我需要创建一个每秒支持 40 个并发用户的产品(我是并发工作的新手)
为了实现这一目标,我尝试开发一个hello world弹簧启动项目。 即,
弹簧启动 (1.5.9)
码头 9.4.15
具有获取端点的 rest 控制器
代码如下:
@GetMapping
public String index() {
return "Greetings from Spring Boot!";
}
在机器上运行的应用程序 Gen10 DL360
然后我尝试使用apachebench进行基准测试
75 个并发用户:
ab -t 120 -n 1000000 -c 75 http://10.93.243.87:9000/home/
Server Software:
Server Hostname: 10.93.243.87
Server Port: 9000
Document Path: /home/
Document Length: 27 bytes
Concurrency Level: 75
Time taken for tests: 37.184 seconds
Complete requests: 1000000
Failed requests: 0
Write errors: 0
Total transferred: 143000000 bytes
HTML transferred: 27000000 bytes
Requests per second: 26893.28 [#/sec] (mean)
Time per request: 2.789 [ms] (mean)
Time per request: 0.037 [ms] (mean, across all concurrent requests)
Transfer rate: 3755.61 [Kbytes/sec] received
Connection Times (ms)
min mean[+/-sd] median max
Connect: 0 1 23.5 0 3006
Processing: 0 2 7.8 1 404
Waiting: 0 2 7.8 1 404
Total: 0 3 24.9 2 3007
100 个并发用户:
ab -t 120 -n 1000000 -c 100 http://10.93.243.87:9000/home/
Server Software:
Server Hostname: 10.93.243.87
Server Port: 9000
Document Path: /home/
Document Length: 27 bytes
Concurrency Level: 100
Time taken for tests: 36.708 seconds
Complete requests: 1000000
Failed requests: 0
Write errors: 0
Total transferred: 143000000 bytes
HTML transferred: 27000000 bytes
Requests per second: 27241.77 [#/sec] (mean)
Time per request: 3.671 [ms] (mean)
Time per request: 0.037 [ms] (mean, across all concurrent requests)
Transfer rate: 3804.27 [Kbytes/sec] received
Connection Times (ms)
min mean[+/-sd] median max
Connect: 0 2 35.7 1 3007
Processing: 0 2 9.4 1 405
Waiting: 0 2 9.4 1 405
Total: 0 4 37.0 2 3009
500 个并发用户:
ab -t 120 -n 1000000 -c 500 http://10.93.243.87:9000/home/
Server Software:
Server Hostname: 10.93.243.87
Server Port: 9000
Document Path: /home/
Document Length: 27 bytes
Concurrency Level: 500
Time taken for tests: 36.222 seconds
Complete requests: 1000000
Failed requests: 0
Write errors: 0
Total transferred: 143000000 bytes
HTML transferred: 27000000 bytes
Requests per second: 27607.83 [#/sec] (mean)
Time per request: 18.111 [ms] (mean)
Time per request: 0.036 [ms] (mean, across all concurrent requests)
Transfer rate: 3855.39 [Kbytes/sec] received
Connection Times (ms)
min mean[+/-sd] median max
Connect: 0 14 126.2 1 7015
Processing: 0 4 22.3 1 811
Waiting: 0 3 22.3 1 810
Total: 0 18 129.2 2 7018
1000 个并发用户:
ab -t 120 -n 1000000 -c 1000 http://10.93.243.87:9000/home/
Server Software:
Server Hostname: 10.93.243.87
Server Port: 9000
Document Path: /home/
Document Length: 27 bytes
Concurrency Level: 1000
Time taken for tests: 36.534 seconds
Complete requests: 1000000
Failed requests: 0
Write errors: 0
Total transferred: 143000000 bytes
HTML transferred: 27000000 bytes
Requests per second: 27372.09 [#/sec] (mean)
Time per request: 36.534 [ms] (mean)
Time per request: 0.037 [ms] (mean, across all concurrent requests)
Transfer rate: 3822.47 [Kbytes/sec] received
Connection Times (ms)
min mean[+/-sd] median max
Connect: 0 30 190.8 1 7015
Processing: 0 6 31.4 2 1613
Waiting: 0 5 31.4 1 1613
Total: 0 36 195.5 2 7018
从上面的测试运行中,我自己在 27 个用户中实现了每秒 ~75K,但它看起来增加了用户也增加了延迟。此外,我们可以清楚地注意到连接时间正在增加。
我要求我的应用程序支持 40k 并发用户(假设所有用户都使用自己的单独浏览器),并且请求应在 250 毫秒内完成。
请帮我这个
我自己也不是这个话题的大巫师,但这里有一些建议:
有一个- 硬性限制,有多少请求可以处理一个实例,所以如果你想支持很多用户,你需要更多的实例
- 如果您使用多个实例,则必须以某种方式在实例之间分配请求。一个流行的解决方案是Netflix Eureka。
- 如果您不想维护额外的资源,并且产品将在云中运行,请使用提供的负载均衡服务(例如 AWS 上的负载均衡器)
- 您还可以微调服务器的连接池设置