_documents() { let data = r#"["foo", "bar"]"#; assert_eq!( parse_json_documents(data).unwrap(), vec![RagDocument::new("foo"), RagDocument::new("bar")] ); let data = r#"[{"content": "foo"}, {"content": "bar"}]"#; assert_eq!( parse_json_documents(data).unwrap(), vec![RagDocument::new("foo"), RagDocument::new("bar")] ); let mut metadata = IndexMap::new(); metadata.insert("k1".into(), "1".into()); let data = r#"[{"k1": 1, "text": "foo" }]"#; assert_eq!( parse_json_documents(data).unwrap(), vec![RagDocument::new("foo").with_metadata(metadata.clone())] ); let data = r#""hello""#; assert!(parse_json_documents(data).is_none()); let data = r#"{"key":"value"}"#; assert!(parse_json_documents(data).is_none()); let data = r#"[{"key":"value"}]"#; assert!(parse_json_documents(data).is_none()); } }