import os from typing import Any, List from langchain_core.documents import Document from langchain_community.document_loaders.base import BaseLoader from langchain_community.document_loaders.unstructured import ( UnstructuredFileLoader, satisfies_min_unstructured_version, ) class UnstructuredEmailLoader(UnstructuredFileLoader): """Load email files using `Unstructured`. Works with both .eml and .msg files. You can process attachments in addition to the e-mail message itself by passing process_attachments=True into the constructor for the loader. By default, attachments will be processed with the unstructured partition function. If you already know the document types of the attachments, you can specify another partitioning function with the attachment partitioner kwarg. Example ------- from langchain_community.document_loaders import UnstructuredEmailLoader loader = UnstructuredEmailLoader("example_data/fake-email.eml", mode="elements") loader.load() Example ------- from langchain_community.document_loaders import UnstructuredEmailLoader loader = UnstructuredEmailLoader( "example_data/fake-email-attachment.eml", mode="elements", process_attachments=True, ) loader.load() """ def __init__( self, file_path: str, mode: str = "single", **unstructured_kwargs: Any ): process_attachments = unstructured_kwargs.get("process_attachments") attachment_partitioner = unstructured_kwargs.get("attachment_partitioner") if process_attachments and attachment_partitioner is None: from unstructured.partition.auto import partition unstructured_kwargs["attachment_partitioner"] = partition super().__init__(file_path=file_path, mode=mode, **unstructured_kwargs) def _get_elements(self) -> List: from unstructured.file_utils.filetype import FileType, detect_filetype filetype = detect_filetype(self.file_path) if filetype == FileType.EML: from unstructured.partition.email import partition_email return partition_email(filename=self.file_path, **self.unstructured_kwargs) elif satisfies_min_unstructured_version("0.5.8") and filetype == FileType.MSG: from unstructured.partition.msg import partition_msg return partition_msg(filename=self.file_path, **self.unstructured_kwargs) else: raise ValueError( f"Filetype {filetype} is not supported in UnstructuredEmailLoader." ) class OutlookMessageLoader(BaseLoader): """ Loads Outlook Message files using extract_msg. https://github.com/TeamMsgExtractor/msg-extractor """ def __init__(self, file_path: str): """Initialize with a file path. Args: file_path: The path to the Outlook Message file. """ self.file_path = file_path if not os.path.isfile(self.file_path): raise ValueError("File path %s is not a valid file" % self.file_path) try: import extract_msg # noqa:F401 except ImportError: raise ImportError( "extract_msg is not installed. Please install it with " "`pip install extract_msg`" ) def load(self) -> List[Document]: """Load data into document objects.""" import extract_msg msg = extract_msg.Message(self.file_path) return [ Document( page_content=msg.body, metadata={ "source": self.file_path, "subject": msg.subject, "sender": msg.sender, "date": msg.date, }, ) ]