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LiteLLM Minor Fixes & Improvements (11/29/2024) (#6965)
* fix(factory.py): ensure tool call converts image url Fixes https://github.com/BerriAI/litellm/issues/6953 * fix(transformation.py): support mp4 + pdf url's for vertex ai Fixes https://github.com/BerriAI/litellm/issues/6936 * fix(http_handler.py): mask gemini api key in error logs Fixes https://github.com/BerriAI/litellm/issues/6963 * docs(prometheus.md): update prometheus FAQs * feat(auth_checks.py): ensure specific model access > wildcard model access if wildcard model is in access group, but specific model is not - deny access * fix(auth_checks.py): handle auth checks for team based model access groups handles scenario where model access group used for wildcard models * fix(internal_user_endpoints.py): support adding guardrails on `/user/update` Fixes https://github.com/BerriAI/litellm/issues/6942 * fix(key_management_endpoints.py): fix prepare_metadata_fields helper * fix: fix tests * build(requirements.txt): bump openai dep version fixes proxies argument * test: fix tests * fix(http_handler.py): fix error message masking * fix(bedrock_guardrails.py): pass in prepped data * test: fix test * test: fix nvidia nim test * fix(http_handler.py): return original response headers * fix: revert maskedhttpstatuserror * test: update tests * test: cleanup test * fix(key_management_endpoints.py): fix metadata field update logic * fix(key_management_endpoints.py): maintain initial order of guardrails in key update * fix(key_management_endpoints.py): handle prepare metadata * fix: fix linting errors * fix: fix linting errors * fix: fix linting errors * fix: fix key management errors * fix(key_management_endpoints.py): update metadata * test: update test * refactor: add more debug statements * test: skip flaky test * test: fix test * fix: fix test * fix: fix update metadata logic * fix: fix test * ci(config.yml): change db url for e2e ui testing
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37 changed files with 1040 additions and 714 deletions
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#### What this tests ####
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# This adds perf testing to the router, to ensure it's never > 50ms slower than the azure-openai sdk.
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import sys, os, time, inspect, asyncio, traceback
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from datetime import datetime
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import pytest
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# #### What this tests ####
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# # This adds perf testing to the router, to ensure it's never > 50ms slower than the azure-openai sdk.
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# import sys, os, time, inspect, asyncio, traceback
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# from datetime import datetime
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# import pytest
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sys.path.insert(0, os.path.abspath("../.."))
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import openai, litellm, uuid
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from openai import AsyncAzureOpenAI
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# sys.path.insert(0, os.path.abspath("../.."))
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# import openai, litellm, uuid
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# from openai import AsyncAzureOpenAI
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client = AsyncAzureOpenAI(
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api_key=os.getenv("AZURE_API_KEY"),
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azure_endpoint=os.getenv("AZURE_API_BASE"), # type: ignore
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api_version=os.getenv("AZURE_API_VERSION"),
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)
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# client = AsyncAzureOpenAI(
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# api_key=os.getenv("AZURE_API_KEY"),
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# azure_endpoint=os.getenv("AZURE_API_BASE"), # type: ignore
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# api_version=os.getenv("AZURE_API_VERSION"),
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# )
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model_list = [
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{
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"model_name": "azure-test",
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"litellm_params": {
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"model": "azure/chatgpt-v-2",
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"api_key": os.getenv("AZURE_API_KEY"),
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"api_base": os.getenv("AZURE_API_BASE"),
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"api_version": os.getenv("AZURE_API_VERSION"),
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},
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}
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]
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# model_list = [
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# {
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# "model_name": "azure-test",
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# "litellm_params": {
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# "model": "azure/chatgpt-v-2",
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# "api_key": os.getenv("AZURE_API_KEY"),
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# "api_base": os.getenv("AZURE_API_BASE"),
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# "api_version": os.getenv("AZURE_API_VERSION"),
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# },
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# }
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# ]
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router = litellm.Router(model_list=model_list) # type: ignore
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# router = litellm.Router(model_list=model_list) # type: ignore
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async def _openai_completion():
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try:
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start_time = time.time()
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response = await client.chat.completions.create(
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model="chatgpt-v-2",
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messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}],
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stream=True,
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)
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time_to_first_token = None
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first_token_ts = None
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init_chunk = None
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async for chunk in response:
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if (
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time_to_first_token is None
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and len(chunk.choices) > 0
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and chunk.choices[0].delta.content is not None
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):
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first_token_ts = time.time()
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time_to_first_token = first_token_ts - start_time
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init_chunk = chunk
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end_time = time.time()
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print(
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"OpenAI Call: ",
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init_chunk,
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start_time,
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first_token_ts,
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time_to_first_token,
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end_time,
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)
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return time_to_first_token
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except Exception as e:
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print(e)
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return None
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# async def _openai_completion():
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# try:
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# start_time = time.time()
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# response = await client.chat.completions.create(
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# model="chatgpt-v-2",
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# messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}],
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# stream=True,
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# )
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# time_to_first_token = None
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# first_token_ts = None
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# init_chunk = None
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# async for chunk in response:
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# if (
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# time_to_first_token is None
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# and len(chunk.choices) > 0
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# and chunk.choices[0].delta.content is not None
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# ):
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# first_token_ts = time.time()
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# time_to_first_token = first_token_ts - start_time
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# init_chunk = chunk
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# end_time = time.time()
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# print(
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# "OpenAI Call: ",
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# init_chunk,
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# start_time,
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# first_token_ts,
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# time_to_first_token,
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# end_time,
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# )
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# return time_to_first_token
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# except Exception as e:
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# print(e)
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# return None
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async def _router_completion():
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try:
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start_time = time.time()
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response = await router.acompletion(
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model="azure-test",
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messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}],
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stream=True,
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)
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time_to_first_token = None
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first_token_ts = None
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init_chunk = None
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async for chunk in response:
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if (
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time_to_first_token is None
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and len(chunk.choices) > 0
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and chunk.choices[0].delta.content is not None
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):
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first_token_ts = time.time()
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time_to_first_token = first_token_ts - start_time
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init_chunk = chunk
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end_time = time.time()
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print(
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"Router Call: ",
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init_chunk,
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start_time,
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first_token_ts,
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time_to_first_token,
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end_time - first_token_ts,
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)
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return time_to_first_token
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except Exception as e:
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print(e)
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return None
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# async def _router_completion():
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# try:
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# start_time = time.time()
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# response = await router.acompletion(
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# model="azure-test",
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# messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}],
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# stream=True,
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# )
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# time_to_first_token = None
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# first_token_ts = None
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# init_chunk = None
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# async for chunk in response:
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# if (
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# time_to_first_token is None
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# and len(chunk.choices) > 0
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# and chunk.choices[0].delta.content is not None
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# ):
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# first_token_ts = time.time()
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# time_to_first_token = first_token_ts - start_time
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# init_chunk = chunk
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# end_time = time.time()
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# print(
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# "Router Call: ",
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# init_chunk,
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# start_time,
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# first_token_ts,
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# time_to_first_token,
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# end_time - first_token_ts,
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# )
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# return time_to_first_token
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# except Exception as e:
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# print(e)
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# return None
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async def test_azure_completion_streaming():
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"""
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Test azure streaming call - measure on time to first (non-null) token.
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"""
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n = 3 # Number of concurrent tasks
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## OPENAI AVG. TIME
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tasks = [_openai_completion() for _ in range(n)]
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chat_completions = await asyncio.gather(*tasks)
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successful_completions = [c for c in chat_completions if c is not None]
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total_time = 0
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for item in successful_completions:
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total_time += item
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avg_openai_time = total_time / 3
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## ROUTER AVG. TIME
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tasks = [_router_completion() for _ in range(n)]
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chat_completions = await asyncio.gather(*tasks)
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successful_completions = [c for c in chat_completions if c is not None]
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total_time = 0
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for item in successful_completions:
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total_time += item
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avg_router_time = total_time / 3
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## COMPARE
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print(f"avg_router_time: {avg_router_time}; avg_openai_time: {avg_openai_time}")
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assert avg_router_time < avg_openai_time + 0.5
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# async def test_azure_completion_streaming():
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# """
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# Test azure streaming call - measure on time to first (non-null) token.
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# """
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# n = 3 # Number of concurrent tasks
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# ## OPENAI AVG. TIME
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# tasks = [_openai_completion() for _ in range(n)]
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# chat_completions = await asyncio.gather(*tasks)
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# successful_completions = [c for c in chat_completions if c is not None]
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# total_time = 0
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# for item in successful_completions:
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# total_time += item
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# avg_openai_time = total_time / 3
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# ## ROUTER AVG. TIME
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# tasks = [_router_completion() for _ in range(n)]
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# chat_completions = await asyncio.gather(*tasks)
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# successful_completions = [c for c in chat_completions if c is not None]
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# total_time = 0
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# for item in successful_completions:
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# total_time += item
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# avg_router_time = total_time / 3
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# ## COMPARE
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# print(f"avg_router_time: {avg_router_time}; avg_openai_time: {avg_openai_time}")
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# assert avg_router_time < avg_openai_time + 0.5
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# asyncio.run(test_azure_completion_streaming())
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# # asyncio.run(test_azure_completion_streaming())
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