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feat(proxy): add a probe that asks route_request whether a request's model routes
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2 changed files with 194 additions and 0 deletions
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@ -1,5 +1,6 @@
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import asyncio
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import hashlib
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import inspect
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import json
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from collections import OrderedDict
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from collections.abc import Callable, Mapping
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@ -782,6 +783,62 @@ async def route_request(
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)
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class UnroutableModelProbe:
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"""Asks ``route_request``, on a copy of the request, whether its model can be routed. A model the router
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recognizes and an ``a2a/`` agent name count as routable without asking.
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``refusal`` is the routing error a caller skipped a pre-call guardrail for, and the request must end with it.
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"""
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__slots__ = ("_checked", "_llm_router", "_route_type", "_user_api_key_dict", "_user_model", "refusal")
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def __init__(
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self,
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llm_router: LitellmRouter | None,
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user_model: str | None,
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route_type: RouteType,
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user_api_key_dict: UserAPIKeyAuth | None,
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) -> None:
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self._llm_router: Final = llm_router
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self._user_model: Final = user_model
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self._route_type: Final = route_type
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self._user_api_key_dict: Final = user_api_key_dict
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self._checked: tuple[object, ProxyModelNotFoundError | None] | None = None
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self.refusal: ProxyModelNotFoundError | None = None
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async def refuses(self, data: Mapping[str, object]) -> bool:
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model: Final = data.get("model")
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if self._checked is None or self._checked[0] != model:
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self._checked = (model, await self._refusal(data, model))
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refusal: Final = self._checked[1]
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if refusal is not None:
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self.refusal = refusal
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return refusal is not None
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async def _refusal(self, data: Mapping[str, object], model: object) -> ProxyModelNotFoundError | None:
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if _is_a2a_agent_model(model) or (
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isinstance(model, str)
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and self._llm_router is not None
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and self._llm_router.registry().resolve(model, kind="recognized")
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):
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return None
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try:
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call: Final[object] = await route_request( # pyright: ignore[reportUnknownVariableType] # unawaited provider call of any endpoint
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data=dict(data),
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llm_router=self._llm_router,
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user_model=self._user_model,
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route_type=self._route_type,
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user_api_key_dict=self._user_api_key_dict,
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)
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except ProxyModelNotFoundError as refusal:
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return refusal
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except Exception: # noqa: BLE001 # any other routing failure is left for the real dispatch to raise
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return None
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if inspect.iscoroutine(call): # pyright: ignore[reportUnknownArgumentType] # unawaited provider call of any endpoint
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call.close()
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return None
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async def _route_request_single_attempt( # noqa: ANN202 # returns unawaited provider coroutines; the inferred union keeps route_request's callers typed
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data: dict, # mutable-ok: request body is the proxy-wide mutable dict contract shared with route_request
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llm_router: LitellmRouter | None,
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@ -1,6 +1,7 @@
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import asyncio
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import contextlib
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import gc
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import inspect
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import threading
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import weakref
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import httpx
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@ -30,6 +31,7 @@ from litellm.proxy._types import UserAPIKeyAuth
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from litellm.proxy.route_llm_request import (
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JSON_OBJECT_ADAPTER,
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ProxyModelNotFoundError,
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UnroutableModelProbe,
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UserConfigRouters,
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endpoint_unsupported_by_model,
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route_request,
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@ -3061,3 +3063,138 @@ def test_fallback_probe_skips_only_a_loaded_model_that_refuses_the_route() -> No
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assert skipped("embed-only") is True
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assert skipped("chat-fallback") is False
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assert skipped("added-on-another-worker") is False
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@pytest.mark.asyncio
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async def test_route_request_without_a_model_sends_to_the_team_deployment_by_its_public_name():
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import litellm
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router = litellm.Router(
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model_list=[
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{
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"model_name": "internal-team-gpt",
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"litellm_params": {"model": "openai/gpt-4o", "api_key": "fake", "mock_response": "from-team"},
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"model_info": {"id": "team-gpt-1", "team_id": "team-a", "team_public_model_name": "team-gpt"},
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}
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]
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)
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data = {
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"model": None,
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"messages": [{"role": "user", "content": "hi"}],
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"metadata": {"user_api_key_team_id": "team-a"},
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}
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llm_call = await route_request(data=data, llm_router=router, user_model=None, route_type="acompletion")
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response = await llm_call
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assert response.choices[0].message.content == "from-team"
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assert data["model"] == "team-gpt"
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@pytest.mark.asyncio
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async def test_route_request_read_through_sends_through_the_router_it_built(monkeypatch):
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"""With no router loaded yet, a model the read-through finds is sent through the router the read-through built."""
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import litellm
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from litellm.proxy import proxy_server
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model_name = "e2e-first-db-model"
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built_router = litellm.Router(
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model_list=[
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{
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"model_name": model_name,
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"litellm_params": {
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"model": "openai/gpt-4o",
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"api_key": "fake",
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"mock_response": "hello-from-new-router",
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},
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}
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]
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)
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fake_prisma, _ = _fake_prisma_client_with_models([_db_model_row(model_name, "unused")])
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monkeypatch.setattr(proxy_server, "prisma_client", fake_prisma)
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monkeypatch.setattr(proxy_server, "store_model_in_db", True)
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monkeypatch.setattr(proxy_server, "llm_router", None)
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async def build_router_from_db(prisma_client, proxy_logging_obj):
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monkeypatch.setattr(proxy_server, "llm_router", built_router)
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monkeypatch.setattr(proxy_server.proxy_config, "add_deployment", build_router_from_db)
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llm_call = await route_request(
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data={"model": model_name, "messages": [{"role": "user", "content": "hi"}]},
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llm_router=None,
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user_model=None,
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route_type="acompletion",
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)
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response = await llm_call
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assert response.choices[0].message.content == "hello-from-new-router"
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def _probe(llm_router: litellm.Router | None = None) -> UnroutableModelProbe:
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return UnroutableModelProbe(
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llm_router=llm_router, user_model=None, route_type="acompletion", user_api_key_dict=None
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)
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@pytest.mark.asyncio
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@pytest.mark.parametrize(
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("routing_error", "refused"),
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[
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pytest.param(ProxyModelNotFoundError(route="/chat/completions", model_name="typo"), True, id="model-not-found"),
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pytest.param(HTTPException(status_code=403, detail="model blocked for this key"), False, id="blocked-model"),
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pytest.param(ValueError("malformed body"), False, id="other-error"),
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],
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)
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async def test_unroutable_model_probe_refuses_only_a_model_not_found(monkeypatch, routing_error, refused):
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async def failing_route_request(**kwargs):
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raise routing_error
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monkeypatch.setattr("litellm.proxy.route_llm_request.route_request", failing_route_request)
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probe: Final = _probe()
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assert await probe.refuses({"model": "typo"}) is refused
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assert probe.refusal is (routing_error if refused else None)
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@pytest.mark.asyncio
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async def test_unroutable_model_probe_closes_the_call_and_routes_each_model_once(monkeypatch):
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routed: Final[list[str]] = []
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calls: Final[list[Coroutine[object, object, None]]] = []
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async def provider_call() -> None:
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return None
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async def routing_route_request(*, data, **kwargs):
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routed.append(data["model"])
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data["model"] = "rewritten-by-routing"
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calls.append(provider_call())
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return calls[-1]
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monkeypatch.setattr("litellm.proxy.route_llm_request.route_request", routing_route_request)
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probe: Final = _probe()
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request: Final = {"model": "virtual-model"}
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assert [await probe.refuses(request), await probe.refuses(request)] == [False, False]
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assert routed == ["virtual-model"]
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assert request == {"model": "virtual-model"}
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assert inspect.getcoroutinestate(calls[0]) == inspect.CORO_CLOSED
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@pytest.mark.asyncio
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@pytest.mark.parametrize("model", ["gpt-4o", "a2a/support-agent"])
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async def test_unroutable_model_probe_does_not_route_a_loaded_model_or_an_agent(
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monkeypatch: pytest.MonkeyPatch, model: str
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):
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routed: Final[list[object]] = []
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async def recording_route_request(*, data, **kwargs):
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routed.append(data["model"])
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monkeypatch.setattr("litellm.proxy.route_llm_request.route_request", recording_route_request)
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router: Final = litellm.Router(
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model_list=[{"model_name": "gpt-4o", "litellm_params": {"model": "openai/gpt-4o", "api_key": "fake"}}]
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)
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assert await _probe(router).refuses({"model": model}) is False
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assert routed == []
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