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MoviePilot/app/agent/middleware/policy.py

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"""LangChain 工具调用的 MoviePilot 宿主策略中间件。"""
from collections.abc import Awaitable, Callable
from typing import Any
from langchain.agents.middleware import AgentMiddleware, ToolCallRequest
from app.agent.policy import (
DEFAULT_TOOL_POLICY_ORCHESTRATOR,
AgentToolPolicyOrchestrator,
ToolPolicyContext,
call_policy_hook,
)
from app.agent.tools.catalog import ToolCatalogSnapshot
class AgentPolicyMiddleware(AgentMiddleware):
"""观测进入本地 ToolNode 的 client-side 工具调用和结果。
模型供应商原生 server tools 在供应商侧执行,不经过本地 middleware
因而不具备这里生成的 start/finish/fail 回执。
"""
def __init__(
self,
*,
context: ToolPolicyContext,
orchestrator: AgentToolPolicyOrchestrator = DEFAULT_TOOL_POLICY_ORCHESTRATOR,
catalog: ToolCatalogSnapshot | None = None,
) -> None:
"""绑定宿主可信上下文和共享策略编排器。"""
self.context = context
self.orchestrator = orchestrator
self.catalog = catalog
async def awrap_tool_call(
self,
request: ToolCallRequest,
handler: Callable[[ToolCallRequest], Awaitable[Any]],
) -> Any:
"""在 handler 外层生成 shadow 决策和 secret-safe 回执摘要。"""
tool_call = request.tool_call or {}
arguments = tool_call.get("args") or {}
if not isinstance(arguments, dict):
arguments = {}
observation = call_policy_hook(
"start",
self.orchestrator.start,
context=self.context,
tool=request.tool,
arguments=arguments,
invocation_id=tool_call.get("id"),
)
try:
result = await handler(request)
except Exception as error:
if observation is not None:
call_policy_hook(
"fail",
self.orchestrator.fail,
observation,
error,
)
raise
if observation is not None:
call_policy_hook(
"finish",
self.orchestrator.finish,
observation,
result,
)
return result
__all__ = ["AgentPolicyMiddleware"]