MoviePilot/app/agent/middleware/patch_tool_calls.py

from typing import Any

from langchain.agents.middleware import AgentMiddleware, AgentState
from langchain_core.messages import AIMessage, ToolMessage
from langgraph.runtime import Runtime
from langgraph.types import Overwrite


class PatchToolCallsMiddleware(AgentMiddleware):
    """修复消息历史中悬空工具调用的中间件。"""

    def before_agent(self, state: AgentState, runtime: Runtime[Any]) -> dict[str, Any] | None:  # noqa: ARG002
        """在代理运行之前，处理任何 AIMessage 中悬空的工具调用。"""
        messages = state["messages"]
        if not messages or len(messages) == 0:
            return None

        patched_messages = []
        # 遍历消息并添加任何悬空的工具调用
        for i, msg in enumerate(messages):
            patched_messages.append(msg)
            if isinstance(msg, AIMessage) and msg.tool_calls:
                for tool_call in msg.tool_calls:
                    corresponding_tool_msg = next(
                        (msg for msg in messages[i:] if msg.type == "tool" and msg.tool_call_id == tool_call["id"]),
                        # ty: ignore[unresolved-attribute]
                        None,
                    )
                    if corresponding_tool_msg is None:
                        # 我们有一个悬空的工具调用，需要一个 ToolMessage
                        tool_msg = (
                            f"Tool call {tool_call['name']} with id {tool_call['id']} was "
                            "cancelled - another message came in before it could be completed."
                        )
                        patched_messages.append(
                            ToolMessage(
                                content=tool_msg,
                                name=tool_call["name"],
                                tool_call_id=tool_call["id"],
                            )
                        )

        return {"messages": Overwrite(patched_messages)}