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Merge pull request #1534 from BerriAI/litellm_custom_cooldown_times
[Feat] Litellm.Router set custom cooldown times
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1 changed files with 45 additions and 4 deletions
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@ -96,10 +96,13 @@ class Router:
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set_verbose: bool = False,
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set_verbose: bool = False,
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debug_level: Literal["DEBUG", "INFO"] = "INFO",
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debug_level: Literal["DEBUG", "INFO"] = "INFO",
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fallbacks: List = [],
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fallbacks: List = [],
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allowed_fails: Optional[int] = None,
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context_window_fallbacks: List = [],
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context_window_fallbacks: List = [],
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model_group_alias: Optional[dict] = {},
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model_group_alias: Optional[dict] = {},
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retry_after: int = 0, # min time to wait before retrying a failed request
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retry_after: int = 0, # min time to wait before retrying a failed request
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allowed_fails: Optional[
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int
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] = None, # Number of times a deployment can failbefore being added to cooldown
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cooldown_time: float = 1, # (seconds) time to cooldown a deployment after failure
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routing_strategy: Literal[
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routing_strategy: Literal[
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"simple-shuffle",
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"simple-shuffle",
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"least-busy",
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"least-busy",
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@ -108,6 +111,36 @@ class Router:
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] = "simple-shuffle",
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] = "simple-shuffle",
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routing_strategy_args: dict = {}, # just for latency-based routing
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routing_strategy_args: dict = {}, # just for latency-based routing
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) -> 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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Args:
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model_list (Optional[list]): List of models to be used. Defaults to None.
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redis_url (Optional[str]): URL of the Redis server. Defaults to None.
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redis_host (Optional[str]): Hostname of the Redis server. Defaults to None.
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redis_port (Optional[int]): Port of the Redis server. Defaults to None.
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redis_password (Optional[str]): Password of the Redis server. Defaults to None.
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cache_responses (Optional[bool]): Flag to enable caching of responses. Defaults to False.
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cache_kwargs (dict): Additional kwargs to pass to RedisCache. Defaults to {}.
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caching_groups (Optional[List[tuple]]): List of model groups for caching across model groups. Defaults to None.
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client_ttl (int): Time-to-live for cached clients in seconds. Defaults to 3600.
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num_retries (int): Number of retries for failed requests. Defaults to 0.
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timeout (Optional[float]): Timeout for requests. Defaults to None.
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default_litellm_params (dict): Default parameters for Router.chat.completion.create. Defaults to {}.
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set_verbose (bool): Flag to set verbose mode. Defaults to False.
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debug_level (Literal["DEBUG", "INFO"]): Debug level for logging. Defaults to "INFO".
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fallbacks (List): List of fallback options. Defaults to [].
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context_window_fallbacks (List): List of context window fallback options. Defaults to [].
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model_group_alias (Optional[dict]): Alias for model groups. Defaults to {}.
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retry_after (int): Minimum time to wait before retrying a failed request. Defaults to 0.
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allowed_fails (Optional[int]): Number of allowed fails before adding to cooldown. Defaults to None.
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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"]): 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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Returns:
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Router: An instance of the litellm.Router class.
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"""
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self.set_verbose = set_verbose
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self.set_verbose = set_verbose
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if self.set_verbose:
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if self.set_verbose:
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if debug_level == "INFO":
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if debug_level == "INFO":
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@ -163,6 +196,7 @@ class Router:
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self.deployment_latency_map[m["litellm_params"]["model"]] = 0
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self.deployment_latency_map[m["litellm_params"]["model"]] = 0
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self.allowed_fails = allowed_fails or litellm.allowed_fails
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self.allowed_fails = allowed_fails or litellm.allowed_fails
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self.cooldown_time = cooldown_time or 1
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self.failed_calls = (
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self.failed_calls = (
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InMemoryCache()
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InMemoryCache()
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) # cache to track failed call per deployment, if num failed calls within 1 minute > allowed fails, then add it to cooldown
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) # cache to track failed call per deployment, if num failed calls within 1 minute > allowed fails, then add it to cooldown
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@ -1258,6 +1292,7 @@ class Router:
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verbose_router_logger.debug(
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verbose_router_logger.debug(
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f"Attempting to add {deployment} to cooldown list. updated_fails: {updated_fails}; self.allowed_fails: {self.allowed_fails}"
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f"Attempting to add {deployment} to cooldown list. updated_fails: {updated_fails}; self.allowed_fails: {self.allowed_fails}"
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)
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)
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cooldown_time = self.cooldown_time or 1
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if updated_fails > self.allowed_fails:
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if updated_fails > self.allowed_fails:
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# get the current cooldown list for that minute
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# get the current cooldown list for that minute
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cooldown_key = f"{current_minute}:cooldown_models" # group cooldown models by minute to reduce number of redis calls
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cooldown_key = f"{current_minute}:cooldown_models" # group cooldown models by minute to reduce number of redis calls
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@ -1271,13 +1306,19 @@ class Router:
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else:
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else:
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cached_value = cached_value + [deployment]
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cached_value = cached_value + [deployment]
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# save updated value
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# save updated value
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self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1)
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self.cache.set_cache(
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value=cached_value, key=cooldown_key, ttl=cooldown_time
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)
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except:
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except:
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cached_value = [deployment]
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cached_value = [deployment]
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# save updated value
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# save updated value
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self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1)
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self.cache.set_cache(
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value=cached_value, key=cooldown_key, ttl=cooldown_time
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)
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else:
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else:
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self.failed_calls.set_cache(key=deployment, value=updated_fails, ttl=1)
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self.failed_calls.set_cache(
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key=deployment, value=updated_fails, ttl=cooldown_time
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)
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def _get_cooldown_deployments(self):
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def _get_cooldown_deployments(self):
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"""
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"""
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