litellm-mirror/litellm/router_utils/fallback_event_handlers.py
Ishaan Jaff d0a3052937
(refactor router.py ) - PR 3 - Ensure all functions under 100 lines (#6181)
* add flake 8 check

* split up litellm _acompletion

* fix get model client

* refactor use commong func to add metadata to kwargs

* use common func to get timeout

* re-use helper to _get_async_model_client

* use _handle_mock_testing_rate_limit_error

* fix docstring for _handle_mock_testing_rate_limit_error

* fix function_with_retries

* use helper for mock testing fallbacks

* router - use 1 func for simple_shuffle

* add doc string for simple_shuffle

* use 1 function for filtering cooldown deployments

* fix use common helper to _get_fallback_model_group_from_fallbacks
2024-10-14 21:27:54 +05:30

202 lines
7.6 KiB
Python

from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple
import litellm
from litellm._logging import verbose_router_logger
from litellm.integrations.custom_logger import CustomLogger
from litellm.main import verbose_logger
if TYPE_CHECKING:
from litellm.router import Router as _Router
LitellmRouter = _Router
else:
LitellmRouter = Any
async def run_async_fallback(
litellm_router: LitellmRouter,
*args: Tuple[Any],
fallback_model_group: List[str],
original_model_group: str,
original_exception: Exception,
**kwargs,
) -> Any:
"""
Iterate through the model groups and try calling that deployment.
"""
error_from_fallbacks = original_exception
for mg in fallback_model_group:
if mg == original_model_group:
continue
try:
# LOGGING
kwargs = litellm_router.log_retry(kwargs=kwargs, e=original_exception)
verbose_router_logger.info(f"Falling back to model_group = {mg}")
kwargs["model"] = mg
kwargs.setdefault("metadata", {}).update(
{"model_group": mg}
) # update model_group used, if fallbacks are done
response = await litellm_router.async_function_with_fallbacks(
*args, **kwargs
)
verbose_router_logger.info("Successful fallback b/w models.")
# callback for successfull_fallback_event():
await log_success_fallback_event(
original_model_group=original_model_group,
kwargs=kwargs,
original_exception=original_exception,
)
return response
except Exception as e:
error_from_fallbacks = e
await log_failure_fallback_event(
original_model_group=original_model_group,
kwargs=kwargs,
original_exception=original_exception,
)
raise error_from_fallbacks
def run_sync_fallback(
litellm_router: LitellmRouter,
*args: Tuple[Any],
fallback_model_group: List[str],
original_model_group: str,
original_exception: Exception,
**kwargs,
) -> Any:
"""
Iterate through the fallback model groups and try calling each fallback deployment.
"""
error_from_fallbacks = original_exception
for mg in fallback_model_group:
if mg == original_model_group:
continue
try:
# LOGGING
kwargs = litellm_router.log_retry(kwargs=kwargs, e=original_exception)
verbose_router_logger.info(f"Falling back to model_group = {mg}")
kwargs["model"] = mg
kwargs.setdefault("metadata", {}).update(
{"model_group": mg}
) # update model_group used, if fallbacks are done
response = litellm_router.function_with_fallbacks(*args, **kwargs)
verbose_router_logger.info("Successful fallback b/w models.")
return response
except Exception as e:
error_from_fallbacks = e
raise error_from_fallbacks
async def log_success_fallback_event(
original_model_group: str, kwargs: dict, original_exception: Exception
):
"""
Log a successful fallback event to all registered callbacks.
This function iterates through all callbacks, initializing _known_custom_logger_compatible_callbacks if needed,
and calls the log_success_fallback_event method on CustomLogger instances.
Args:
original_model_group (str): The original model group before fallback.
kwargs (dict): kwargs for the request
Note:
Errors during logging are caught and reported but do not interrupt the process.
"""
from litellm.litellm_core_utils.litellm_logging import (
_init_custom_logger_compatible_class,
)
for _callback in litellm.callbacks:
if isinstance(_callback, CustomLogger) or (
_callback in litellm._known_custom_logger_compatible_callbacks
):
try:
_callback_custom_logger: Optional[CustomLogger] = None
if _callback in litellm._known_custom_logger_compatible_callbacks:
_callback_custom_logger = _init_custom_logger_compatible_class(
logging_integration=_callback, # type: ignore
llm_router=None,
internal_usage_cache=None,
)
elif isinstance(_callback, CustomLogger):
_callback_custom_logger = _callback
else:
verbose_router_logger.exception(
f"{_callback} logger not found / initialized properly"
)
continue
if _callback_custom_logger is None:
verbose_router_logger.exception(
f"{_callback} logger not found / initialized properly, callback is None"
)
continue
await _callback_custom_logger.log_success_fallback_event(
original_model_group=original_model_group,
kwargs=kwargs,
original_exception=original_exception,
)
except Exception as e:
verbose_router_logger.error(
f"Error in log_success_fallback_event: {str(e)}"
)
async def log_failure_fallback_event(
original_model_group: str, kwargs: dict, original_exception: Exception
):
"""
Log a failed fallback event to all registered callbacks.
This function iterates through all callbacks, initializing _known_custom_logger_compatible_callbacks if needed,
and calls the log_failure_fallback_event method on CustomLogger instances.
Args:
original_model_group (str): The original model group before fallback.
kwargs (dict): kwargs for the request
Note:
Errors during logging are caught and reported but do not interrupt the process.
"""
from litellm.litellm_core_utils.litellm_logging import (
_init_custom_logger_compatible_class,
)
for _callback in litellm.callbacks:
if isinstance(_callback, CustomLogger) or (
_callback in litellm._known_custom_logger_compatible_callbacks
):
try:
_callback_custom_logger: Optional[CustomLogger] = None
if _callback in litellm._known_custom_logger_compatible_callbacks:
_callback_custom_logger = _init_custom_logger_compatible_class(
logging_integration=_callback, # type: ignore
llm_router=None,
internal_usage_cache=None,
)
elif isinstance(_callback, CustomLogger):
_callback_custom_logger = _callback
else:
verbose_router_logger.exception(
f"{_callback} logger not found / initialized properly"
)
continue
if _callback_custom_logger is None:
verbose_router_logger.exception(
f"{_callback} logger not found / initialized properly"
)
continue
await _callback_custom_logger.log_failure_fallback_event(
original_model_group=original_model_group,
kwargs=kwargs,
original_exception=original_exception,
)
except Exception as e:
verbose_router_logger.error(
f"Error in log_failure_fallback_event: {str(e)}"
)