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langchain/libs/community/langchain_community/chat_loaders/facebook_messenger.py

85 lines
2.6 KiB
Python

import json
import logging
from pathlib import Path
from typing import Iterator, Union
from langchain_core.chat_loaders import BaseChatLoader
from langchain_core.chat_sessions import ChatSession
from langchain_core.messages import HumanMessage
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