mirror of
https://github.com/hwchase17/langchain
synced 2024-11-10 01:10:59 +00:00
25fbe356b4
This PR upgrades community to a recent version of mypy. It inserts type: ignore on all existing failures.
96 lines
3.2 KiB
Python
96 lines
3.2 KiB
Python
"""Utilities for chat loaders."""
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from copy import deepcopy
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from typing import Iterable, Iterator, List
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from langchain_core.chat_sessions import ChatSession
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from langchain_core.messages import AIMessage, BaseMessage
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def merge_chat_runs_in_session(
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chat_session: ChatSession, delimiter: str = "\n\n"
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) -> ChatSession:
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"""Merge chat runs together in a chat session.
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A chat run is a sequence of messages from the same sender.
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Args:
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chat_session: A chat session.
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Returns:
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A chat session with merged chat runs.
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"""
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messages: List[BaseMessage] = []
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for message in chat_session["messages"]:
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if not isinstance(message.content, str):
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raise ValueError(
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"Chat Loaders only support messages with content type string, "
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f"got {message.content}"
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)
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if not messages:
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messages.append(deepcopy(message))
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elif (
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isinstance(message, type(messages[-1]))
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and messages[-1].additional_kwargs.get("sender") is not None
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and messages[-1].additional_kwargs["sender"]
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== message.additional_kwargs.get("sender")
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):
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if not isinstance(messages[-1].content, str):
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raise ValueError(
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"Chat Loaders only support messages with content type string, "
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f"got {messages[-1].content}"
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)
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messages[-1].content = (
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messages[-1].content + delimiter + message.content
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).strip()
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messages[-1].additional_kwargs.get("events", []).extend(
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message.additional_kwargs.get("events") or []
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)
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else:
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messages.append(deepcopy(message))
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return ChatSession(messages=messages)
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def merge_chat_runs(chat_sessions: Iterable[ChatSession]) -> Iterator[ChatSession]:
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"""Merge chat runs together.
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A chat run is a sequence of messages from the same sender.
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Args:
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chat_sessions: A list of chat sessions.
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Returns:
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A list of chat sessions with merged chat runs.
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"""
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for chat_session in chat_sessions:
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yield merge_chat_runs_in_session(chat_session)
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def map_ai_messages_in_session(chat_sessions: ChatSession, sender: str) -> ChatSession:
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"""Convert messages from the specified 'sender' to AI messages.
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This is useful for fine-tuning the AI to adapt to your voice.
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"""
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messages = []
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num_converted = 0
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for message in chat_sessions["messages"]:
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if message.additional_kwargs.get("sender") == sender:
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message = AIMessage(
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content=message.content,
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additional_kwargs=message.additional_kwargs.copy(),
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example=getattr(message, "example", None), # type: ignore[arg-type]
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)
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num_converted += 1
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messages.append(message)
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return ChatSession(messages=messages)
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def map_ai_messages(
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chat_sessions: Iterable[ChatSession], sender: str
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) -> Iterator[ChatSession]:
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"""Convert messages from the specified 'sender' to AI messages.
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This is useful for fine-tuning the AI to adapt to your voice.
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"""
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for chat_session in chat_sessions:
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yield map_ai_messages_in_session(chat_session, sender)
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