import datetime class AthinaLogger: def __init__(self): import os self.athina_api_key = os.getenv("ATHINA_API_KEY") self.headers = { "athina-api-key": self.athina_api_key, "Content-Type": "application/json" } self.athina_logging_url = "https://log.athina.ai/api/v1/log/inference" self.additional_keys = ["environment", "prompt_slug", "customer_id", "customer_user_id", "session_id", "external_reference_id", "context", "expected_response"] def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): import requests import json import traceback try: response_json = response_obj.model_dump() if response_obj else {} data = { "language_model_id": kwargs.get("model"), "request": kwargs, "response": response_json, "prompt_tokens": response_json.get("usage", {}).get("prompt_tokens"), "completion_tokens": response_json.get("usage", {}).get("completion_tokens"), "total_tokens": response_json.get("usage", {}).get("total_tokens"), } if type(end_time) == datetime.datetime and type(start_time) == datetime.datetime: data["response_time"] = int((end_time - start_time).total_seconds() * 1000) if "messages" in kwargs: data["prompt"] = kwargs.get("messages", None) if kwargs.get("messages") and len(kwargs.get("messages")) > 0: data["user_query"] = kwargs.get("messages")[0].get("content", None) # Directly add tools or functions if present optional_params = kwargs.get("optional_params", {}) data.update((k, v) for k, v in optional_params.items() if k in ["tools", "functions"]) # Add additional metadata keys metadata = kwargs.get("litellm_params", {}).get("metadata", {}) if metadata: for key in self.additional_keys: if key in metadata: data[key] = metadata[key] response = requests.post(self.athina_logging_url, headers=self.headers, data=json.dumps(data, default=str)) if response.status_code != 200: print_verbose(f"Athina Logger Error - {response.text}, {response.status_code}") else: print_verbose(f"Athina Logger Succeeded - {response.text}") except Exception as e: print_verbose(f"Athina Logger Error - {e}, Stack trace: {traceback.format_exc()}") pass