from litellm.integrations.custom_logger import CustomLogger import litellm class MyCustomHandler(CustomLogger): def log_pre_api_call(self, model, messages, kwargs): print(f"Pre-API Call") def log_post_api_call(self, kwargs, response_obj, start_time, end_time): print(f"Post-API Call") def log_stream_event(self, kwargs, response_obj, start_time, end_time): print(f"On Stream") def log_success_event(self, kwargs, response_obj, start_time, end_time): print(f"On Success") # log: key, user, model, prompt, response, tokens, cost print("\n kwargs\n") print(kwargs) model = kwargs["model"] messages = kwargs["messages"] cost = litellm.completion_cost(completion_response=response_obj) response = response_obj # tokens used in response usage = response_obj["usage"] print( f""" Model: {model}, Messages: {messages}, Usage: {usage}, Cost: {cost}, Response: {response} """ ) print(usage) def log_failure_event(self, kwargs, response_obj, start_time, end_time): print(f"On Failure") proxy_handler_instance = MyCustomHandler() # need to set litellm.callbacks = [customHandler] # on the proxy