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Merge pull request #3511 from BerriAI/litellm_router_send_exceptions_slack
[Feat] litellm.Router / litellm.completion - send llm exceptions to slack
This commit is contained in:
commit
223e386737
5 changed files with 145 additions and 5 deletions
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@ -1086,6 +1086,46 @@ async def test_acompletion_caching_on_router_caching_groups():
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asyncio.run(test_acompletion_caching_on_router_caching_groups())
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```
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## Alerting 🚨
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Send alerts to slack / your webhook url for the following events
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- LLM API Exceptions
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- Slow LLM Responses
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Get a slack webhook url from https://api.slack.com/messaging/webhooks
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#### Usage
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Initialize an `AlertingConfig` and pass it to `litellm.Router`. The following code will trigger an alert because `api_key=bad-key` which is invalid
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```python
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from litellm.router import AlertingConfig
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import litellm
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import os
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {
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"model": "gpt-3.5-turbo",
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"api_key": "bad_key",
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},
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}
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],
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alerting_config= AlertingConfig(
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alerting_threshold=10, # threshold for slow / hanging llm responses (in seconds). Defaults to 300 seconds
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webhook_url= os.getenv("SLACK_WEBHOOK_URL") # webhook you want to send alerts to
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),
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)
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try:
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await router.acompletion(
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model="gpt-3.5-turbo",
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messages=[{"role": "user", "content": "Hey, how's it going?"}],
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)
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except:
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pass
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```
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## Track cost for Azure Deployments
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**Problem**: Azure returns `gpt-4` in the response when `azure/gpt-4-1106-preview` is used. This leads to inaccurate cost tracking
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@ -68,11 +68,15 @@ class SlackAlertingCacheKeys(Enum):
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class SlackAlerting(CustomLogger):
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"""
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Class for sending Slack Alerts
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"""
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# Class variables or attributes
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def __init__(
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self,
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internal_usage_cache: Optional[DualCache] = None,
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alerting_threshold: float = 300,
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alerting_threshold: float = 300, # threshold for slow / hanging llm responses (in seconds)
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alerting: Optional[List] = [],
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alert_types: Optional[
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List[
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@ -97,6 +101,7 @@ class SlackAlerting(CustomLogger):
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Dict
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] = None, # if user wants to separate alerts to diff channels
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alerting_args={},
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default_webhook_url: Optional[str] = None,
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):
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self.alerting_threshold = alerting_threshold
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self.alerting = alerting
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@ -106,6 +111,7 @@ class SlackAlerting(CustomLogger):
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self.alert_to_webhook_url = alert_to_webhook_url
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self.is_running = False
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self.alerting_args = SlackAlertingArgs(**alerting_args)
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self.default_webhook_url = default_webhook_url
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def update_values(
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self,
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@ -307,7 +313,7 @@ class SlackAlerting(CustomLogger):
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except Exception as e:
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return 0
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async def send_daily_reports(self, router: litellm.Router) -> bool:
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async def send_daily_reports(self, router) -> bool:
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"""
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Send a daily report on:
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- Top 5 deployments with most failed requests
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@ -749,6 +755,8 @@ Model Info:
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and alert_type in self.alert_to_webhook_url
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):
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slack_webhook_url = self.alert_to_webhook_url[alert_type]
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elif self.default_webhook_url is not None:
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slack_webhook_url = self.default_webhook_url
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else:
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slack_webhook_url = os.getenv("SLACK_WEBHOOK_URL", None)
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@ -805,8 +813,16 @@ Model Info:
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updated_at=litellm.utils.get_utc_datetime(),
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)
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)
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if "llm_exceptions" in self.alert_types:
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original_exception = kwargs.get("exception", None)
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async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool:
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await self.send_alert(
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message="LLM API Failure - " + str(original_exception),
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level="High",
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alert_type="llm_exceptions",
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)
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async def _run_scheduler_helper(self, llm_router) -> bool:
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"""
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Returns:
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- True -> report sent
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@ -848,7 +864,7 @@ Model Info:
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return report_sent_bool
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async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]):
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async def _run_scheduled_daily_report(self, llm_router: Optional[Any] = None):
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"""
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If 'daily_reports' enabled
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@ -44,6 +44,7 @@ from litellm.types.router import (
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updateDeployment,
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updateLiteLLMParams,
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RetryPolicy,
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AlertingConfig,
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)
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from litellm.integrations.custom_logger import CustomLogger
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@ -103,6 +104,7 @@ class Router:
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] = "simple-shuffle",
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routing_strategy_args: dict = {}, # just for latency-based routing
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semaphore: Optional[asyncio.Semaphore] = None,
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alerting_config: Optional[AlertingConfig] = None,
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) -> None:
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"""
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Initialize the Router class with the given parameters for caching, reliability, and routing strategy.
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@ -131,7 +133,7 @@ class Router:
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cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1.
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routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing", "cost-based-routing"]): Routing strategy. Defaults to "simple-shuffle".
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routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}.
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alerting_config (AlertingConfig): Slack alerting configuration. Defaults to None.
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Returns:
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Router: An instance of the litellm.Router class.
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@ -316,6 +318,9 @@ class Router:
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self.model_group_retry_policy: Optional[Dict[str, RetryPolicy]] = (
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model_group_retry_policy
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)
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self.alerting_config: Optional[AlertingConfig] = alerting_config
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if self.alerting_config is not None:
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self._initialize_alerting()
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def routing_strategy_init(self, routing_strategy: str, routing_strategy_args: dict):
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if routing_strategy == "least-busy":
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@ -3320,6 +3325,23 @@ class Router:
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):
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return retry_policy.ContentPolicyViolationErrorRetries
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def _initialize_alerting(self):
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from litellm.integrations.slack_alerting import SlackAlerting
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router_alerting_config: AlertingConfig = self.alerting_config
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_slack_alerting_logger = SlackAlerting(
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alerting_threshold=router_alerting_config.alerting_threshold,
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alerting=["slack"],
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default_webhook_url=router_alerting_config.webhook_url,
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)
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litellm.callbacks.append(_slack_alerting_logger)
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litellm.success_callback.append(
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_slack_alerting_logger.response_taking_too_long_callback
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)
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print("\033[94m\nInitialized Alerting for litellm.Router\033[0m\n") # noqa
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def flush_cache(self):
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litellm.cache = None
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self.cache.flush_cache()
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@ -18,6 +18,10 @@ from unittest.mock import patch, MagicMock
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from litellm.utils import get_api_base
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from litellm.caching import DualCache
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from litellm.integrations.slack_alerting import SlackAlerting, DeploymentMetrics
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import unittest.mock
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from unittest.mock import AsyncMock
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import pytest
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from litellm.router import AlertingConfig, Router
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@pytest.mark.parametrize(
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@ -313,3 +317,45 @@ async def test_daily_reports_redis_cache_scheduler():
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# second call - expect empty
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await slack_alerting._run_scheduler_helper(llm_router=router)
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@pytest.mark.asyncio
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@pytest.mark.skip(reason="Local test. Test if slack alerts are sent.")
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async def test_send_llm_exception_to_slack():
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from litellm.router import AlertingConfig
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# on async success
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {
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"model": "gpt-3.5-turbo",
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"api_key": "bad_key",
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},
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},
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{
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"model_name": "gpt-5-good",
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"litellm_params": {
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"model": "gpt-3.5-turbo",
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},
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},
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],
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alerting_config=AlertingConfig(
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alerting_threshold=0.5, webhook_url=os.getenv("SLACK_WEBHOOK_URL")
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),
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)
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try:
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await router.acompletion(
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model="gpt-3.5-turbo",
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messages=[{"role": "user", "content": "Hey, how's it going?"}],
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)
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except:
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pass
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await router.acompletion(
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model="gpt-5-good",
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messages=[{"role": "user", "content": "Hey, how's it going?"}],
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)
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await asyncio.sleep(3)
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@ -346,3 +346,19 @@ class RetryPolicy(BaseModel):
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RateLimitErrorRetries: Optional[int] = None
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ContentPolicyViolationErrorRetries: Optional[int] = None
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InternalServerErrorRetries: Optional[int] = None
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class AlertingConfig(BaseModel):
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"""
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Use this configure alerting for the router. Receive alerts on the following events
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- LLM API Exceptions
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- LLM Responses Too Slow
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- LLM Requests Hanging
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Args:
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webhook_url: str - webhook url for alerting, slack provides a webhook url to send alerts to
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alerting_threshold: Optional[float] = None - threshold for slow / hanging llm responses (in seconds)
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"""
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webhook_url: str
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alerting_threshold: Optional[float] = 300
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