forked from phoenix/litellm-mirror
test - lowest latency logger
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@ -477,3 +477,81 @@ async def test_router_completion_streaming():
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# asyncio.run(test_router_completion_streaming())
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@pytest.mark.asyncio
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async def test_lowest_latency_routing_with_timeouts():
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"""
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PROD Test:
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- Endpoint 1: triggers timeout errors (it takes 10+ seconds to respond)
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- Endpoint 2: Responds in under 1s
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- Run 5 requests to collect data on latency
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- Run Wait till cache is filled with data
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- Run 10 more requests
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- All requests should have been routed to endpoint 2
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"""
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import litellm
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litellm.set_verbose = True
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router = Router(
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model_list=[
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{
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"model_name": "azure-model",
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"litellm_params": {
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"model": "openai/slow-endpoint",
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"api_base": "https://exampleopenaiendpoint-production-c715.up.railway.app/", # If you are Krrish, this is OpenAI Endpoint3 on our Railway endpoint :)
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"api_key": "fake-key",
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},
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"model_info": {"id": "slow-endpoint"},
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},
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{
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"model_name": "azure-model",
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"litellm_params": {
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"model": "openai/fast-endpoint",
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"api_base": "https://exampleopenaiendpoint-production.up.railway.app/",
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"api_key": "fake-key",
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},
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"model_info": {"id": "fast-endpoint"},
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},
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],
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routing_strategy="latency-based-routing",
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set_verbose=True,
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debug_level="DEBUG",
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timeout=1,
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) # type: ignore
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# make 4 requests
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for _ in range(4):
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try:
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response = await router.acompletion(
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model="azure-model", messages=[{"role": "user", "content": "hello"}]
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)
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print(response)
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except Exception as e:
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print("got exception", e)
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await asyncio.sleep(1)
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print("done sending initial requests to collect latency")
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"""
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Note: for debugging
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- By this point: slow-endpoint should have timed out 3-4 times and should be heavily penalized :)
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- The next 10 requests should all be routed to the fast-endpoint
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"""
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deployments = {}
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# make 10 requests
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for _ in range(10):
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response = await router.acompletion(
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model="azure-model", messages=[{"role": "user", "content": "hello"}]
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)
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print(response)
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_picked_model_id = response._hidden_params["model_id"]
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if _picked_model_id not in deployments:
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deployments[_picked_model_id] = 1
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else:
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deployments[_picked_model_id] += 1
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print("deployments", deployments)
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# ALL the Requests should have been routed to the fast-endpoint
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assert deployments["fast-endpoint"] == 10
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