""" Proxy Success Callback - handles storing cost of a request in LiteLLM DB. Updates cost for the following in LiteLLM DB: - spend logs - virtual key spend - internal user, team, external user spend """ import asyncio import traceback import litellm from litellm._logging import verbose_proxy_logger from litellm.proxy.utils import ( _get_parent_otel_span_from_kwargs, get_litellm_metadata_from_kwargs, log_to_opentelemetry, ) @log_to_opentelemetry async def _PROXY_track_cost_callback( kwargs, # kwargs to completion completion_response: litellm.ModelResponse, # response from completion start_time=None, end_time=None, # start/end time for completion ): """ Callback handles storing cost of a request in LiteLLM DB. Updates cost for the following in LiteLLM DB: - spend logs - virtual key spend - internal user, team, external user spend """ from litellm.proxy.proxy_server import ( prisma_client, proxy_logging_obj, update_cache, update_database, ) verbose_proxy_logger.debug("INSIDE _PROXY_track_cost_callback") try: # check if it has collected an entire stream response verbose_proxy_logger.debug( "Proxy: In track_cost_callback for: kwargs=%s and completion_response: %s", kwargs, completion_response, ) verbose_proxy_logger.debug( f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}" ) parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs=kwargs) litellm_params = kwargs.get("litellm_params", {}) or {} proxy_server_request = litellm_params.get("proxy_server_request") or {} end_user_id = proxy_server_request.get("body", {}).get("user", None) metadata = get_litellm_metadata_from_kwargs(kwargs=kwargs) user_id = metadata.get("user_api_key_user_id", None) team_id = metadata.get("user_api_key_team_id", None) org_id = metadata.get("user_api_key_org_id", None) key_alias = metadata.get("user_api_key_alias", None) end_user_max_budget = metadata.get("user_api_end_user_max_budget", None) if kwargs.get("response_cost", None) is not None: response_cost = kwargs["response_cost"] user_api_key = metadata.get("user_api_key", None) if kwargs.get("cache_hit", False) is True: response_cost = 0.0 verbose_proxy_logger.info( f"Cache Hit: response_cost {response_cost}, for user_id {user_id}" ) verbose_proxy_logger.debug( f"user_api_key {user_api_key}, prisma_client: {prisma_client}" ) if user_api_key is not None or user_id is not None or team_id is not None: ## UPDATE DATABASE await update_database( token=user_api_key, response_cost=response_cost, user_id=user_id, end_user_id=end_user_id, team_id=team_id, kwargs=kwargs, completion_response=completion_response, start_time=start_time, end_time=end_time, org_id=org_id, ) # update cache asyncio.create_task( update_cache( token=user_api_key, user_id=user_id, end_user_id=end_user_id, response_cost=response_cost, team_id=team_id, parent_otel_span=parent_otel_span, ) ) await proxy_logging_obj.slack_alerting_instance.customer_spend_alert( token=user_api_key, key_alias=key_alias, end_user_id=end_user_id, response_cost=response_cost, max_budget=end_user_max_budget, ) else: raise Exception( "User API key and team id and user id missing from custom callback." ) else: if kwargs["stream"] is not True or ( kwargs["stream"] is True and "complete_streaming_response" in kwargs ): cost_tracking_failure_debug_info = kwargs.get( "response_cost_failure_debug_information" ) model = kwargs.get("model") raise Exception( f"Cost tracking failed for model={model}.\nDebug info - {cost_tracking_failure_debug_info}\nAdd custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" ) except Exception as e: error_msg = f"Error in tracking cost callback - {str(e)}\n Traceback:{traceback.format_exc()}" model = kwargs.get("model", "") metadata = kwargs.get("litellm_params", {}).get("metadata", {}) error_msg += f"\n Args to _PROXY_track_cost_callback\n model: {model}\n metadata: {metadata}\n" asyncio.create_task( proxy_logging_obj.failed_tracking_alert( error_message=error_msg, failing_model=model, ) ) verbose_proxy_logger.debug("error in tracking cost callback - %s", e)