import requests, traceback, json, os class LiteDebugger: user_email = None dashboard_url = None def __init__(self, email=None): self.api_url = "https://api.litellm.ai/debugger" # self.api_url = "http://0.0.0.0:4000/debugger" self.validate_environment(email) pass def validate_environment(self, email): try: self.user_email = os.getenv("LITELLM_EMAIL") or email self.dashboard_url = "https://admin.litellm.ai/" + self.user_email try: print(f"\033[92mHere's your LiteLLM Dashboard 👉 \033[94m\033[4m{self.dashboard_url}\033[0m") except: print(f"Here's your LiteLLM Dashboard 👉 {self.dashboard_url}") if self.user_email == None: raise Exception( "[Non-Blocking Error] LiteLLMDebugger: Missing LITELLM_EMAIL. Set it in your environment. Eg.: os.environ['LITELLM_EMAIL']= " ) except Exception as e: raise ValueError( "[Non-Blocking Error] LiteLLMDebugger: Missing LITELLM_EMAIL. Set it in your environment. Eg.: os.environ['LITELLM_EMAIL']= " ) def input_log_event( self, model, messages, end_user, litellm_call_id, print_verbose, litellm_params, optional_params ): try: print_verbose( f"LiteLLMDebugger: Logging - Enters input logging function for model {model}" ) litellm_data_obj = { "model": model, "messages": messages, "end_user": end_user, "status": "initiated", "litellm_call_id": litellm_call_id, "user_email": self.user_email, "litellm_params": litellm_params, "optional_params": optional_params } response = requests.post( url=self.api_url, headers={"content-type": "application/json"}, data=json.dumps(litellm_data_obj), ) print_verbose(f"LiteDebugger: api response - {response.text}") except: print_verbose( f"[Non-Blocking Error] LiteDebugger: Logging Error - {traceback.format_exc()}" ) pass def post_call_log_event( self, original_response, litellm_call_id, print_verbose ): try: litellm_data_obj = { "status": "received", "additional_details": {"original_response": original_response}, "litellm_call_id": litellm_call_id, "user_email": self.user_email, } response = requests.post( url=self.api_url, headers={"content-type": "application/json"}, data=json.dumps(litellm_data_obj), ) print_verbose(f"LiteDebugger: api response - {response.text}") except: print_verbose( f"[Non-Blocking Error] LiteDebugger: Logging Error - {traceback.format_exc()}" ) def log_event( self, model, messages, end_user, response_obj, start_time, end_time, litellm_call_id, print_verbose, ): try: print_verbose( f"LiteLLMDebugger: Logging - Enters handler logging function for model {model}" ) total_cost = 0 # [TODO] implement cost tracking response_time = (end_time - start_time).total_seconds() if "choices" in response_obj: litellm_data_obj = { "response_time": response_time, "model": response_obj["model"], "total_cost": total_cost, "messages": messages, "response": response_obj["choices"][0]["message"]["content"], "end_user": end_user, "litellm_call_id": litellm_call_id, "status": "success", "user_email": self.user_email, } print_verbose( f"LiteDebugger: Logging - final data object: {litellm_data_obj}" ) response = requests.post( url=self.api_url, headers={"content-type": "application/json"}, data=json.dumps(litellm_data_obj), ) elif "data" in response_obj and isinstance(response_obj["data"], list) and len(response_obj["data"]) > 0 and "embedding" in response_obj["data"][0]: print(f"messages: {messages}") litellm_data_obj = { "response_time": response_time, "model": response_obj["model"], "total_cost": total_cost, "messages": messages, "response": str(response_obj["data"][0]["embedding"][:5]), "end_user": end_user, "litellm_call_id": litellm_call_id, "status": "success", "user_email": self.user_email, } print_verbose( f"LiteDebugger: Logging - final data object: {litellm_data_obj}" ) response = requests.post( url=self.api_url, headers={"content-type": "application/json"}, data=json.dumps(litellm_data_obj), ) elif "error" in response_obj: if "Unable to map your input to a model." in response_obj["error"]: total_cost = 0 litellm_data_obj = { "response_time": response_time, "model": response_obj["model"], "total_cost": total_cost, "messages": messages, "error": response_obj["error"], "end_user": end_user, "litellm_call_id": litellm_call_id, "status": "failure", "user_email": self.user_email, } print_verbose( f"LiteDebugger: Logging - final data object: {litellm_data_obj}" ) response = requests.post( url=self.api_url, headers={"content-type": "application/json"}, data=json.dumps(litellm_data_obj), ) print_verbose(f"LiteDebugger: api response - {response.text}") except: print_verbose( f"[Non-Blocking Error] LiteDebugger: Logging Error - {traceback.format_exc()}" ) pass