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import os | |
import aiohttp | |
import tempfile | |
from langchain_community.document_loaders import ( | |
PyMuPDFLoader, | |
TextLoader, | |
UnstructuredCSVLoader, | |
UnstructuredExcelLoader, | |
UnstructuredMarkdownLoader, | |
UnstructuredPowerPointLoader, | |
UnstructuredWordDocumentLoader | |
) | |
class OnlineDocumentLoader: | |
def __init__(self, urls): | |
self.urls = urls | |
async def load(self) -> list: | |
docs = [] | |
for url in self.urls: | |
pages = await self._download_and_process(url) | |
for page in pages: | |
if page.page_content: | |
docs.append({ | |
"raw_content": page.page_content, | |
"url": page.metadata.get("source") | |
}) | |
if not docs: | |
raise ValueError("🤷 Failed to load any documents!") | |
return docs | |
async def _download_and_process(self, url: str) -> list: | |
try: | |
async with aiohttp.ClientSession() as session: | |
async with session.get(url, timeout=6) as response: | |
if response.status != 200: | |
print(f"Failed to download {url}: HTTP {response.status}") | |
return [] | |
content = await response.read() | |
with tempfile.NamedTemporaryFile(delete=False, suffix=self._get_extension(url)) as tmp_file: | |
tmp_file.write(content) | |
tmp_file_path = tmp_file.name | |
return await self._load_document(tmp_file_path, self._get_extension(url).strip('.')) | |
except aiohttp.ClientError as e: | |
print(f"Failed to process {url}") | |
print(e) | |
return [] | |
except Exception as e: | |
print(f"Unexpected error processing {url}") | |
print(e) | |
return [] | |
async def _load_document(self, file_path: str, file_extension: str) -> list: | |
ret_data = [] | |
try: | |
loader_dict = { | |
"pdf": PyMuPDFLoader(file_path), | |
"txt": TextLoader(file_path), | |
"doc": UnstructuredWordDocumentLoader(file_path), | |
"docx": UnstructuredWordDocumentLoader(file_path), | |
"pptx": UnstructuredPowerPointLoader(file_path), | |
"csv": UnstructuredCSVLoader(file_path, mode="elements"), | |
"xls": UnstructuredExcelLoader(file_path, mode="elements"), | |
"xlsx": UnstructuredExcelLoader(file_path, mode="elements"), | |
"md": UnstructuredMarkdownLoader(file_path) | |
} | |
loader = loader_dict.get(file_extension, None) | |
if loader: | |
ret_data = loader.load() | |
except Exception as e: | |
print(f"Failed to load document : {file_path}") | |
print(e) | |
finally: | |
os.remove(file_path) # 删除临时文件 | |
return ret_data | |
def _get_extension(url: str) -> str: | |
return os.path.splitext(url.split("?")[0])[1] | |