test - lowest latency logger

This commit is contained in:
Ishaan Jaff 2024-04-24 16:35:43 -07:00
parent bf6abed808
commit 2e6fc91a75

View file

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