[python]requests VS httpx VS aiohttp
前言前段时间想着把一个python服务的接口逐渐改成异步的，其中用到requests的地方就要改成httpx或者aiohttp，有点好奇异步请求相较于同步请求有哪些提升，遂做了点小实验。
首先有个服务A提供接口，这个接口会停顿1秒，模拟数据库操作。服务B去请求服务A的这个接口，并把响应返回给客户端C。服务B提供4个接口，这4个接口分别用requests、httpx同步、httpx异步和aiohttp去请求服务A。
客户端使用wrk做请求测试。
实现服务A
服务A使用Go编写，用标准库即可完成
package main
import (
"net/http"
"time"
)
func main() {
mux := http.NewServeMux()
mux.HandleFunc("GET /a", func(w http.ResponseWriter, r *http.Request) {
time.Sleep(1 * time.Second)
w.Write([]byte("ok"))
})
if err := http.ListenAndServe("127.0.0.1:8000", mux); err != nil {
panic(err)
}
}先用wrk直接请求试试，以此作为基准
$ wrk -t8 -c1000 -d30s http://127.0.0.1:8000/a
Running 30s test @ http://127.0.0.1:8000/a
8 threads and 1000 connections
Thread Stats Avg Stdev Max +/- Stdev
Latency 1.00s 7.62ms 1.17s 97.34%
Req/Sec 194.17 266.07 1.24k 86.82%
29491 requests in 30.10s, 3.32MB read
Requests/sec: 979.85
Transfer/sec: 112.91KB服务B: FastAPI
先用FastAPI做服务B试试
from fastapi import FastAPI
import httpx
import aiohttp
import uvicorn
import requests
app = FastAPI()
url = "http://127.0.0.1:8000/a"
@app.get("/sync1")
def sync1():
try:
resp = requests.get(url, timeout=2)
resp.raise_for_status()
except Exception as e:
print(f"sync request failed, {e}")
else:
return resp.text
@app.get("/sync2")
def sync2():
try:
with httpx.Client() as client:
resp = client.get(url, timeout=2)
resp.raise_for_status()
except Exception as e:
print(f"sync2 request failed, {e}")
else:
return resp.text
@app.get("/async1")
async def async1():
try:
async with httpx.AsyncClient(timeout=2) as client:
resp = await client.get(url)
resp.raise_for_status()
except Exception as e:
print(f"async1 request failed, {e}")
else:
return resp.text
@app.get("/async2")
async def async2():
try:
async with aiohttp.ClientSession() as session:
async with session.get(url, timeout=2) as resp:
resp.raise_for_status()
content = await resp.text()
except Exception as e:
print(f"async2 request failed, {e}")
else:
return content
if __name__ == "__main__":
uvicorn.run("server1:app", host="127.0.0.1", port=8001, workers=4, access_log=False)wrk请求结果。httpx不仅同步请求性能不如requests，没想到连异步请求性能也不如requests。而aiohttp以五倍多第二名的性能冠绝群雄。
APITotal requestQPStimeoutcomment/sync14640154.154480requests 同步请求/sync23631120.873570httpx 同步请求/async14313143.404254httpx 异步请求/async225379843.350aiohttp 异步请求异步比同步性能还差，着实有点费解，遂找大模型问了下，大模型回复说httpx默认配置参数不高，可以额外指定参数，还需要避免反复创建http client。似乎有点道理，但是同步性能不如开箱即用的requests，异步性能不如开箱即用的aiohttp，我为什么还要折腾httpx呢？
服务B: Flask
Flask 2.0 也支持异步接口，但是之前测试性能并不是很好，拉出来一并测试瞧瞧实力。
Flask 版本：3.1.1。因为gunicorn运行异步接口会报错，所以用的flask内置webserver。
from flask import Flask
import requests
import httpx
import logging
import aiohttp
app = Flask(__name__)
url = "http://127.0.0.1:8000/a"
@app.get("/sync1")
def sync1():
try:
resp = requests.get(url, timeout=2)
resp.raise_for_status()
except Exception as e:
print("request failed")
return "request failed"
else:
return resp.text
@app.get("/sync2")
def sync2():
try:
with httpx.Client() as client:
resp = client.get(url, timeout=2)
resp.raise_for_status()
except Exception as e:
print("request failed")
return "request failed"
else:
return resp.text
@app.get("/async1")
async def async1():
try:
async with httpx.AsyncClient(timeout=2) as client:
resp = await client.get(url, timeout=2)
resp.raise_for_status()
except Exception as e:
print("request failed")
return "request failed"
else:
return resp.text
@app.get("/async2")
async def async2():
try:
async with aiohttp.ClientSession() as session:
async with session.get(url, timeout=2) as response:
response.raise_for_status()
resp = await response.text()
except Exception as e:
print("request failed")
return "request failed"
else:
return resp
if __name__ == "__main__":
werkzeug_logger = logging.getLogger("werkzeug")
werkzeug_logger.disabled = True
app.run(host="127.0.0.1", port=8001)测试结果。看来flask还是跟requests更搭，异步还不如同步。
APITotal requestQPStimeoutcomment/sync113279441.27248requests 同步请求/sync2232477.262323httpx 同步请求/async1233077.462330httpx 异步请求/async28277275.036887aiohttp 异步请求服务B: Sanic
再用Sanic测试一遍
from sanic import Sanic
from sanic.response import text
import requests
import httpx
import aiohttp
app = Sanic(__name__)
url = "http://127.0.0.1:8000/a"
@app.get("/sync1")
def sync1(request):
try:
resp = requests.get(url, timeout=2)
resp.raise_for_status()
except Exception as e:
print(f"sync1 request failed, {e}")
else:
return text(resp.text)
@app.get("/sync2")
def sync2(request):
try:
with httpx.Client() as client:
response = client.get(url, timeout=2)
response.raise_for_status()
except Exception as e:
print(f"sync2 request failed, {e}")
else:
return text(response.text)
@app.get("/async1")
async def async1(request):
try:
async with httpx.AsyncClient() as client:
response = await client.get(url, timeout=2)
response.raise_for_status()
except Exception as e:
print(f"async1 request failed, {e}")
else:
return text(response.text)
@app.get("/async2")
async def async2(request):
try:
async with aiohttp.ClientSession() as session:
async with session.get(url, timeout=2) as response:
response.raise_for_status()
content = await response.text()
except Exception as e:
print(f"async2 request failed, {e}")
else:
return text(content)
if __name__ == "__main__":
app.run(host="127.0.0.1", port=8001, debug=False, access_log=False, workers=4)可能是我对Sanic了解不多，单就这个测试结果来看，Sanic根本不适合编写同步API。而且使用httpx异步请求的时候有大量报错，wrk结果显示 Non-2xx or 3xx responses: 1244
APITotal requestQPStimeoutcomment/sync1371.2335requests 同步请求/sync2160.5316httpx 同步请求/async15481182.095339httpx 异步请求/async228116934.670aiohttp 异步请求服务B: Go
最后再用Go实现下请求
func GetA(w http.ResponseWriter, r *http.Request) {
resp, err := http.Get("http://127.0.0.1:8000/a")
if err != nil {
log.Println(err)
}
defer resp.Body.Close()
body, err := io.ReadAll(resp.Body)
if err != nil {
log.Println(err)
}
w.Write(body)
}
func main() {
mux := http.NewServeMux()
mux.HandleFunc("GET /b", GetA)
if err := http.ListenAndServe("127.0.0.1:8001", mux); err != nil {
panic(err)
}
}测试结果，和直接请求服务A差别不大。
$ wrk -t8 -c1000 -d30s http://127.0.0.1:8001/b
Running 30s test @ http://127.0.0.1:8001/b
8 threads and 1000 connections
Thread Stats Avg Stdev Max +/- Stdev
Latency 1.02s 85.69ms 1.66s 96.55%
Req/Sec 210.49 175.05 740.00 63.65%
29000 requests in 30.08s, 3.26MB read
Requests/sec: 963.97
Transfer/sec: 111.08KB小结
用python编写同步请求还是老老实实用requests，异步接口应该用aiohttp，httpx的性能只能说能用。
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