litellm-mirror/litellm/proxy/custom_callbacks.py
2024-02-28 14:48:55 -08:00

66 lines
2.6 KiB
Python

from litellm.integrations.custom_logger import CustomLogger
import litellm
# This file includes the custom callbacks for LiteLLM Proxy
# Once defined, these can be passed in proxy_config.yaml
class MyCustomHandler(CustomLogger):
def log_pre_api_call(self, model, messages, kwargs):
print(f"Pre-API Call") # noqa
def log_post_api_call(self, kwargs, response_obj, start_time, end_time):
print(f"Post-API Call") # noqa
def log_stream_event(self, kwargs, response_obj, start_time, end_time):
print(f"On Stream") # noqa
def log_success_event(self, kwargs, response_obj, start_time, end_time):
print("On Success") # noqa
def log_failure_event(self, kwargs, response_obj, start_time, end_time):
print(f"On Failure") # noqa
async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
print(f"ishaan async_log_success_event") # noqa
# log: key, user, model, prompt, response, tokens, cost
# Access kwargs passed to litellm.completion()
model = kwargs.get("model", None)
messages = kwargs.get("messages", None)
user = kwargs.get("user", None)
# Access litellm_params passed to litellm.completion(), example access `metadata`
litellm_params = kwargs.get("litellm_params", {})
metadata = litellm_params.get(
"metadata", {}
) # headers passed to LiteLLM proxy, can be found here
return
async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
try:
print(f"On Async Failure !") # noqa
print("\nkwargs", kwargs) # noqa
# Access kwargs passed to litellm.completion()
model = kwargs.get("model", None)
messages = kwargs.get("messages", None)
user = kwargs.get("user", None)
# Access litellm_params passed to litellm.completion(), example access `metadata`
litellm_params = kwargs.get("litellm_params", {})
metadata = litellm_params.get(
"metadata", {}
) # headers passed to LiteLLM proxy, can be found here
# Acess Exceptions & Traceback
exception_event = kwargs.get("exception", None)
traceback_event = kwargs.get("traceback_exception", None)
# Calculate cost using litellm.completion_cost()
except Exception as e:
print(f"Exception: {e}") # noqa
proxy_handler_instance = MyCustomHandler()
# Set litellm.callbacks = [proxy_handler_instance] on the proxy
# need to set litellm.callbacks = [proxy_handler_instance] # on the proxy