Fixed the issue where a single URL error disrupts the data loading process in Web Search mode

To address the unresolved issue in the LangChain library where a single URL error disrupts the data loading process, the lazy_load method in the WebBaseLoader class has been modified. The enhanced method now handles exceptions appropriately, logging errors and continuing with the remaining URLs.
This commit is contained in:
Que Nguyen 2024-06-11 22:06:14 +07:00 committed by GitHub
parent bf1936de34
commit 3bec60b80c
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1 changed files with 25 additions and 2 deletions

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@ -12,9 +12,10 @@ import os, shutil, logging, re
from datetime import datetime
from pathlib import Path
from typing import List, Union, Sequence
from typing import List, Union, Sequence, Iterator, Any
from chromadb.utils.batch_utils import create_batches
from langchain_core.documents import Document
from langchain_community.document_loaders import (
WebBaseLoader,
@ -701,7 +702,7 @@ def get_web_loader(url: Union[str, Sequence[str]], verify_ssl: bool = True):
# Check if the URL is valid
if not validate_url(url):
raise ValueError(ERROR_MESSAGES.INVALID_URL)
return WebBaseLoader(
return SafeWebBaseLoader(
url,
verify_ssl=verify_ssl,
requests_per_second=RAG_WEB_SEARCH_CONCURRENT_REQUESTS,
@ -1237,6 +1238,28 @@ def reset(user=Depends(get_admin_user)) -> bool:
return True
class SafeWebBaseLoader(WebBaseLoader):
"""WebBaseLoader with enhanced error handling for URLs."""
def lazy_load(self) -> Iterator[Document]:
"""Lazy load text from the url(s) in web_path with error handling."""
for path in self.web_paths:
try:
soup = self._scrape(path, bs_kwargs=self.bs_kwargs)
text = soup.get_text(**self.bs_get_text_kwargs)
# Build metadata
metadata = {"source": path}
if title := soup.find("title"):
metadata["title"] = title.get_text()
if description := soup.find("meta", attrs={"name": "description"}):
metadata["description"] = description.get("content", "No description found.")
if html := soup.find("html"):
metadata["language"] = html.get("lang", "No language found.")
yield Document(page_content=text, metadata=metadata)
except Exception as e:
# Log the error and continue with the next URL
log.error(f"Error loading {path}: {e}")
if ENV == "dev":