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# What this tests ?
## Tests /key endpoints.
import pytest
import asyncio, time, uuid
import aiohttp
from openai import AsyncOpenAI
import sys, os
from typing import Optional
sys.path.insert(
0, os.path.abspath("../")
) # Adds the parent directory to the system path
import litellm
from litellm.proxy._types import LitellmUserRoles
async def generate_team(
session, models: Optional[list] = None, team_id: Optional[str] = None
):
url = "http://0.0.0.0:4000/team/new"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
if tea
8000
m_id is None:
team_id = "litellm-dashboard"
data = {"team_id": team_id, "models": models}
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(f"Response (Status code: {status}):")
print(response_text)
print()
_json_response = await response.json()
return _json_response
async def generate_user(
session,
user_role="app_owner",
):
url = "http://0.0.0.0:4000/user/new"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
data = {
"user_role": user_role,
"team_id": "litellm-dashboard",
}
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(f"Response (Status code: {status}):")
print(response_text)
print()
_json_response = await response.json()
return _json_response
async def generate_key(
session,
i,
budget=None,
budget_duration=None,
models=["azure-models", "gpt-4", "dall-e-3"],
max_parallel_requests: Optional[int] = None,
user_id: Optional[str] = None,
team_id: Optional[str] = None,
metadata: Optional[dict] = None,
calling_key="sk-1234",
):
url = "http://0.0.0.0:4000/key/generate"
headers = {
"Authorization": f"Bearer {calling_key}",
"Content-Type": "application/json",
}
data = {
"models": models,
"aliases": {"mistral-7b": "gpt-3.5-turbo"},
"duration": None,
"max_budget": budget,
"budget_duration": budget_duration,
"max_parallel_requests": max_parallel_requests,
"user_id": user_id,
"team_id": team_id,
"metadata": metadata,
}
print(f"data: {data}")
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(f"Response {i} (Status code: {status}):")
print(response_text)
print()
if status != 200:
raise Exception(f"Request {i} did not return a 200 status code: {status}")
return await response.json()
@pytest.mark.asyncio
async def test_key_gen():
async with aiohttp.ClientSession() as session:
tasks = [generate_key(session, i) for i in range(1, 11)]
await asyncio.gather(*tasks)
@pytest.mark.asyncio
async def test_simple_key_gen():
async with aiohttp.ClientSession() as session:
key_data = await generate_key(session, i=0)
key = key_data["key"]
assert key_data["token"] is not None
assert key_data["token"] != key
assert key_data["token_id"] is not None
assert key_data["created_at"] is not None
assert key_data["updated_at"] is not None
@pytest.mark.asyncio
async def test_key_gen_bad_key():
"""
Test if you can create a key with a non-admin key, even with UI setup
"""
async with aiohttp.ClientSession() as session:
## LOGIN TO UI
form_data = {"username": "admin", "password": "sk-1234"}
async with session.post(
"http://0.0.0.0:4000/login", data=form_data
) as response:
assert (
response.status == 200
) # Assuming the endpoint returns a 500 status code for error handling
text = await response.text()
print(text)
## create user key with admin key -> expect to work
key_data = await generate_key(session=session, i=0, user_id="user-1234")
key = key_data["key"]
## create new key with user key -> expect to fail
try:
await generate_key(
session=session, i=0, user_id="user-1234", calling_key=key
)
pytest.fail("Expected to fail")
except Exception as e:
pass
async def update_key(session, get_key, metadata: Optional[dict] = None):
"""
Make sure only models user has access to are returned
"""
url = "http://0.0.0.0:4000/key/update"
headers = {
"Authorization": "Bearer sk-1234",
"Content-Type": "application/json",
}
data = {"key": get_key}
if metadata is not None:
data["metadata"] = metadata
else:
data.update({"models": ["gpt-4"], "duration": "120s"})
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(f"Request did not return a 200 status code: {status}")
return await response.json()
async def update_proxy_budget(session):
"""
Make sure only models user has access to are returned
"""
url = "http://0.0.0.0:4000/user/update"
headers = {
"Authorization": f"Bearer sk-1234",
"Content-Type": "application/json",
}
data = {"user_id": "litellm-proxy-budget", "spend": 0}
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(f"Request did not return a 200 status code: {status}")
return await response.json()
async def chat_completion(session, key, model="gpt-4"):
url = "http://0.0.0.0:4000/chat/completions"
headers = {
"Authorization": f"Bearer {key}",
"Content-Type": "application/json",
}
data = {
"model": model,
"messages": [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": "Hello!"},
],
}
for i in range(3):
try:
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(
f"Request did not return a 200 status code: {status}. Response: {response_text}"
)
return await response.json()
except Exception as e:
if "Request did not return a 200 status code" in str(e):
raise e
else:
pass
async def image_generation(session, key, model="dall-e-3"):
url = "http://0.0.0.0:4000/v1/images/generations"
headers = {
"Authorization": f"Bearer {key}",
"Content-Type": "application/json",
}
data = {
"model": model,
"prompt": "A cute baby sea otter",
}
for i in range(3):
try:
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print("/images/generations response", response_text)
print()
if status != 200:
raise Exception(
f"Request did not return a 200 status code: {status}. Response: {response_text}"
)
return await response.json()
except Exception as e:
if "Request did not return a 200 status code" in str(e):
raise e
else:
pass
async def chat_completion_streaming(session, key, model="gpt-4"):
client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000")
messages = [
{"role": "system", "content": "You are a helpful assistant"},
{"role": "user", "content": f"Hello! {time.time()}"},
]
prompt_tokens = litellm.token_counter(model="gpt-35-turbo", messages=messages)
data = {
"model": model,
"messages": messages,
"stream": True,
}
response = await client.chat.completions.create(**data)
content = ""
async for chunk in response:
content += chunk.choices[0].delta.content or ""
print(f"content: {content}")
completion_tokens = litellm.token_counter(
model="gpt-35-turbo", text=content, count_response_tokens=True
)
return prompt_tokens, completion_tokens
@pytest.mark.parametrize("metadata", [{"test": "new"}, {}])
@pytest.mark.asyncio
async def test_key_update(metadata):
"""
Create key
Update key with new model
Test key w/ model
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0, metadata={"test": "test"})
key = key_gen["key"]
assert key_gen["metadata"]["test"] == "test"
updated_key = await update_key(
session=session,
get_key=key,
metadata=metadata,
)
print(f"updated_key['metadata']: {updated_key['metadata']}")
assert updated_key["metadata"] == metadata
await update_proxy_budget(session=session) # resets proxy spend
await chat_completion(session=session, key=key)
async def delete_key(session, get_key, auth_key="sk-1234"):
"""
Delete key
"""
url = "http://0.0.0.0:4000/key/delete"
headers = {
"Authorization": f"Bearer {auth_key}",
"Content-Type": "application/json",
}
data = {"keys": [get_key]}
async with session.post(url, headers=headers, json=data) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(f"Request did not return a 200 status code: {status}")
return await response.json()
@pytest.mark.asyncio
async def test_key_delete():
"""
Delete key
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0)
key = key_gen["key"]
await delete_key(
session=session,
get_key=key,
)
async def get_key_info(session, call_key, get_key=None):
"""
Make sure only models user has access to are returned
"""
if get_key is None:
url = "http://0.0.0.0:4000/key/info"
else:
url = f"http://0.0.0.0:4000/key/info?key={get_key}"
headers = {
"Authorization": f"Bearer {call_key}",
"Content-Type": "application/json",
}
async with session.get(url, headers=headers) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
if call_key != get_key:
return status
else:
print(f"call_key: {call_key}; get_key: {get_key}")
raise Exception(
f"Request did not return a 200 status code: {status}. Responses {response_text}"
)
return await response.json()
async def get_model_list(session, call_key, endpoint: str = "/v1/models"):
"""
Make sure only models user has access to are returned
"""
url = "http://0.0.0.0:4000" + endpoint
headers = {
"Authorization": f"Bearer {call_key}",
"Content-Type": "application/json",
}
async with session.get(url, headers=headers) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(
f"Request did not return a 200 status code: {status}. Responses {
8BD0
response_text}"
)
return await response.json()
async def get_model_info(session, call_key):
"""
Make sure only models user has access to are returned
"""
url = "http://0.0.0.0:4000/model/info"
headers = {
"Authorization": f"Bearer {call_key}",
"Content-Type": "application/json",
}
async with session.get(url, headers=headers) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(
f"Request did not return a 200 status code: {status}. Responses {response_text}"
)
return await response.json()
@pytest.mark.asyncio
async def test_key_info():
"""
Get key info
- as admin -> 200
- as key itself -> 200
- as non existent key -> 404
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0)
key = key_gen["key"]
# as admin #
await get_key_info(session=session, get_key=key, call_key="sk-1234")
# as key itself #
await get_key_info(session=session, get_key=key, call_key=key)
# as key itself, use the auth param, and no query key needed
await get_key_info(session=session, call_key=key)
# as random key #
random_key = f"sk-{uuid.uuid4()}"
status = await get_key_info(session=session, get_key=random_key, call_key=key)
assert status == 404
@pytest.mark.asyncio
async def test_model_info():
"""
Get model info for models key has access to
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0)
key = key_gen["key"]
# as admin #
admin_models = await get_model_info(session=session, call_key="sk-1234")
admin_models = admin_models["data"]
# as key itself #
user_models = await get_model_info(session=session, call_key=key)
user_models = user_models["data"]
assert len(admin_models) > len(user_models)
assert len(user_models) > 0
async def get_spend_logs(session, request_id):
url = f"http://0.0.0.0:4000/spend/logs?request_id={request_id}"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
async with session.get(url, headers=headers) as response:
status = response.status
response_text = await response.text()
print(response_text)
print()
if status != 200:
raise Exception(f"Request did not return a 200 status code: {status}")
return await response.json()
@pytest.mark.skip(reason="Hanging on ci/cd")
@pytest.mark.asyncio
async def test_key_info_spend_values():
"""
Test to ensure spend is correctly calculated
- create key
- make completion call
- assert cost is expected value
"""
async def retry_request(func, *args, _max_attempts=5, **kwargs):
for attempt in range(_max_attempts):
try:
return await func(*args, **kwargs)
except aiohttp.client_exceptions.ClientOSError as e:
if attempt + 1 == _max_attempts:
raise # re-raise the last ClientOSError if all attempts failed
print(f"Attempt {attempt+1} failed, retrying...")
async with aiohttp.ClientSession() as session:
## Test Spend Update ##
# completion
key_gen = await generate_key(session=session, i=0)
key = key_gen["key"]
response = await chat_completion(session=session, key=key)
await asyncio.sleep(5)
spend_logs = await retry_request(
get_spend_logs, session=session, request_id=response["id"]
)
print(f"spend_logs: {spend_logs}")
completion_tokens = spend_logs[0]["completion_tokens"]
prompt_tokens = spend_logs[0]["prompt_tokens"]
print(f"prompt_tokens: {prompt_tokens}; completion_tokens: {completion_tokens}")
litellm.set_verbose = True
prompt_cost, completion_cost = litellm.cost_per_token(
model="gpt-35-turbo",
prompt_tokens=prompt_tokens,
completion_tokens=completion_tokens,
custom_llm_provider="azure",
)
print("prompt_cost: ", prompt_cost, "completion_cost: ", completion_cost)
response_cost = prompt_cost + completion_cost
print(f"response_cost: {response_cost}")
await asyncio.sleep(5) # allow db log to be updated
key_info = await get_key_info(session=session, get_key=key, call_key=key)
print(
f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}"
)
rounded_response_cost = round(response_cost, 8)
rounde
10000
d_key_info_spend = round(key_info["info"]["spend"], 8)
assert (
rounded_response_cost == rounded_key_info_spend
), f"Expected cost= {rounded_response_cost} != Tracked Cost={rounded_key_info_spend}"
@pytest.mark.asyncio
@pytest.mark.flaky(retries=6, delay=2)
@pytest.mark.skip(reason="Temporarily skipping due to model change. Will be updated soon.")
async def test_aaaaakey_info_spend_values_streaming():
"""
Test to ensure spend is correctly calculated.
- create key
- make completion call
- assert cost is expected value
"""
async with aiohttp.ClientSession() as session:
## streaming - azure
key_gen = await generate_key(session=session, i=0)
new_key = key_gen["key"]
prompt_tokens, completion_tokens = await chat_completion_streaming(
session=session, key=new_key
)
print(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}")
prompt_cost, completion_cost = litellm.cost_per_token(
model="azure/gpt-4o",
prompt_tokens=prompt_tokens,
completion_tokens=completion_tokens,
)
response_cost = prompt_cost + completion_cost
await asyncio.sleep(8) # allow db log to be updated
print(f"new_key: {new_key}")
key_info = await get_key_info(
session=session, get_key=new_key, call_key=new_key
)
print(
f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}"
)
rounded_response_cost = round(response_cost, 8)
rounded_key_info_spend = round(key_info["info"]["spend"], 8)
assert (
rounded_response_cost == rounded_key_info_spend
), f"Expected={rounded_response_cost}, Got={rounded_key_info_spend}"
@pytest.mark.flaky(retries=3, delay=1)
@pytest.mark.asyncio
async def test_key_info_spend_values_image_generation():
"""
Test to ensure spend is correctly calculated
- create key
- make image gen call
- assert cost is expected value
"""
async def retry_request(func, *args, _max_attempts=5, **kwargs):
for attempt in range(_max_attempts):
try:
return await func(*args, **kwargs)
except aiohttp.client_exceptions.ClientOSError as e:
if attempt + 1 == _max_attempts:
raise # re-raise the last ClientOSError if all attempts failed
print(f"Attempt {attempt+1} failed, retrying...")
async with aiohttp.ClientSession(
timeout=aiohttp.ClientTimeout(total=600)
) as session:
## Test Spend Update ##
# completion
key_gen = await generate_key(session=session, i=0)
key = key_gen["key"]
response = await image_generation(session=session, key=key)
await asyncio.sleep(5)
key_info = await retry_request(
get_key_info, session=session, get_key=key, call_key=key
)
spend = key_info["info"]["spend"]
assert spend > 0
@pytest.mark.skip(reason="Frequent check on ci/cd leads to read timeout issue.")
@pytest.mark.asyncio
async def test_key_with_budgets():
"""
- Create key with budget and 5min duration
- Get 'reset_at' value
- wait 10min (budget reset runs every 10mins.)
- Check if value updated
"""
from litellm.proxy.utils import hash_token
async def retry_request(func, *args, _max_attempts=5, **kwargs):
for attempt in range(_max_attempts):
try:
return await func(*args, **kwargs)
except aiohttp.client_exceptions.ClientOSError as e:
if attempt + 1 == _max_attempts:
raise # re-raise the last ClientOSError if all attempts failed
print(f"Attempt {attempt+1} failed, retrying...")
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(
session=session, i=0, budget=10, budget_duration="5s"
)
key = key_gen["key"]
hashed_token = hash_token(token=key)
print(f"hashed_token: {hashed_token}")
key_info = await get_key_info(session=session, get_key=key, call_key=key)
reset_at_init_value = key_info["info"]["budget_reset_at"]
reset_at_new_value = None
i = 0
for i in range(3):
await asyncio.sleep(70)
key_info = await retry_request(
get_key_info, session=session, get_key=key, call_key=key
)
reset_at_new_value = key_info["info"]["budget_reset_at"]
try:
assert reset_at_init_value != reset_at_new_value
break
except Exception:
i + 1
await asyncio.sleep(10)
assert reset_at_init_value != reset_at_new_value
@pytest.mark.asyncio
async def test_key_crossing_budget():
"""
- Create key with budget with budget=0.00000001
- make a /chat/completions call
- wait 5s
- make a /chat/completions call - should fail with key crossed it's budget
- Check if value updated
"""
from litellm.proxy.utils import hash_token
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0, budget=0.0000001)
key = key_gen["key"]
hashed_token = hash_token(token=key)
print(f"hashed_token: {hashed_token}")
response = await chat_completion(session=session, key=key)
print("response 1: ", response)
await asyncio.sleep(10)
try:
response = await chat_completion(session=session, key=key)
pytest.fail("Should have failed - Key crossed it's budget")
except Exception as e:
assert "Budget has been exceeded!" in str(e)
@pytest.mark.skip(reason="AWS Suspended Account")
@pytest.mark.asyncio
async def test_key_info_spend_values_sagemaker():
"""
Tests the sync streaming loop to ensure spend is correctly calculated.
- create key
- make completion call
- assert cost is expected value
"""
async with aiohttp.ClientSession() as session:
## streaming - sagemaker
key_gen = await generate_key(session=session, i=0, models=[])
new_key = key_gen["key"]
prompt_tokens, completion_tokens = await chat_completion_streaming(
session=session, key=new_key, model="sagemaker-completion-model"
)
await asyncio.sleep(5) # allow db log to be updated
key_info = await get_key_info(
session=session, get_key=new_key, call_key=new_key
)
rounded_key_info_spend = round(key_info["info"]["spend"], 8)
assert rounded_key_info_spend > 0
# assert rounded_response_cost == rounded_key_info_spend
@pytest.mark.asyncio
async def test_key_rate_limit():
"""
Tests backoff/retry logic on parallel request error.
- Create key with max parallel requests 0
- run 2 requests -> both fail
- Create key with max parallel request 1
- run 2 requests
- both should succeed
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0, max_parallel_requests=0)
new_key = key_gen["key"]
try:
await chat_completion(session=session, key=new_key)
pytest.fail(f"Expected this call to fail")
except Exception as e:
pass
key_gen = await generate_key(session=session, i=0, max_parallel_requests=1)
new_key = key_gen["key"]
try:
await chat_completion(session=session, key=new_key)
except Exception as e:
pytest.fail(f"Expected this call to work - {str(e)}")
@pytest.mark.asyncio
async def test_key_delete_ui():
"""
Admin UI flow - DO NOT DELETE
-> Create a key with user_id = "ishaan"
-> Log on Admin UI, delete the key for user "ishaan"
-> This should work, since we're on the admin UI and role == "proxy_admin
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0, user_id="ishaan-smart")
key = key_gen["key"]
# generate a admin UI key
team = await generate_team(session=session)
admin_ui_key = await generate_user(
session=session, user_role=LitellmUserRoles.PROXY_ADMIN.value
)
print(
"trying to delete key=",
key,
"using key=",
admin_ui_key["key"],
" to auth in",
)
await delete_key(
session=session,
get_key=key,
auth_key=admin_ui_key["key"],
)
@pytest.mark.parametrize("model_access", ["all-team-models", "gpt-3.5-turbo"])
@pytest.mark.parametrize("model_access_level", ["key", "team"])
@pytest.mark.parametrize("model_endpoint", ["/v1/models", "/model/info"])
@pytest.mark.asyncio
async def test_key_model_list(model_access, model_access_level, model_endpoint):
"""
Test if `/v1/models` works as expected.
"""
async with aiohttp.ClientSession() as session:
_models = [] if model_access == "all-team-models" else [model_access]
team_id = "litellm_dashboard_{}".format(uuid.uuid4())
new_team = await generate_team(
session=session,
models=_models if model_access_level == "team" else None,
team_id=team_id,
)
key_gen = await generate_key(
session=session,
i=0,
team_id=team_id,
models=_models if model_access_level == "key" else [],
)
key = key_gen["key"]
print(f"key: {key}")
model_list = await get_model_list(
session=session, call_key=key, endpoint=model_endpoint
)
print(f"model_list: {model_list}")
if model_access == "all-team-models":
if model_endpoint == "/v1/models":
assert not isinstance(model_list["data"][0]["id"], list)
assert isinstance(model_list["data"][0]["id"], str)
elif model_endpoint == "/model/info":
assert isinstance(model_list["data"], list)
assert len(model_list["data"]) > 0
if model_access == "gpt-3.5-turbo":
if model_endpoint == "/v1/models":
assert (
len(model_list["data"]) == 1
), "model_access={}, model_access_level={}".format(
model_access, model_access_level
)
assert model_list["data"][0]["id"] == model_access
elif model_endpoint == "/model/info":
assert isinstance(model_list["data"], list)
assert len(model_list["data"]) == 1
@pytest.mark.asyncio
async def test_key_user_not_in_db():
"""
- Create a key with unique user-id (not in db)
- Check if key can make `/chat/completion` call
"""
my_unique_user = str(uuid.uuid4())
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(
session=session,
i=0,
user_id=my_unique_user,
)
key = key_gen["key"]
try:
await chat_completion(session=session, key=key)
except Exception as e:
pytest.fail(f"Expected this call to work - {str(e)}")
@pytest.mark.asyncio
async def test_key_over_budget():
"""
Test if key over budget is handled as expected.
"""
async with aiohttp.ClientSession() as session:
key_gen = await generate_key(session=session, i=0, budget=0.0000001)
key = key_gen["key"]
try:
await chat_completion(session=session, key=key)
except Exception as e:
pytest.fail(f"Expected this call to work - {str(e)}")
## CALL `/models` - expect to work
model_list = await get_key_info(session=session, get_key=key, call_key=key)
## CALL `/chat/completions` - expect to fail
try:
await chat_completion(session=session, key=key)
pytest.fail("Expected this call to fail")
except Exception as e:
assert "Budget has been exceeded!" in str(e)