2023-12-11 21:53:30 +00:00
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import json
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import logging
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from pathlib import Path
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from typing import Iterator, Union
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from langchain_core.chat_sessions import ChatSession
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from langchain_core.messages import HumanMessage
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from langchain_community.chat_loaders.base import BaseChatLoader
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logger = logging.getLogger(__file__)
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class SingleFileFacebookMessengerChatLoader(BaseChatLoader):
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"""Load `Facebook Messenger` chat data from a single file.
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Args:
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path (Union[Path, str]): The path to the chat file.
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Attributes:
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path (Path): The path to the chat file.
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"""
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def __init__(self, path: Union[Path, str]) -> None:
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super().__init__()
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self.file_path = path if isinstance(path, Path) else Path(path)
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def lazy_load(self) -> Iterator[ChatSession]:
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"""Lazy loads the chat data from the file.
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Yields:
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ChatSession: A chat session containing the loaded messages.
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"""
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with open(self.file_path) as f:
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data = json.load(f)
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sorted_data = sorted(data["messages"], key=lambda x: x["timestamp_ms"])
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messages = []
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2024-01-02 02:52:23 +00:00
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for index, m in enumerate(sorted_data):
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if "content" not in m:
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logger.info(
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f"""Skipping Message No.
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{index+1} as no content is present in the message"""
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)
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continue
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2023-12-11 21:53:30 +00:00
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messages.append(
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HumanMessage(
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content=m["content"], additional_kwargs={"sender": m["sender_name"]}
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)
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)
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yield ChatSession(messages=messages)
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class FolderFacebookMessengerChatLoader(BaseChatLoader):
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"""Load `Facebook Messenger` chat data from a folder.
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Args:
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path (Union[str, Path]): The path to the directory
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containing the chat files.
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Attributes:
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path (Path): The path to the directory containing the chat files.
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"""
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def __init__(self, path: Union[str, Path]) -> None:
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super().__init__()
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self.directory_path = Path(path) if isinstance(path, str) else path
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def lazy_load(self) -> Iterator[ChatSession]:
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"""Lazy loads the chat data from the folder.
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Yields:
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ChatSession: A chat session containing the loaded messages.
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"""
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inbox_path = self.directory_path / "inbox"
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for _dir in inbox_path.iterdir():
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if _dir.is_dir():
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for _file in _dir.iterdir():
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if _file.suffix.lower() == ".json":
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file_loader = SingleFileFacebookMessengerChatLoader(path=_file)
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for result in file_loader.lazy_load():
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yield result
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