在python中从多个urls检查文件下载持续时间的最好方法(线程或异步)？

import requests
import time
import concurrent.futures

urls = ['url1', 'url2', 'url3']  # 替换为实际的URL列表

# 多线程方法
def download_file(url):
    start_time = time.time()
    response = requests.get(url)
    end_time = time.time()
    duration = end_time - start_time
    print(f"Downloaded {url} in {duration} seconds")

with concurrent.futures.ThreadPoolExecutor() as executor:
    executor.map(download_file, urls)

# 异步方法
import asyncio

async def download_file(url):
    start_time = time.time()
    response = await asyncio.get_event_loop().run_in_executor(None, requests.get, url)
    end_time = time.time()
    duration = end_time - start_time
    print(f"Downloaded {url} in {duration} seconds")

async def main():
    tasks = [download_file(url) for url in urls]
    await asyncio.gather(*tasks)

asyncio.run(main())