(feat) show model metrics on admin panel

This commit is contained in:
ishaan-jaff 2024-03-04 13:44:13 -08:00
parent 2f2f4dcc06
commit 2479712807
2 changed files with 56 additions and 2 deletions

View file

@ -5811,6 +5811,55 @@ async def model_info_v2(
return {"data": all_models}
@router.get(
"/model/metrics",
description="View number of requests & avg latency per model on config.yaml",
tags=["model management"],
dependencies=[Depends(user_api_key_auth)],
)
async def model_metrics(
user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
):
global prisma_client
if prisma_client is None:
raise ProxyException(
message="Prisma Client is not initialized",
type="internal_error",
param="None",
code=status.HTTP_500_INTERNAL_SERVER_ERROR,
)
sql_query = """
SELECT
CASE WHEN api_base = '' THEN model ELSE CONCAT(model, '-', api_base) END AS combined_model_api_base,
COUNT(*) AS num_requests,
AVG(EXTRACT(epoch FROM ("endTime" - "startTime"))) AS avg_latency_seconds
FROM
"LiteLLM_SpendLogs"
WHERE
"startTime" >= NOW() - INTERVAL '24 hours'
GROUP BY
CASE WHEN api_base = '' THEN model ELSE CONCAT(model, '-', api_base) END;
"""
db_response = await prisma_client.db.query_raw(query=sql_query)
response: List[dict] = []
if response is not None:
# loop through all models
for model_data in db_response:
model = model_data.get("combined_model_api_base", "")
num_requests = model_data.get("num_requests", 0)
avg_latency_seconds = model_data.get("avg_latency_seconds", 0)
response.append(
{
"model": model,
"num_requests": num_requests,
"avg_latency_seconds": avg_latency_seconds,
}
)
return response
@router.get(
"/model/info",
description="Provides more info about each model in /models, including config.yaml descriptions (except api key and api base)",