Speedup health endpoint

This commit is contained in:
Frank Colson 2023-12-05 22:09:01 -07:00
parent 1365a536f3
commit 497602606f
2 changed files with 123 additions and 26 deletions

115
litellm/health_check.py Normal file
View file

@ -0,0 +1,115 @@
import asyncio
import random
from typing import Optional
import litellm
import logging
from concurrent.futures import ThreadPoolExecutor
logger = logging.getLogger(__name__)
ILLEGAL_DISPLAY_PARAMS = [
"messages",
"api_key"
]
def _get_random_llm_message():
"""
Get a random message from the LLM.
"""
messages = [
"Hey how's it going?",
"What's 1 + 1?"
]
return [
{"role": "user", "content": random.choice(messages)}
]
def _clean_litellm_params(litellm_params: dict):
"""
Clean the litellm params for display to users.
"""
return {k: v for k, v in litellm_params.items() if k not in ILLEGAL_DISPLAY_PARAMS}
async def _perform_health_check(model_list: list):
"""
Perform a health check for each model in the list.
"""
async def _check_model(model_params: dict):
try:
await litellm.acompletion(**model_params)
except Exception as e:
logger.exception("Health check failed for model %s", model_params["model"])
return False
return True
prepped_params = []
for model in model_list:
litellm_params = model["litellm_params"]
litellm_params["model"] = litellm.utils.remove_model_id(litellm_params["model"])
litellm_params["messages"] = _get_random_llm_message()
prepped_params.append(litellm_params)
tasks = [_check_model(x) for x in prepped_params]
results = await asyncio.gather(*tasks)
healthy_endpoints = []
unhealthy_endpoints = []
for is_healthy, model in zip(results, model_list):
cleaned_litellm_params = _clean_litellm_params(model["litellm_params"])
if is_healthy:
healthy_endpoints.append(cleaned_litellm_params)
else:
unhealthy_endpoints.append(cleaned_litellm_params)
return healthy_endpoints, unhealthy_endpoints
async def perform_health_check(model_list: list, model: Optional[str] = None):
"""
Perform a health check on the system.
Returns:
(bool): True if the health check passes, False otherwise.
"""
if not model_list:
return [], []
if model is not None:
model_list = [x for x in model_list if x["litellm_params"]["model"] == model]
models_to_check = []
for model in model_list:
litellm_params = model["litellm_params"]
model_name = litellm.utils.remove_model_id(litellm_params["model"])
if model_name in litellm.all_embedding_models:
continue # Skip embedding models
models_to_check.append(model)
healthy_endpoints, unhealthy_endpoints = await _perform_health_check(model_list)
return healthy_endpoints, unhealthy_endpoints

View file

@ -7,6 +7,8 @@ import secrets, subprocess
import hashlib, uuid import hashlib, uuid
import warnings import warnings
import importlib import importlib
from litellm.health_check import perform_health_check
messages: list = [] messages: list = []
sys.path.insert( sys.path.insert(
0, os.path.abspath("../..") 0, os.path.abspath("../..")
@ -1131,34 +1133,14 @@ async def test_endpoint(request: Request):
@router.get("/health", description="Check the health of all the endpoints in config.yaml", tags=["health"]) @router.get("/health", description="Check the health of all the endpoints in config.yaml", tags=["health"])
async def health_endpoint(request: Request, model: Optional[str] = fastapi.Query(None, description="Specify the model name (optional)")): async def health_endpoint(request: Request, model: Optional[str] = fastapi.Query(None, description="Specify the model name (optional)")):
global llm_model_list global llm_model_list
healthy_endpoints = []
unhealthy_endpoints = [] healthy_endpoints, unhealthy_endpoints = await perform_health_check(llm_model_list, model)
if llm_model_list:
for model_name in llm_model_list:
try:
if model is None or model == model_name["litellm_params"]["model"]: # if model specified, just call that one.
litellm_params = model_name["litellm_params"]
model_name = litellm.utils.remove_model_id(litellm_params["model"]) # removes, ids set by litellm.router
if model_name not in litellm.all_embedding_models: # filter out embedding models
litellm_params["messages"] = [{"role": "user", "content": "Hey, how's it going?"}]
litellm_params["model"] = model_name
litellm.completion(**litellm_params)
cleaned_params = {}
for key in litellm_params:
if key != "api_key" and key != "messages":
cleaned_params[key] = litellm_params[key]
healthy_endpoints.append(cleaned_params)
except Exception as e:
print("Got Exception", e)
cleaned_params = {}
for key in litellm_params:
if key != "api_key" and key != "messages":
cleaned_params[key] = litellm_params[key]
unhealthy_endpoints.append(cleaned_params)
pass
return { return {
"healthy_endpoints": healthy_endpoints, "healthy_endpoints": healthy_endpoints,
"unhealthy_endpoints": unhealthy_endpoints "unhealthy_endpoints": unhealthy_endpoints,
"healthy_count": len(healthy_endpoints),
"unhealthy_count": len(unhealthy_endpoints),
} }
@router.get("/") @router.get("/")