feat(router.py): add support for retry/fallbacks for async embedding calls

This commit is contained in:
Krrish Dholakia 2024-01-02 11:54:28 +05:30
parent c12e3bd565
commit a37a18ca80
4 changed files with 124 additions and 102 deletions

View file

@ -227,6 +227,60 @@ async def test_async_fallbacks():
# test_async_fallbacks()
@pytest.mark.asyncio
async def test_async_fallbacks_embeddings():
litellm.set_verbose = False
model_list = [
{ # list of model deployments
"model_name": "bad-azure-embedding-model", # openai model name
"litellm_params": { # params for litellm completion/embedding call
"model": "azure/azure-embedding-model",
"api_key": "bad-key",
"api_version": os.getenv("AZURE_API_VERSION"),
"api_base": os.getenv("AZURE_API_BASE"),
},
"tpm": 240000,
"rpm": 1800,
},
{ # list of model deployments
"model_name": "good-azure-embedding-model", # openai model name
"litellm_params": { # params for litellm completion/embedding call
"model": "azure/azure-embedding-model",
"api_key": os.getenv("AZURE_API_KEY"),
"api_version": os.getenv("AZURE_API_VERSION"),
"api_base": os.getenv("AZURE_API_BASE"),
},
"tpm": 240000,
"rpm": 1800,
},
]
router = Router(
model_list=model_list,
fallbacks=[{"bad-azure-embedding-model": ["good-azure-embedding-model"]}],
set_verbose=False,
)
customHandler = MyCustomHandler()
litellm.callbacks = [customHandler]
user_message = "Hello, how are you?"
input = [user_message]
try:
kwargs = {"model": "bad-azure-embedding-model", "input": input}
response = await router.aembedding(**kwargs)
print(f"customHandler.previous_models: {customHandler.previous_models}")
await asyncio.sleep(
0.05
) # allow a delay as success_callbacks are on a separate thread
assert customHandler.previous_models == 1 # 0 retries, 1 fallback
router.reset()
except litellm.Timeout as e:
pass
except Exception as e:
pytest.fail(f"An exception occurred: {e}")
finally:
router.reset()
def test_dynamic_fallbacks_sync():
"""
Allow setting the fallback in the router.completion() call.