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langchain/libs/community/langchain_community/document_loaders/azure_ai_data.py

40 lines
1.4 KiB
Python

from typing import Iterator, Optional
from langchain_community.docstore.document import Document
from langchain_community.document_loaders.base import BaseLoader
from langchain_community.document_loaders.unstructured import UnstructuredFileIOLoader
class AzureAIDataLoader(BaseLoader):
"""Load from Azure AI Data."""
def __init__(self, url: str, glob: Optional[str] = None):
"""Initialize with URL to a data asset or storage location
."""
self.url = url
"""URL to the data asset or storage location."""
self.glob_pattern = glob
"""Optional glob pattern to select files. Defaults to None."""
def lazy_load(self) -> Iterator[Document]:
"""A lazy loader for Documents."""
try:
from azureml.fsspec import AzureMachineLearningFileSystem
except ImportError as exc:
raise ImportError(
"Could not import azureml-fspec package."
"Please install it with `pip install azureml-fsspec`."
) from exc
fs = AzureMachineLearningFileSystem(self.url)
if self.glob_pattern:
remote_paths_list = fs.glob(self.glob_pattern)
else:
remote_paths_list = fs.ls()
for remote_path in remote_paths_list:
with fs.open(remote_path) as f:
loader = UnstructuredFileIOLoader(file=f)
yield from loader.load()