test - lowest cost router

This commit is contained in:
Ishaan Jaff 2024-05-07 13:04:12 -07:00
parent 690d7b10a6
commit 71a92b4fef
2 changed files with 85 additions and 24 deletions

View file

@ -10,6 +10,7 @@ dotenv.load_dotenv() # Loading env variables using dotenv
import traceback
from litellm.caching import DualCache
from litellm.integrations.custom_logger import CustomLogger
from litellm._logging import verbose_router_logger
from litellm import ModelResponse
from litellm import token_counter
import litellm
@ -289,6 +290,10 @@ class LowestCostLoggingHandler(CustomLogger):
item_rpm = item_map.get(precise_minute, {}).get("rpm", 0)
item_tpm = item_map.get(precise_minute, {}).get("tpm", 0)
verbose_router_logger.debug(
f"item_cost: {item_cost}, item_tpm: {item_tpm}, item_rpm: {item_rpm}, model_id: {_deployment.get('model_info', {}).get('id')}"
)
# -------------- #
# Debugging Logic
# -------------- #

View file

@ -1,5 +1,5 @@
#### What this tests ####
# This tests the router's ability to pick deployment with lowest latency
# This tests the router's ability to pick deployment with lowest cost
import sys, os, asyncio, time, random
from datetime import datetime
@ -17,7 +17,7 @@ from litellm import Router
from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
from litellm.caching import DualCache
### UNIT TESTS FOR LATENCY ROUTING ###
### UNIT TESTS FOR cost ROUTING ###
def test_get_available_deployments():
@ -48,30 +48,11 @@ def test_get_available_deployments():
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,
)
@pytest.mark.asyncio
async def test_lowest_cost_routing():
"""
Test if router returns model with the lowest cost
"""
model_list = [
{
"model_name": "gpt-3.5-turbo",
@ -96,3 +77,78 @@ async def test_lowest_cost_routing():
response._hidden_params["model_id"]
) # expect groq-llama, since groq/llama has lowest cost
assert "groq-llama" == response._hidden_params["model_id"]
async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration):
kwargs = {
"litellm_params": {
"metadata": {
"model_group": "gpt-3.5-turbo",
"deployment": "gpt-4",
},
"model_info": {"id": deployment_id},
}
}
start_time = time.time()
response_obj = {"usage": {"total_tokens": tokens_used}}
time.sleep(duration)
end_time = time.time()
lowest_cost_logger.log_success_event(
response_obj=response_obj,
kwargs=kwargs,
start_time=start_time,
end_time=end_time,
)
async def _gather_deploy(all_deploys):
return await asyncio.gather(*[_deploy(*t) for t in all_deploys])
@pytest.mark.parametrize(
"ans_rpm", [1, 5]
) # 1 should produce nothing, 10 should select first
def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm):
"""
Pass in list of 2 valid models
Update cache with 1 model clearly being at tpm/rpm limit
assert that only the valid model is returned
"""
from litellm._logging import verbose_router_logger
import logging
verbose_router_logger.setLevel(logging.DEBUG)
test_cache = DualCache()
ans = "1234"
non_ans_rpm = 3
assert ans_rpm != non_ans_rpm, "invalid test"
if ans_rpm < non_ans_rpm:
ans = None
model_list = [
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {"model": "gpt-4"},
"model_info": {"id": "1234", "rpm": ans_rpm},
},
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {"model": "groq/llama3-8b-8192"},
"model_info": {"id": "5678", "rpm": non_ans_rpm},
},
]
lowest_cost_logger = LowestCostLoggingHandler(
router_cache=test_cache, model_list=model_list
)
model_group = "gpt-3.5-turbo"
d1 = [(lowest_cost_logger, "1234", 50, 0.01)] * non_ans_rpm
d2 = [(lowest_cost_logger, "5678", 50, 0.01)] * non_ans_rpm
asyncio.run(_gather_deploy([*d1, *d2]))
## CHECK WHAT'S SELECTED ##
d_ans = lowest_cost_logger.get_available_deployments(
model_group=model_group, healthy_deployments=model_list
)
assert (d_ans and d_ans["model_info"]["id"]) == ans
print("selected deployment:", d_ans)