Spring boot 如何在Spring Boot中实现高一致性
我需要创建一个每秒支持40个并发用户的产品(我对并发性的工作还不熟悉) 为了实现这一点,我尝试开发了一个hello world spring boot项目。 i、 e 弹簧防尘套(1.5.9) 码头9.4.15 具有get端点的rest控制器 代码如下:Spring boot 如何在Spring Boot中实现高一致性,spring-boot,concurrency,embedded-jetty,apachebench,c10k,Spring Boot,Concurrency,Embedded Jetty,Apachebench,C10k,我需要创建一个每秒支持40个并发用户的产品(我对并发性的工作还不熟悉) 为了实现这一点,我尝试开发了一个hello world spring boot项目。 i、 e 弹簧防尘套(1.5.9) 码头9.4.15 具有get端点的rest控制器 代码如下: @GetMapping public String index() { return "Greetings from Spring Boot!"; } 在Gen10 DL360计算机上运行的应用程序 然后我尝试使用
@GetMapping
public String index() {
return "Greetings from Spring Boot!";
}
在Gen10 DL360计算机上运行的应用程序
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
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
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
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
100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
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
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
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
500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
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
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
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
1000名并发用户:
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
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
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
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,我在75个用户的情况下达到了每秒约27K的速度,但这似乎增加了用户数,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个并发用户(假设所有用户都使用自己的浏览器),请求应该在250毫秒内完成
请在这方面帮助我我自己也不是这方面的大巫师,但这里有一些建议:
- 一个实例可以处理的请求数量有一个硬限制,所以如果您想支持很多用户,您需要更多的实例
- 如果您使用多个实例,那么您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
- 如果您不想维护其他资源,并且产品将在云中运行,则使用提供的负载平衡服务(例如AWS上的LoadBalancer)
- 您还可以微调服务器的连接池设置