test - lowest cost routing

This commit is contained in:
Ishaan Jaff 2024-05-07 12:19:44 -07:00
parent 1ba4440096
commit e5e477d7f5

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#### What this tests ####
# This tests the router's ability to pick deployment with lowest latency
import sys, os, asyncio, time, random
from datetime import datetime
import traceback
from dotenv import load_dotenv
load_dotenv()
import os, copy
sys.path.insert(
0, os.path.abspath("../..")
) # Adds the parent directory to the system path
import pytest
from litellm import Router
from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
from litellm.caching import DualCache
### UNIT TESTS FOR LATENCY ROUTING ###
def test_get_available_deployments():
test_cache = DualCache()
model_list = [
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {"model": "gpt-4"},
"model_info": {"id": "openai-gpt-4"},
},
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {"model": "groq/llama3-8b-8192"},
"model_info": {"id": "groq-llama"},
},
]
lowest_cost_logger = LowestCostLoggingHandler(
router_cache=test_cache, model_list=model_list
)
model_group = "gpt-3.5-turbo"
## CHECK WHAT'S SELECTED ##
selected_model = lowest_cost_logger.get_available_deployments(
model_group=model_group, healthy_deployments=model_list
)
print("selected model: ", selected_model)
assert selected_model["model_info"]["id"] == "groq-llama"
async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration):
kwargs = {
"litellm_params": {
"metadata": {
"model_group": "gpt-3.5-turbo",
"deployment": "azure/chatgpt-v-2",
},
"model_info": {"id": deployment_id},
}
}
start_time = time.time()
response_obj = {"usage": {"total_tokens": tokens_used}}
time.sleep(duration)
end_time = time.time()
lowest_latency_logger.log_success_event(
response_obj=response_obj,
kwargs=kwargs,
start_time=start_time,
end_time=end_time,
)