-
-
Notifications
You must be signed in to change notification settings - Fork 1.7k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Merge pull request #1023 from PSU3D0/speedup_health_endpoint
(feat) Speedup health endpoint
- Loading branch information
Showing
4 changed files
with
129 additions
and
27 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,5 @@ | ||
set_verbose = False | ||
|
||
def print_verbose(print_statement): | ||
if set_verbose: | ||
print(print_statement) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,115 @@ | ||
import asyncio | ||
import random | ||
from typing import Optional | ||
|
||
import litellm | ||
import logging | ||
from litellm._logging import print_verbose | ||
|
||
|
||
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: | ||
print_verbose(f"Health check failed for model {model_params['model']}. Error: {e}") | ||
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 | ||
|
||
|
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters