import json import logging from pathlib import Path from typing import Iterator, Union from langchain_core.chat_sessions import ChatSession from langchain_core.messages import HumanMessage from langchain_community.chat_loaders.base import BaseChatLoader logger = logging.getLogger(__file__) class SingleFileFacebookMessengerChatLoader(BaseChatLoader): """Load `Facebook Messenger` chat data from a single file. Args: path (Union[Path, str]): The path to the chat file. Attributes: path (Path): The path to the chat file. """ def __init__(self, path: Union[Path, str]) -> None: super().__init__() self.file_path = path if isinstance(path, Path) else Path(path) def lazy_load(self) -> Iterator[ChatSession]: """Lazy loads the chat data from the file. Yields: ChatSession: A chat session containing the loaded messages. """ with open(self.file_path) as f: data = json.load(f) sorted_data = sorted(data["messages"], key=lambda x: x["timestamp_ms"]) messages = [] for index, m in enumerate(sorted_data): if "content" not in m: logger.info( f"""Skipping Message No. {index+1} as no content is present in the message""" ) continue messages.append( HumanMessage( content=m["content"], additional_kwargs={"sender": m["sender_name"]} ) ) yield ChatSession(messages=messages) class FolderFacebookMessengerChatLoader(BaseChatLoader): """Load `Facebook Messenger` chat data from a folder. Args: path (Union[str, Path]): The path to the directory containing the chat files. Attributes: path (Path): The path to the directory containing the chat files. """ def __init__(self, path: Union[str, Path]) -> None: super().__init__() self.directory_path = Path(path) if isinstance(path, str) else path def lazy_load(self) -> Iterator[ChatSession]: """Lazy loads the chat data from the folder. Yields: ChatSession: A chat session containing the loaded messages. """ inbox_path = self.directory_path / "inbox" for _dir in inbox_path.iterdir(): if _dir.is_dir(): for _file in _dir.iterdir(): if _file.suffix.lower() == ".json": file_loader = SingleFileFacebookMessengerChatLoader(path=_file) for result in file_loader.lazy_load(): yield result