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Merge pull request #1891 from BerriAI/litellm_make_s3_cache_async
[FEAT] 78% Faster s3 Cache⚡️- Proxy/ litellm.acompletion/ litellm.Router.acompletion
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Original file line number | Diff line number | Diff line change |
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# import sys, os | ||
# import traceback | ||
# from dotenv import load_dotenv | ||
# import copy | ||
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# load_dotenv() | ||
# sys.path.insert( | ||
# 0, os.path.abspath("../..") | ||
# ) # Adds the parent directory to the system path | ||
# import asyncio | ||
# from litellm import Router, Timeout | ||
# import time | ||
# from litellm.caching import Cache | ||
# import litellm | ||
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# litellm.cache = Cache( | ||
# type="s3", s3_bucket_name="cache-bucket-litellm", s3_region_name="us-west-2" | ||
# ) | ||
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# ### Test calling router with s3 Cache | ||
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# async def call_acompletion(semaphore, router: Router, input_data): | ||
# async with semaphore: | ||
# try: | ||
# # Use asyncio.wait_for to set a timeout for the task | ||
# response = await router.acompletion(**input_data) | ||
# # Handle the response as needed | ||
# print(response) | ||
# return response | ||
# except Timeout: | ||
# print(f"Task timed out: {input_data}") | ||
# return None # You may choose to return something else or raise an exception | ||
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# async def main(): | ||
# # Initialize the Router | ||
# model_list = [ | ||
# { | ||
# "model_name": "gpt-3.5-turbo", | ||
# "litellm_params": { | ||
# "model": "gpt-3.5-turbo", | ||
# "api_key": os.getenv("OPENAI_API_KEY"), | ||
# }, | ||
# }, | ||
# { | ||
# "model_name": "gpt-3.5-turbo", | ||
# "litellm_params": { | ||
# "model": "azure/chatgpt-v-2", | ||
# "api_key": os.getenv("AZURE_API_KEY"), | ||
# "api_base": os.getenv("AZURE_API_BASE"), | ||
# "api_version": os.getenv("AZURE_API_VERSION"), | ||
# }, | ||
# }, | ||
# ] | ||
# router = Router(model_list=model_list, num_retries=3, timeout=10) | ||
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# # Create a semaphore with a capacity of 100 | ||
# semaphore = asyncio.Semaphore(100) | ||
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# # List to hold all task references | ||
# tasks = [] | ||
# start_time_all_tasks = time.time() | ||
# # Launch 1000 tasks | ||
# for _ in range(500): | ||
# task = asyncio.create_task( | ||
# call_acompletion( | ||
# semaphore, | ||
# router, | ||
# { | ||
# "model": "gpt-3.5-turbo", | ||
# "messages": [{"role": "user", "content": "Hey, how's it going?"}], | ||
# }, | ||
# ) | ||
# ) | ||
# tasks.append(task) | ||
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# # Wait for all tasks to complete | ||
# responses = await asyncio.gather(*tasks) | ||
# # Process responses as needed | ||
# # Record the end time for all tasks | ||
# end_time_all_tasks = time.time() | ||
# # Calculate the total time for all tasks | ||
# total_time_all_tasks = end_time_all_tasks - start_time_all_tasks | ||
# print(f"Total time for all tasks: {total_time_all_tasks} seconds") | ||
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# # Calculate the average time per response | ||
# average_time_per_response = total_time_all_tasks / len(responses) | ||
# print(f"Average time per response: {average_time_per_response} seconds") | ||
# print(f"NUMBER OF COMPLETED TASKS: {len(responses)}") | ||
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# # Run the main function | ||
# asyncio.run(main()) |
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