fix agent tool call history ordering

This commit is contained in:
jxxghp
2026-05-26 16:42:52 +08:00
parent ccbcce0573
commit 31554bdcb5
2 changed files with 148 additions and 29 deletions
+59 -29
View File
@@ -1,7 +1,7 @@
from typing import Any
from typing import Any, Optional
from langchain.agents.middleware import AgentMiddleware, AgentState
from langchain_core.messages import AIMessage, ToolMessage
from langchain_core.messages import AIMessage, BaseMessage, ToolMessage
from langgraph.runtime import Runtime
from langgraph.types import Overwrite
@@ -9,35 +9,65 @@ 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"]
@staticmethod
def _build_cancelled_tool_message(tool_call: dict[str, Any]) -> ToolMessage:
"""构造取消状态的工具响应消息。"""
tool_name = tool_call.get("name") or "unknown_tool"
tool_call_id = tool_call.get("id") or ""
tool_msg = (
f"Tool call {tool_name} with id {tool_call_id} was "
"cancelled - another message came in before it could be completed."
)
return ToolMessage(
content=tool_msg,
name=tool_name,
tool_call_id=tool_call_id,
)
@classmethod
def _normalize_messages(cls, messages: list[BaseMessage]) -> list[BaseMessage]:
"""规范化工具调用消息顺序,满足 OpenAI tool_calls 协议要求。"""
if not messages or len(messages) == 0:
return messages
tool_messages = {
msg.tool_call_id: msg
for msg in messages
if isinstance(msg, ToolMessage) and msg.tool_call_id
}
patched_messages = []
for msg in messages:
if isinstance(msg, ToolMessage):
continue
patched_messages.append(msg)
if not isinstance(msg, AIMessage) or not msg.tool_calls:
continue
for tool_call in msg.tool_calls:
tool_call_id = tool_call.get("id")
corresponding_tool_msg = tool_messages.get(tool_call_id)
if corresponding_tool_msg:
patched_messages.append(corresponding_tool_msg)
else:
patched_messages.append(cls._build_cancelled_tool_message(tool_call))
return patched_messages
def before_agent(self, state: AgentState, runtime: Runtime[Any]) -> Optional[dict[str, Any]]: # noqa: ARG002
"""在代理运行之前,处理任何 AIMessage 中悬空或乱序的工具调用。"""
messages = state["messages"]
patched_messages = self._normalize_messages(messages)
if patched_messages == messages:
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)}
async def abefore_agent(self, state: AgentState, runtime: Runtime[Any]) -> Optional[dict[str, Any]]: # noqa: ARG002
"""在代理异步运行之前,处理任何 AIMessage 中悬空或乱序的工具调用。"""
messages = state["messages"]
patched_messages = self._normalize_messages(messages)
if patched_messages == messages:
return None
return {"messages": Overwrite(patched_messages)}