Added LiteLLM to the stack
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290
Development/litellm/tests/test_end_users.py
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290
Development/litellm/tests/test_end_users.py
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# What is this?
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## Unit tests for the /end_users/* endpoints
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import pytest
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import asyncio
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import aiohttp
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import time
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import uuid
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from openai import AsyncOpenAI
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from typing import Optional
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"""
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- `/end_user/new`
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- `/end_user/info`
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"""
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async def chat_completion_with_headers(session, key, model="gpt-4"):
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url = "http://0.0.0.0:4000/chat/completions"
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headers = {
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"Authorization": f"Bearer {key}",
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"Content-Type": "application/json",
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}
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data = {
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"model": model,
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"messages": [
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{"role": "system", "content": "You are a helpful assistant."},
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{"role": "user", "content": "Hello!"},
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],
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}
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async with session.post(url, headers=headers, json=data) as response:
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status = response.status
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response_text = await response.text()
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print(response_text)
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print()
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if status != 200:
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raise Exception(f"Request did not return a 200 status code: {status}")
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response_header_check(
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response
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) # calling the function to check response headers
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raw_headers = response.raw_headers
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raw_headers_json = {}
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for (
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item
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) in (
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response.raw_headers
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): # ((b'date', b'Fri, 19 Apr 2024 21:17:29 GMT'), (), )
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raw_headers_json[item[0].decode("utf-8")] = item[1].decode("utf-8")
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return raw_headers_json
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async def generate_key(
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session,
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i,
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budget=None,
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budget_duration=None,
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models=["azure-models", "gpt-4", "dall-e-3"],
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max_parallel_requests: Optional[int] = None,
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user_id: Optional[str] = None,
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team_id: Optional[str] = None,
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calling_key="sk-1234",
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):
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url = "http://0.0.0.0:4000/key/generate"
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headers = {
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"Authorization": f"Bearer {calling_key}",
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"Content-Type": "application/json",
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}
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data = {
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"models": models,
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"aliases": {"mistral-7b": "gpt-3.5-turbo"},
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"duration": None,
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"max_budget": budget,
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"budget_duration": budget_duration,
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"max_parallel_requests": max_parallel_requests,
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"user_id": user_id,
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"team_id": team_id,
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}
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print(f"data: {data}")
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async with session.post(url, headers=headers, json=data) as response:
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status = response.status
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response_text = await response.text()
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print(f"Response {i} (Status code: {status}):")
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print(response_text)
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print()
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if status != 200:
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raise Exception(f"Request {i} did not return a 200 status code: {status}")
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return await response.json()
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async def new_end_user(
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session,
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i,
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user_id=str(uuid.uuid4()),
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model_region=None,
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default_model=None,
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budget_id=None,
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):
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url = "http://0.0.0.0:4000/end_user/new"
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headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
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data = {
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"user_id": user_id,
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"allowed_model_region": model_region,
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"default_model": default_model,
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}
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if budget_id is not None:
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data["budget_id"] = budget_id
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print("end user data: {}".format(data))
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async with session.post(url, headers=headers, json=data) as response:
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status = response.status
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response_text = await response.text()
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print(f"Response {i} (Status code: {status}):")
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print(response_text)
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print()
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if status != 200:
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raise Exception(f"Request {i} did not return a 200 status code: {status}")
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return await response.json()
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async def new_budget(session, i, budget_id=None):
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url = "http://0.0.0.0:4000/budget/new"
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headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
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data = {
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"budget_id": budget_id,
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"tpm_limit": 2,
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}
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async with session.post(url, headers=headers, json=data) as response:
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status = response.status
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response_text = await response.text()
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print(f"Response {i} (Status code: {status}):")
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print(response_text)
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print()
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@pytest.mark.asyncio
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async def test_end_user_new():
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"""
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Make 20 parallel calls to /user/new. Assert all worked.
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"""
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async with aiohttp.ClientSession() as session:
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tasks = [new_end_user(session, i, str(uuid.uuid4())) for i in range(1, 11)]
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await asyncio.gather(*tasks)
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@pytest.mark.asyncio
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async def test_aaaend_user_specific_region():
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"""
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- Specify region user can make calls in
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- Make a generic call
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- assert returned api base is for model in region
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Repeat 3 times
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"""
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key: str = ""
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## CREATE USER ##
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async with aiohttp.ClientSession() as session:
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end_user_obj = await new_end_user(
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session=session,
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i=0,
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user_id=str(uuid.uuid4()),
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model_region="eu",
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)
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## MAKE CALL ##
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key_gen = await generate_key(
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session=session, i=0, models=["gpt-3.5-turbo-end-user-test"]
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)
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key = key_gen["key"]
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for _ in range(3):
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client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000", max_retries=0)
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print("SENDING USER PARAM - {}".format(end_user_obj["user_id"]))
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result = await client.chat.completions.with_raw_response.create(
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model="gpt-3.5-turbo-end-user-test",
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messages=[{"role": "user", "content": "Hey!"}],
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user=end_user_obj["user_id"],
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)
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assert result.headers.get("x-litellm-model-region") == "eu"
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@pytest.mark.asyncio
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async def test_enduser_tpm_limits_non_master_key():
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"""
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1. budget_id = Create Budget with tpm_limit = 10
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2. create end_user with budget_id
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3. Make /chat/completions calls
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4. Sleep 1 second
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4. Make /chat/completions call -> expect this to fail because rate limit hit
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"""
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async with aiohttp.ClientSession() as session:
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# create a budget with budget_id = "free-tier"
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budget_id = f"free-tier-{uuid.uuid4()}"
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await new_budget(session, 0, budget_id=budget_id)
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await asyncio.sleep(2)
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end_user_id = str(uuid.uuid4())
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await new_end_user(
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session=session, i=0, user_id=end_user_id, budget_id=budget_id
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)
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## MAKE CALL ##
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key_gen = await generate_key(session=session, i=0, models=[])
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key = key_gen["key"]
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# chat completion 1
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client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000", max_retries=0)
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# chat completion 2
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passed = 0
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for _ in range(10):
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try:
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result = await client.chat.completions.create(
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model="fake-openai-endpoint",
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messages=[{"role": "user", "content": "Hey!"}],
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user=end_user_id,
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)
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passed += 1
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except Exception:
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pass
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print("Passed requests=", passed)
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assert (
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passed < 5
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), f"Sent 10 requests and end-user has tpm_limit of 2. Number requests passed: {passed}. Expected less than 5 to pass"
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@pytest.mark.asyncio
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async def test_enduser_tpm_limits_with_master_key():
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"""
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1. budget_id = Create Budget with tpm_limit = 10
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2. create end_user with budget_id
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3. Make /chat/completions calls
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4. Sleep 1 second
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4. Make /chat/completions call -> expect this to fail because rate limit hit
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"""
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async with aiohttp.ClientSession() as session:
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# create a budget with budget_id = "free-tier"
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budget_id = f"free-tier-{uuid.uuid4()}"
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await new_budget(session, 0, budget_id=budget_id)
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end_user_id = str(uuid.uuid4())
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await new_end_user(
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session=session, i=0, user_id=end_user_id, budget_id=budget_id
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)
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# chat completion 1
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client = AsyncOpenAI(
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api_key="sk-1234", base_url="http://0.0.0.0:4000", max_retries=0
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)
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# chat completion 2
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passed = 0
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for _ in range(10):
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try:
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result = await client.chat.completions.create(
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model="fake-openai-endpoint",
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messages=[{"role": "user", "content": "Hey!"}],
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user=end_user_id,
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)
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passed += 1
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except Exception:
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pass
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print("Passed requests=", passed)
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assert (
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passed < 5
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), f"Sent 10 requests and end-user has tpm_limit of 2. Number requests passed: {passed}. Expected less than 5 to pass"
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