add test for rate limit error models in cool down

This commit is contained in:
Ishaan Jaff 2024-09-14 16:01:14 -07:00
parent f90be73c47
commit bb746fbe89

View file

@ -454,6 +454,107 @@ async def test_high_traffic_cooldowns_one_bad_deployment():
assert len(cooldown_list) == 1
@pytest.mark.asyncio()
async def test_high_traffic_cooldowns_one_rate_limited_deployment():
"""
PROD TEST - 3 deployments, 1- deployment fails 6/10 requests, assert that bad deployment gets put into cooldown
"""
router = Router(
model_list=[
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {
"model": "gpt-3.5-turbo",
"api_base": "https://api.openai.com",
},
},
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {
"model": "gpt-3.5-turbo",
"api_base": "https://api.openai.com-2",
},
},
{
"model_name": "gpt-3.5-turbo",
"litellm_params": {
"model": "gpt-3.5-turbo",
"api_base": "https://api.openai.com-3",
},
},
],
set_verbose=True,
debug_level="DEBUG",
)
all_deployment_ids = router.get_model_ids()
import random
from collections import defaultdict
# Create a defaultdict to track successes and failures for each model ID
model_stats = defaultdict(lambda: {"successes": 0, "failures": 0})
bad_deployment_id = random.choice(all_deployment_ids)
litellm.set_verbose = True
for _ in range(100):
try:
model_id = random.choice(all_deployment_ids)
num_successes = model_stats[model_id]["successes"]
num_failures = model_stats[model_id]["failures"]
total_requests = num_failures + num_successes
if total_requests > 0:
print(
"num failures= ",
num_failures,
"num successes= ",
num_successes,
"num_failures/total = ",
num_failures / total_requests,
)
if total_requests == 0:
mock_response = "hi"
elif bad_deployment_id == model_id:
if num_failures / total_requests <= 0.6:
mock_response = "litellm.RateLimitError"
elif num_failures / total_requests <= 0.25:
# Randomly decide between fail and succeed
if random.random() < 0.5:
mock_response = "hi"
else:
mock_response = "litellm.InternalServerError"
else:
mock_response = "hi"
await router.acompletion(
model=model_id,
messages=[{"role": "user", "content": "Hey, how's it going?"}],
mock_response=mock_response,
)
model_stats[model_id]["successes"] += 1
await asyncio.sleep(0.0001)
except litellm.InternalServerError:
model_stats[model_id]["failures"] += 1
pass
except litellm.RateLimitError:
model_stats[bad_deployment_id]["failures"] += 1
pass
except Exception as e:
print("Failed test model stats=", model_stats)
raise e
print("model_stats: ", model_stats)
cooldown_list = await _async_get_cooldown_deployments(
litellm_router_instance=router
)
assert len(cooldown_list) == 1
"""
Unit tests for router set_cooldowns