fix(router.py): handle setting response headers during retries

This commit is contained in:
Krrish Dholakia 2024-09-28 18:10:54 -07:00
parent d64e971d8c
commit b0eff0b84f
3 changed files with 130 additions and 4 deletions

View file

@ -110,6 +110,7 @@ from litellm.types.router import (
updateDeployment, updateDeployment,
updateLiteLLMParams, updateLiteLLMParams,
) )
from litellm.types.utils import OPENAI_RESPONSE_HEADERS
from litellm.types.utils import ModelInfo as ModelMapInfo from litellm.types.utils import ModelInfo as ModelMapInfo
from litellm.utils import ( from litellm.utils import (
CustomStreamWrapper, CustomStreamWrapper,
@ -3083,7 +3084,8 @@ class Router:
message=f"This is a mock exception for model={model_group}, to trigger a rate limit error.", message=f"This is a mock exception for model={model_group}, to trigger a rate limit error.",
) )
# if the function call is successful, no exception will be raised and we'll break out of the loop # if the function call is successful, no exception will be raised and we'll break out of the loop
response = await original_function(*args, **kwargs) response = await self.make_call(original_function, *args, **kwargs)
return response return response
except Exception as e: except Exception as e:
current_attempt = None current_attempt = None
@ -3136,7 +3138,7 @@ class Router:
for current_attempt in range(num_retries): for current_attempt in range(num_retries):
try: try:
# if the function call is successful, no exception will be raised and we'll break out of the loop # if the function call is successful, no exception will be raised and we'll break out of the loop
response = await original_function(*args, **kwargs) response = await self.make_call(original_function, *args, **kwargs)
if inspect.iscoroutinefunction( if inspect.iscoroutinefunction(
response response
): # async errors are often returned as coroutines ): # async errors are often returned as coroutines
@ -3170,6 +3172,17 @@ class Router:
raise original_exception raise original_exception
async def make_call(self, original_function: Any, *args, **kwargs):
"""
Handler for making a call to the .completion()/.embeddings() functions.
"""
model_group = kwargs.get("model")
response = await original_function(*args, **kwargs)
## PROCESS RESPONSE HEADERS
await self.set_response_headers(response=response, model_group=model_group)
return response
def should_retry_this_error( def should_retry_this_error(
self, self,
error: Exception, error: Exception,
@ -3828,7 +3841,15 @@ class Router:
return healthy_deployments, _all_deployments return healthy_deployments, _all_deployments
async def _async_get_healthy_deployments(self, model: str): async def _async_get_healthy_deployments(
self, model: str
) -> Tuple[List[Dict], List[Dict]]:
"""
Returns Tuple of:
- Tuple[List[Dict], List[Dict]]:
1. healthy_deployments: list of healthy deployments
2. all_deployments: list of all deployments
"""
_all_deployments: list = [] _all_deployments: list = []
try: try:
_, _all_deployments = self._common_checks_available_deployment( # type: ignore _, _all_deployments = self._common_checks_available_deployment( # type: ignore
@ -3836,7 +3857,7 @@ class Router:
) )
if type(_all_deployments) == dict: if type(_all_deployments) == dict:
return [], _all_deployments return [], _all_deployments
except: except Exception:
pass pass
unhealthy_deployments = await _async_get_cooldown_deployments( unhealthy_deployments = await _async_get_cooldown_deployments(
@ -4637,6 +4658,66 @@ class Router:
rpm_usage += t rpm_usage += t
return tpm_usage, rpm_usage return tpm_usage, rpm_usage
async def set_response_headers(
self, response: Any, model_group: Optional[str] = None
) -> Any:
"""
Add the most accurate rate limit headers for a given model response.
- if healthy_deployments > 1, return model group rate limit headers
- else return the model's rate limit headers
"""
if model_group is None:
return response
healthy_deployments, all_deployments = (
await self._async_get_healthy_deployments(model=model_group)
)
hidden_params = getattr(response, "_hidden_params", {}) or {}
additional_headers = hidden_params.get("additional_headers", {}) or {}
if len(healthy_deployments) <= 1:
return (
response # setting response headers is handled in wrappers in utils.py
)
else:
# return model group rate limit headers
model_group_info = self.get_model_group_info(model_group=model_group)
tpm_usage, rpm_usage = await self.get_model_group_usage(
model_group=model_group
)
model_group_remaining_rpm_limit: Optional[int] = None
model_group_rpm_limit: Optional[int] = None
model_group_remaining_tpm_limit: Optional[int] = None
model_group_tpm_limit: Optional[int] = None
if model_group_info is not None and model_group_info.rpm is not None:
model_group_rpm_limit = model_group_info.rpm
if rpm_usage is not None:
model_group_remaining_rpm_limit = model_group_info.rpm - rpm_usage
if model_group_info is not None and model_group_info.tpm is not None:
model_group_tpm_limit = model_group_info.tpm
if tpm_usage is not None:
model_group_remaining_tpm_limit = model_group_info.tpm - tpm_usage
if model_group_remaining_rpm_limit is not None:
additional_headers["x-ratelimit-remaining-requests"] = (
model_group_remaining_rpm_limit
)
if model_group_rpm_limit is not None:
additional_headers["x-ratelimit-limit-requests"] = model_group_rpm_limit
if model_group_remaining_tpm_limit is not None:
additional_headers["x-ratelimit-remaining-tokens"] = (
model_group_remaining_tpm_limit
)
if model_group_tpm_limit is not None:
additional_headers["x-ratelimit-limit-tokens"] = model_group_tpm_limit
hidden_params["additional_headers"] = additional_headers
setattr(response, "_hidden_params", hidden_params)
return response
def get_model_ids(self, model_name: Optional[str] = None) -> List[str]: def get_model_ids(self, model_name: Optional[str] = None) -> List[str]:
""" """
if 'model_name' is none, returns all. if 'model_name' is none, returns all.

View file

@ -9263,6 +9263,7 @@ def process_response_headers(response_headers: Union[httpx.Headers, dict]) -> di
openai_headers = {} openai_headers = {}
processed_headers = {} processed_headers = {}
additional_headers = {} additional_headers = {}
for k, v in response_headers.items(): for k, v in response_headers.items():
if k in OPENAI_RESPONSE_HEADERS: # return openai-compatible headers if k in OPENAI_RESPONSE_HEADERS: # return openai-compatible headers
openai_headers[k] = v openai_headers[k] = v

View file

@ -2566,3 +2566,47 @@ def test_model_group_alias(hidden):
else: else:
assert len(models) == len(_model_list) + 1 assert len(models) == len(_model_list) + 1
assert len(model_names) == len(_model_list) + 1 assert len(model_names) == len(_model_list) + 1
@pytest.mark.parametrize("on_error", [True, False])
@pytest.mark.asyncio
async def test_router_response_headers(on_error):
router = Router(
model_list=[
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {
"model": "azure/chatgpt-v-2",
"api_key": os.getenv("AZURE_API_KEY"),
"api_base": os.getenv("AZURE_API_BASE"),
"tpm": 100000,
"rpm": 100000,
},
},
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {
"model": "azure/chatgpt-v-2",
"api_key": os.getenv("AZURE_API_KEY"),
"api_base": os.getenv("AZURE_API_BASE"),
"tpm": 500,
"rpm": 500,
},
},
]
)
response = await router.acompletion(
model="gpt-3.5-turbo",
messages=[{"role": "user", "content": "Hello world!"}],
mock_testing_rate_limit_error=on_error,
)
response_headers = response._hidden_params["additional_headers"]
print(response_headers)
assert response_headers["x-ratelimit-limit-requests"] == 100500
assert int(response_headers["x-ratelimit-remaining-requests"]) > 0
assert response_headers["x-ratelimit-limit-tokens"] == 100500
assert int(response_headers["x-ratelimit-remaining-tokens"]) > 0