test local spend accuracy

This commit is contained in:
Ishaan Jaff 2025-03-28 19:52:39 -07:00
parent 183c33bb02
commit ba550e2147
2 changed files with 280 additions and 0 deletions

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@ -12,3 +12,4 @@ litellm_settings:
cache: true
cache_params:
type: redis
supported_call_types: []

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@ -0,0 +1,279 @@
import pytest
import asyncio
import aiohttp
import json
from httpx import AsyncClient
from typing import Any, Optional
import uuid
"""
Tests to run
Basic Tests:
1. Basic Spend Accuracy Test:
- 1 Request costs $0.037
- Make 12 requests
- Expect the spend for each of the following to be 12 * $0.037
Key: $0.444 (call /info endpoint for each object to validate)
Team: $0.444
User: $0.444
Org: $0.444
End User: $0.444
2. Long term spend accuracy test (with 2 bursts of requests)
- 1 Request costs $0.037
- Burst 1: 12 requests
- Burst 2: 22 requests
- Expect the spend for each of the following to be (12 + 22) * $0.037
Key: $1.296
Team: $1.296
User: $1.296
Org: $1.296
End User: $1.296
Additional Test Scenarios:
3. Concurrent Request Accuracy Test:
- Make 20 concurrent requests
- Verify total spend is 20 * $0.037
- Check for race conditions in spend tracking
4. Error Case Test:
- Make 10 successful requests ($0.037 each)
- Make 5 failed requests
- Verify spend is only counted for successful requests (10 * $0.037)
5. Mixed Request Type Test:
- Make different types of requests with varying costs
- Verify accurate total spend calculation
"""
async def create_organization(session, organization_alias: str):
"""Helper function to create a new organization"""
url = "http://0.0.0.0:4002/organization/new"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
data = {"organization_alias": organization_alias}
async with session.post(url, headers=headers, json=data) as response:
return await response.json()
async def create_team(session, org_id: str):
"""Helper function to create a new team under an organization"""
url = "http://0.0.0.0:4002/team/new"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
data = {"organization_id": org_id, "team_alias": f"test-team-{uuid.uuid4()}"}
async with session.post(url, headers=headers, json=data) as response:
return await response.json()
async def create_user(session, org_id: str):
"""Helper function to create a new user"""
url = "http://0.0.0.0:4002/user/new"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
data = {"user_name": f"test-user-{uuid.uuid4()}"}
async with session.post(url, headers=headers, json=data) as response:
return await response.json()
async def generate_key(session, user_id: str, team_id: str):
"""Helper function to generate a key for a specific user and team"""
url = "http://0.0.0.0:4002/key/generate"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
data = {"user_id": user_id, "team_id": team_id}
async with session.post(url, headers=headers, json=data) as response:
return await response.json()
async def chat_completion(session, key: str):
"""Make a chat completion request"""
from openai import AsyncOpenAI
import uuid
client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4002/v1")
response = await client.chat.completions.create(
model="fake-openai-endpoint",
messages=[{"role": "user", "content": f"Test message {uuid.uuid4()}"}],
)
return response
async def get_spend_info(session, entity_type: str, entity_id: str):
"""Helper function to get spend information for an entity"""
url = f"http://0.0.0.0:4002/{entity_type}/info"
headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
if entity_type == "key":
data = {"key": entity_id}
else:
data = {f"{entity_type}_id": entity_id}
async with session.get(url, headers=headers, params=data) as response:
return await response.json()
@pytest.mark.asyncio
async def test_basic_spend_accuracy():
"""
Test basic spend accuracy across different entities:
1. Create org, team, user, and key
2. Make 12 requests at $0.037 each
3. Verify spend accuracy for key, team, user, org, and end user
"""
SPEND_PER_REQUEST = 3.75 * 10**-5
NUM_LLM_REQUESTS = 20
expected_spend = NUM_LLM_REQUESTS * SPEND_PER_REQUEST # 12 requests at $0.037 each
# Add tolerance constant at the top of the test
TOLERANCE = 1e-10 # Small number to account for floating-point precision
async with aiohttp.ClientSession() as session:
# Create organization
org_response = await create_organization(
session=session, organization_alias=f"test-org-{uuid.uuid4()}"
)
print("org_response: ", org_response)
org_id = org_response["organization_id"]
# Create team under organization
team_response = await create_team(session, org_id)
print("team_response: ", team_response)
team_id = team_response["team_id"]
# Create user
user_response = await create_user(session, org_id)
print("user_response: ", user_response)
user_id = user_response["user_id"]
# Generate key
key_response = await generate_key(session, user_id, team_id)
print("key_response: ", key_response)
key = key_response["key"]
# Make 12 requests
for _ in range(NUM_LLM_REQUESTS):
response = await chat_completion(session, key)
print("response: ", response)
# wait 10 seconds for spend to be updated
await asyncio.sleep(15)
# Get spend information for each entity
key_info = await get_spend_info(session, "key", key)
print("key_info: ", key_info)
team_info = await get_spend_info(session, "team", team_id)
print("team_info: ", team_info)
user_info = await get_spend_info(session, "user", user_id)
print("user_info: ", user_info)
org_info = await get_spend_info(session, "organization", org_id)
print("org_info: ", org_info)
# Verify spend for each entity
assert (
abs(key_info["info"]["spend"] - expected_spend) < TOLERANCE
), f"Key spend {key_info['info']['spend']} does not match expected {expected_spend}"
assert (
abs(user_info["user_info"]["spend"] - expected_spend) < TOLERANCE
), f"User spend {user_info['info']['spend']} does not match expected {expected_spend}"
assert (
abs(team_info["team_info"]["spend"] - expected_spend) < TOLERANCE
), f"Team spend {team_info['team_info']['spend']} does not match expected {expected_spend}"
assert (
abs(org_info["spend"] - expected_spend) < TOLERANCE
), f"Organization spend {org_info['spend']} does not match expected {expected_spend}"
@pytest.mark.asyncio
async def test_long_term_spend_accuracy_with_bursts():
"""
Test long-term spend accuracy with multiple bursts of requests:
1. Create org, team, user, and key
2. Burst 1: Make 12 requests
3. Burst 2: Make 22 more requests
4. Verify the total spend (34 requests) is tracked accurately across all entities
"""
SPEND_PER_REQUEST = 3.75 * 10**-5 # Cost per request
BURST_1_REQUESTS = 22 # Number of requests in first burst
BURST_2_REQUESTS = 12 # Number of requests in second burst
TOTAL_REQUESTS = BURST_1_REQUESTS + BURST_2_REQUESTS
expected_spend = TOTAL_REQUESTS * SPEND_PER_REQUEST
# Tolerance for floating-point comparison
TOLERANCE = 1e-10
async with aiohttp.ClientSession() as session:
# Create organization
org_response = await create_organization(
session=session, organization_alias=f"test-org-{uuid.uuid4()}"
)
print("org_response: ", org_response)
org_id = org_response["organization_id"]
# Create team under organization
team_response = await create_team(session, org_id)
print("team_response: ", team_response)
team_id = team_response["team_id"]
# Create user
user_response = await create_user(session, org_id)
print("user_response: ", user_response)
user_id = user_response["user_id"]
# Generate key
key_response = await generate_key(session, user_id, team_id)
print("key_response: ", key_response)
key = key_response["key"]
# First burst: 12 requests
print(f"Starting first burst of {BURST_1_REQUESTS} requests...")
for i in range(BURST_1_REQUESTS):
response = await chat_completion(session, key)
print(f"Burst 1 - Request {i+1}/{BURST_1_REQUESTS} completed")
# Wait for spend to be updated
await asyncio.sleep(8)
# Check intermediate spend
intermediate_key_info = await get_spend_info(session, "key", key)
print(f"After Burst 1 - Key spend: {intermediate_key_info['info']['spend']}")
# Second burst: 22 requests
print(f"Starting second burst of {BURST_2_REQUESTS} requests...")
for i in range(BURST_2_REQUESTS):
response = await chat_completion(session, key)
print(f"Burst 2 - Request {i+1}/{BURST_2_REQUESTS} completed")
# Wait for spend to be updated
await asyncio.sleep(8)
# Get final spend information for each entity
key_info = await get_spend_info(session, "key", key)
team_info = await get_spend_info(session, "team", team_id)
user_info = await get_spend_info(session, "user", user_id)
org_info = await get_spend_info(session, "organization", org_id)
print(f"Final key spend: {key_info['info']['spend']}")
print(f"Final team spend: {team_info['team_info']['spend']}")
print(f"Final user spend: {user_info['user_info']['spend']}")
print(f"Final org spend: {org_info['spend']}")
# Verify total spend for each entity
assert (
abs(key_info["info"]["spend"] - expected_spend) < TOLERANCE
), f"Key spend {key_info['info']['spend']} does not match expected {expected_spend}"
assert (
abs(user_info["user_info"]["spend"] - expected_spend) < TOLERANCE
), f"User spend {user_info['user_info']['spend']} does not match expected {expected_spend}"
assert (
abs(team_info["team_info"]["spend"] - expected_spend) < TOLERANCE
), f"Team spend {team_info['team_info']['spend']} does not match expected {expected_spend}"
assert (
abs(org_info["spend"] - expected_spend) < TOLERANCE
), f"Organization spend {org_info['spend']} does not match expected {expected_spend}"