【10万QPS压力测试】Redis三主三从高可用集群基准测试

发布于:2025-03-26 ⋅ 阅读:(34) ⋅ 点赞:(0)

📕我是廖志伟,一名Java开发工程师、《Java项目实战——深入理解大型互联网企业通用技术》(基础篇)、(进阶篇)、(架构篇)清华大学出版社签约作家、Java领域优质创作者、CSDN博客专家、阿里云专家博主、51CTO专家博主、产品软文专业写手、技术文章评审老师、技术类问卷调查设计师、幕后大佬社区创始人、开源项目贡献者。

📘拥有多年一线研发和团队管理经验,研究过主流框架的底层源码(Spring、SpringBoot、SpringMVC、SpringCloud、Mybatis、Dubbo、Zookeeper),消息中间件底层架构原理(RabbitMQ、RocketMQ、Kafka)、Redis缓存、MySQL关系型数据库、 ElasticSearch全文搜索、MongoDB非关系型数据库、Apache ShardingSphere分库分表读写分离、设计模式、领域驱动DDD、Kubernetes容器编排等。不定期分享高并发、高可用、高性能、微服务、分布式、海量数据、性能调优、云原生、项目管理、产品思维、技术选型、架构设计、求职面试、副业思维、个人成长等内容。

Java程序员廖志伟

🌾阅读前,快速浏览目录和章节概览可帮助了解文章结构、内容和作者的重点。了解自己希望从中获得什么样的知识或经验是非常重要的。建议在阅读时做笔记、思考问题、自我提问,以加深理解和吸收知识。阅读结束后,反思和总结所学内容,并尝试应用到现实中,有助于深化理解和应用知识。与朋友或同事分享所读内容,讨论细节并获得反馈,也有助于加深对知识的理解和吸收。💡在这个美好的时刻,笔者不再啰嗦废话,现在毫不拖延地进入文章所要讨论的主题。接下来,我将为大家呈现正文内容。

CSDN

文章目录

    • 服务器基础配置
    • Redis基准测试
    • 总结


服务器基础配置

# 物理核⼼数
cat /proc/cpuinfo | grep "physical id" | sort| uniq| wc -l
# CPU 核⼼数
cat /proc/cpuinfo | grep "cpu cores" |uniq
# CPU 处理线程数
cat /proc/cpuinfo | grep "processor" | wc -l
# CPU 主频
cat /proc/cpuinfo | grep MHz | uniq
# 内存配置
free -m

打印日志:

[root@node1 ~]# cat /proc/cpuinfo | grep "physical id" | sort| uniq| wc -l
4
[root@node1 ~]# cat /proc/cpuinfo | grep "cpu cores" |uniq
cpu cores	: 2
[root@node1 ~]# cat /proc/cpuinfo | grep "processor" | wc -l
8
[root@node1 ~]# cat /proc/cpuinfo | grep MHz | uniq
cpu MHz		: 3187.204
[root@node1 ~]# free -m
              total        used        free      shared  buff/cache   available
Mem:          31993        6653       22846          22        2493       24972
Swap:          8064           0        8064
[root@node1 ~]#

以下是对给定命令及其输出的解析:

1. 查看物理CPU数量‌
cat /proc/cpuinfo | grep "physical id" | sort | uniq | wc -l
输出‌:4
作用‌:统计系统中物理CPU(即物理插槽中的CPU芯片)的数量。
解析‌:
grep "physical id":提取所有物理CPU的标识符。
sort | uniq:去重并排序,确保每个物理ID唯一。
wc -l:统计行数。
结论‌:系统有 ‌4个物理CPU‌。
2. 查看每个物理CPU的核心数‌
cat /proc/cpuinfo | grep "cpu cores" | uniq
输出‌:cpu cores : 2
作用‌:显示每个物理CPU的内核数量。
解析‌:
uniq:去重后输出结果(假设所有物理CPU的核心数相同)。
结论‌:每个物理CPU有 ‌2个核心‌,总物理核心数为 4个物理CPU × 2核 = 8核。
3. 查看逻辑处理器(线程)数量‌
cat /proc/cpuinfo | grep "processor" | wc -l
输出‌:8
作用‌:统计逻辑处理器(即线程)的总数。
解析‌:
processor:每个逻辑处理器对应一个线程。
结论‌:系统共有 ‌8个逻辑处理器‌,表明未启用超线程(否则逻辑处理器数应为物理核心数的2倍)。
4. 查看CPU主频‌
cat /proc/cpuinfo | grep MHz | uniq
输出‌:cpu MHz : 3187.204
作用‌:显示CPU的当前运行频率。
解析‌:
结论‌:所有CPU的当前频率为 ‌3.19 GHz‌。
5. 查看内存使用情况‌
free -m
输出‌:
total  used  free  shared  buff/cache  available
Mem:  31993  6653  22846    22        2493       24972
Swap: 8064    0    8064
作用‌:显示内存和交换空间的使用情况。
解析‌:
物理内存‌:
总内存:32 GB(31993MB)。
已用:6.5 GB(6653MB),空闲:22.8 GB(22846MB)。
缓冲/缓存:2.4 GB(2493MB),可用内存:24.9 GB(24972MB)。
交换空间‌:
总Swap:8 GB(8064MB),未使用。
结论‌:系统内存充足,Swap空间未使用。
系统硬件配置总结‌
CPU‌:
物理CPU数:4。
每个物理CPU的核心数:2,总物理核心数:8。
逻辑处理器数:8(未启用超线程)。
主频:3.19 GHz。
内存‌:
总物理内存:32 GB,可用约24.9 GB。
Swap空间:8 GB(未使用)。
补充说明‌
若逻辑处理器数(8)等于物理核心数(8),表明未启用超线程。
若逻辑处理器数为物理核心数的2倍(如16),则说明启用了超线程。

Redis基准测试

接回上次集群配置:
Redis配置高可用三主三从集群部署
我用的是本地电脑做的压测,云服务器应该会更好一些,说一下我的电脑配置情况:
java程序员廖志伟
java程序员廖志伟
我在VMware Workstation Pro软件里面配置了三个虚拟机,配置都相同:
java程序员廖志伟
java程序员廖志伟
网速测试:
java程序员廖志伟

进行基准测试,命令如下:

# 进入容器
docker exec -it redis-node-1 bash
# 在运行基准测试前,确认集群状态健康
redis-cli -h 192.168.80.101 -p 6371 -a admin --cluster check
# 启用集群模式参数‌(使⽤ Redis 提供的redis-benchmark脚本进⾏基准测试。测试时,预设 100 个并发线程,进⾏
20W 次get 和 set 操作,测试的字节⼤⼩预设为 8 个字节。)
redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 100 -n 200000 -t get,set -d 8 --cluster

打印日志:

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 100 -n 200000 -t get,set -d 8 --cluster
Cluster has 3 master nodes:

Master 0: 8e8e95579cc8ad326ee2f312419e815080e205b4 192.168.80.103:6372
Master 1: fe091979c50d51b14450975790d9039e63985439 192.168.80.101:6371
Master 2: 110d937e17739bed74c242bd0c5a7cf818596885 192.168.80.101:6372

====== SET ======                                                   
  200000 requests completed in 106.89 seconds
  100 parallel clients
  8 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 0.343 milliseconds (cumulative count 1)
50.000% <= 52.159 milliseconds (cumulative count 100232)
75.000% <= 54.175 milliseconds (cumulative count 150458)
87.500% <= 59.999 milliseconds (cumulative count 175121)
93.750% <= 67.711 milliseconds (cumulative count 187564)
96.875% <= 77.375 milliseconds (cumulative count 193764)
98.438% <= 80.063 milliseconds (cumulative count 196941)
99.219% <= 85.119 milliseconds (cumulative count 198450)
99.609% <= 92.223 milliseconds (cumulative count 199223)
99.805% <= 99.903 milliseconds (cumulative count 199613)
99.902% <= 104.959 milliseconds (cumulative count 199808)
99.951% <= 106.431 milliseconds (cumulative count 199903)
99.976% <= 110.975 milliseconds (cumulative count 199952)
99.988% <= 118.015 milliseconds (cumulative count 199976)
99.994% <= 119.359 milliseconds (cumulative count 199989)
99.997% <= 128.959 milliseconds (cumulative count 199994)
99.998% <= 131.583 milliseconds (cumulative count 199997)
99.999% <= 131.967 milliseconds (cumulative count 199999)
100.000% <= 133.247 milliseconds (cumulative count 200000)
100.000% <= 133.247 milliseconds (cumulative count 200000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.001% <= 0.407 milliseconds (cumulative count 2)
0.002% <= 0.503 milliseconds (cumulative count 4)
0.003% <= 0.607 milliseconds (cumulative count 6)
0.005% <= 0.703 milliseconds (cumulative count 9)
0.005% <= 0.807 milliseconds (cumulative count 10)
0.006% <= 0.903 milliseconds (cumulative count 12)
0.010% <= 1.103 milliseconds (cumulative count 20)
0.012% <= 1.207 milliseconds (cumulative count 24)
0.014% <= 1.303 milliseconds (cumulative count 28)
0.016% <= 1.407 milliseconds (cumulative count 32)
0.018% <= 7.103 milliseconds (cumulative count 37)
0.023% <= 9.103 milliseconds (cumulative count 46)
0.025% <= 11.103 milliseconds (cumulative count 50)
0.026% <= 12.103 milliseconds (cumulative count 51)
0.029% <= 14.103 milliseconds (cumulative count 58)
0.030% <= 17.103 milliseconds (cumulative count 60)
0.033% <= 18.111 milliseconds (cumulative count 66)
0.034% <= 23.103 milliseconds (cumulative count 67)
0.040% <= 24.111 milliseconds (cumulative count 80)
0.049% <= 25.103 milliseconds (cumulative count 98)
0.107% <= 26.111 milliseconds (cumulative count 214)
0.239% <= 27.103 milliseconds (cumulative count 478)
0.394% <= 28.111 milliseconds (cumulative count 789)
0.555% <= 29.103 milliseconds (cumulative count 1110)
0.719% <= 30.111 milliseconds (cumulative count 1438)
0.983% <= 31.103 milliseconds (cumulative count 1965)
1.385% <= 32.111 milliseconds (cumulative count 2771)
1.832% <= 33.119 milliseconds (cumulative count 3663)
2.159% <= 34.111 milliseconds (cumulative count 4317)
2.392% <= 35.103 milliseconds (cumulative count 4784)
2.635% <= 36.127 milliseconds (cumulative count 5269)
3.026% <= 37.119 milliseconds (cumulative count 6053)
3.390% <= 38.111 milliseconds (cumulative count 6781)
3.920% <= 39.103 milliseconds (cumulative count 7840)
4.680% <= 40.127 milliseconds (cumulative count 9360)
5.471% <= 41.119 milliseconds (cumulative count 10943)
6.240% <= 42.111 milliseconds (cumulative count 12480)
6.927% <= 43.103 milliseconds (cumulative count 13854)
7.931% <= 44.127 milliseconds (cumulative count 15862)
9.557% <= 45.119 milliseconds (cumulative count 19114)
11.665% <= 46.111 milliseconds (cumulative count 23330)
13.357% <= 47.103 milliseconds (cumulative count 26715)
14.767% <= 48.127 milliseconds (cumulative count 29534)
17.546% <= 49.119 milliseconds (cumulative count 35092)
25.289% <= 50.111 milliseconds (cumulative count 50577)
36.073% <= 51.103 milliseconds (cumulative count 72146)
49.589% <= 52.127 milliseconds (cumulative count 99178)
63.601% <= 53.119 milliseconds (cumulative count 127201)
74.603% <= 54.111 milliseconds (cumulative count 149205)
79.712% <= 55.103 milliseconds (cumulative count 159423)
81.559% <= 56.127 milliseconds (cumulative count 163119)
82.844% <= 57.119 milliseconds (cumulative count 165689)
84.446% <= 58.111 milliseconds (cumulative count 168892)
86.277% <= 59.103 milliseconds (cumulative count 172555)
87.814% <= 60.127 milliseconds (cumulative count 175627)
88.742% <= 61.119 milliseconds (cumulative count 177483)
89.314% <= 62.111 milliseconds (cumulative count 178629)
89.852% <= 63.103 milliseconds (cumulative count 179703)
90.518% <= 64.127 milliseconds (cumulative count 181036)
91.526% <= 65.119 milliseconds (cumulative count 183052)
92.617% <= 66.111 milliseconds (cumulative count 185233)
93.619% <= 67.135 milliseconds (cumulative count 187237)
94.156% <= 68.159 milliseconds (cumulative count 188311)
94.389% <= 69.119 milliseconds (cumulative count 188779)
94.635% <= 70.143 milliseconds (cumulative count 189269)
94.929% <= 71.103 milliseconds (cumulative count 189858)
95.288% <= 72.127 milliseconds (cumulative count 190577)
95.723% <= 73.151 milliseconds (cumulative count 191446)
96.017% <= 74.111 milliseconds (cumulative count 192033)
96.242% <= 75.135 milliseconds (cumulative count 192484)
96.517% <= 76.159 milliseconds (cumulative count 193033)
96.811% <= 77.119 milliseconds (cumulative count 193622)
97.334% <= 78.143 milliseconds (cumulative count 194667)
97.929% <= 79.103 milliseconds (cumulative count 195858)
98.516% <= 80.127 milliseconds (cumulative count 197031)
98.867% <= 81.151 milliseconds (cumulative count 197735)
99.004% <= 82.111 milliseconds (cumulative count 198008)
99.090% <= 83.135 milliseconds (cumulative count 198179)
99.159% <= 84.159 milliseconds (cumulative count 198318)
99.225% <= 85.119 milliseconds (cumulative count 198450)
99.304% <= 86.143 milliseconds (cumulative count 198608)
99.370% <= 87.103 milliseconds (cumulative count 198741)
99.394% <= 88.127 milliseconds (cumulative count 198788)
99.424% <= 89.151 milliseconds (cumulative count 198848)
99.457% <= 90.111 milliseconds (cumulative count 198915)
99.520% <= 91.135 milliseconds (cumulative count 199040)
99.604% <= 92.159 milliseconds (cumulative count 199208)
99.694% <= 93.119 milliseconds (cumulative count 199388)
99.736% <= 94.143 milliseconds (cumulative count 199473)
99.746% <= 95.103 milliseconds (cumulative count 199492)
99.755% <= 96.127 milliseconds (cumulative count 199511)
99.770% <= 97.151 milliseconds (cumulative count 199541)
99.781% <= 98.111 milliseconds (cumulative count 199563)
99.791% <= 99.135 milliseconds (cumulative count 199583)
99.816% <= 100.159 milliseconds (cumulative count 199631)
99.823% <= 101.119 milliseconds (cumulative count 199647)
99.843% <= 102.143 milliseconds (cumulative count 199686)
99.866% <= 103.103 milliseconds (cumulative count 199732)
99.885% <= 104.127 milliseconds (cumulative count 199770)
99.916% <= 105.151 milliseconds (cumulative count 199831)
99.942% <= 106.111 milliseconds (cumulative count 199883)
99.958% <= 107.135 milliseconds (cumulative count 199916)
99.965% <= 108.159 milliseconds (cumulative count 199930)
99.970% <= 109.119 milliseconds (cumulative count 199940)
99.974% <= 110.143 milliseconds (cumulative count 199948)
99.976% <= 111.103 milliseconds (cumulative count 199952)
99.977% <= 113.151 milliseconds (cumulative count 199955)
99.980% <= 114.111 milliseconds (cumulative count 199959)
99.980% <= 115.135 milliseconds (cumulative count 199960)
99.989% <= 118.143 milliseconds (cumulative count 199978)
99.989% <= 119.103 milliseconds (cumulative count 199979)
99.995% <= 120.127 milliseconds (cumulative count 199989)
99.995% <= 122.111 milliseconds (cumulative count 199990)
99.996% <= 125.119 milliseconds (cumulative count 199991)
99.996% <= 128.127 milliseconds (cumulative count 199992)
99.997% <= 129.151 milliseconds (cumulative count 199994)
99.997% <= 131.199 milliseconds (cumulative count 199995)
99.999% <= 132.223 milliseconds (cumulative count 199999)
100.000% <= 134.143 milliseconds (cumulative count 200000)

Summary:
  throughput summary: 1871.05 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       53.272     0.336    52.159    71.679    82.111   133.247
====== GET ======                                                   
  200000 requests completed in 113.62 seconds
  100 parallel clients
  8 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 0.119 milliseconds (cumulative count 1)
50.000% <= 51.743 milliseconds (cumulative count 100040)
75.000% <= 61.791 milliseconds (cumulative count 150043)
87.500% <= 74.815 milliseconds (cumulative count 175055)
93.750% <= 80.127 milliseconds (cumulative count 187714)
96.875% <= 86.783 milliseconds (cumulative count 193765)
98.438% <= 96.063 milliseconds (cumulative count 196906)
99.219% <= 102.143 milliseconds (cumulative count 198462)
99.609% <= 105.855 milliseconds (cumulative count 199227)
99.805% <= 108.991 milliseconds (cumulative count 199617)
99.902% <= 113.279 milliseconds (cumulative count 199809)
99.951% <= 118.079 milliseconds (cumulative count 199904)
99.976% <= 125.055 milliseconds (cumulative count 199955)
99.988% <= 128.191 milliseconds (cumulative count 199976)
99.994% <= 131.967 milliseconds (cumulative count 199988)
99.997% <= 139.007 milliseconds (cumulative count 199994)
99.998% <= 144.895 milliseconds (cumulative count 199998)
99.999% <= 151.935 milliseconds (cumulative count 200000)
100.000% <= 151.935 milliseconds (cumulative count 200000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.009% <= 0.207 milliseconds (cumulative count 19)
0.018% <= 0.303 milliseconds (cumulative count 37)
0.025% <= 0.407 milliseconds (cumulative count 50)
0.030% <= 0.503 milliseconds (cumulative count 59)
0.033% <= 0.607 milliseconds (cumulative count 65)
0.036% <= 0.703 milliseconds (cumulative count 71)
0.040% <= 0.807 milliseconds (cumulative count 80)
0.043% <= 9.103 milliseconds (cumulative count 87)
0.044% <= 10.103 milliseconds (cumulative count 89)
0.049% <= 16.103 milliseconds (cumulative count 97)
0.056% <= 17.103 milliseconds (cumulative count 113)
0.066% <= 18.111 milliseconds (cumulative count 131)
0.067% <= 19.103 milliseconds (cumulative count 133)
0.069% <= 20.111 milliseconds (cumulative count 138)
0.086% <= 21.103 milliseconds (cumulative count 173)
0.105% <= 22.111 milliseconds (cumulative count 210)
0.144% <= 23.103 milliseconds (cumulative count 288)
0.168% <= 24.111 milliseconds (cumulative count 335)
0.248% <= 25.103 milliseconds (cumulative count 496)
0.361% <= 26.111 milliseconds (cumulative count 722)
0.526% <= 27.103 milliseconds (cumulative count 1053)
0.860% <= 28.111 milliseconds (cumulative count 1721)
1.103% <= 29.103 milliseconds (cumulative count 2206)
1.332% <= 30.111 milliseconds (cumulative count 2663)
1.459% <= 31.103 milliseconds (cumulative count 2917)
1.650% <= 32.111 milliseconds (cumulative count 3300)
2.019% <= 33.119 milliseconds (cumulative count 4038)
2.432% <= 34.111 milliseconds (cumulative count 4864)
2.834% <= 35.103 milliseconds (cumulative count 5668)
3.161% <= 36.127 milliseconds (cumulative count 6322)
3.468% <= 37.119 milliseconds (cumulative count 6936)
3.869% <= 38.111 milliseconds (cumulative count 7739)
4.452% <= 39.103 milliseconds (cumulative count 8903)
5.158% <= 40.127 milliseconds (cumulative count 10315)
5.969% <= 41.119 milliseconds (cumulative count 11937)
6.671% <= 42.111 milliseconds (cumulative count 13342)
7.290% <= 43.103 milliseconds (cumulative count 14579)
8.155% <= 44.127 milliseconds (cumulative count 16310)
9.238% <= 45.119 milliseconds (cumulative count 18476)
10.445% <= 46.111 milliseconds (cumulative count 20890)
11.792% <= 47.103 milliseconds (cumulative count 23584)
13.251% <= 48.127 milliseconds (cumulative count 26501)
17.098% <= 49.119 milliseconds (cumulative count 34195)
30.262% <= 50.111 milliseconds (cumulative count 60523)
45.678% <= 51.103 milliseconds (cumulative count 91356)
54.481% <= 52.127 milliseconds (cumulative count 108962)
58.623% <= 53.119 milliseconds (cumulative count 117246)
61.377% <= 54.111 milliseconds (cumulative count 122754)
63.666% <= 55.103 milliseconds (cumulative count 127332)
65.751% <= 56.127 milliseconds (cumulative count 131502)
67.955% <= 57.119 milliseconds (cumulative count 135910)
70.156% <= 58.111 milliseconds (cumulative count 140311)
71.966% <= 59.103 milliseconds (cumulative count 143933)
73.542% <= 60.127 milliseconds (cumulative count 147084)
74.659% <= 61.119 milliseconds (cumulative count 149319)
75.641% <= 62.111 milliseconds (cumulative count 151282)
76.857% <= 63.103 milliseconds (cumulative count 153713)
78.243% <= 64.127 milliseconds (cumulative count 156486)
79.409% <= 65.119 milliseconds (cumulative count 158817)
80.214% <= 66.111 milliseconds (cumulative count 160427)
80.959% <= 67.135 milliseconds (cumulative count 161919)
81.749% <= 68.159 milliseconds (cumulative count 163497)
82.492% <= 69.119 milliseconds (cumulative count 164983)
83.418% <= 70.143 milliseconds (cumulative count 166837)
84.374% <= 71.103 milliseconds (cumulative count 168749)
85.359% <= 72.127 milliseconds (cumulative count 170719)
86.126% <= 73.151 milliseconds (cumulative count 172251)
87.034% <= 74.111 milliseconds (cumulative count 174068)
88.130% <= 75.135 milliseconds (cumulative count 176261)
89.418% <= 76.159 milliseconds (cumulative count 178835)
90.801% <= 77.119 milliseconds (cumulative count 181602)
92.111% <= 78.143 milliseconds (cumulative count 184222)
93.014% <= 79.103 milliseconds (cumulative count 186027)
93.857% <= 80.127 milliseconds (cumulative count 187714)
94.406% <= 81.151 milliseconds (cumulative count 188811)
94.999% <= 82.111 milliseconds (cumulative count 189999)
95.624% <= 83.135 milliseconds (cumulative count 191249)
96.168% <= 84.159 milliseconds (cumulative count 192336)
96.538% <= 85.119 milliseconds (cumulative count 193077)
96.816% <= 86.143 milliseconds (cumulative count 193631)
97.031% <= 87.103 milliseconds (cumulative count 194062)
97.249% <= 88.127 milliseconds (cumulative count 194497)
97.431% <= 89.151 milliseconds (cumulative count 194863)
97.578% <= 90.111 milliseconds (cumulative count 195155)
97.766% <= 91.135 milliseconds (cumulative count 195532)
97.945% <= 92.159 milliseconds (cumulative count 195891)
98.056% <= 93.119 milliseconds (cumulative count 196113)
98.167% <= 94.143 milliseconds (cumulative count 196334)
98.309% <= 95.103 milliseconds (cumulative count 196619)
98.476% <= 96.127 milliseconds (cumulative count 196951)
98.574% <= 97.151 milliseconds (cumulative count 197148)
98.721% <= 98.111 milliseconds (cumulative count 197442)
98.826% <= 99.135 milliseconds (cumulative count 197651)
98.944% <= 100.159 milliseconds (cumulative count 197887)
99.069% <= 101.119 milliseconds (cumulative count 198138)
99.231% <= 102.143 milliseconds (cumulative count 198462)
99.355% <= 103.103 milliseconds (cumulative count 198711)
99.478% <= 104.127 milliseconds (cumulative count 198956)
99.569% <= 105.151 milliseconds (cumulative count 199137)
99.643% <= 106.111 milliseconds (cumulative count 199286)
99.701% <= 107.135 milliseconds (cumulative count 199402)
99.784% <= 108.159 milliseconds (cumulative count 199568)
99.814% <= 109.119 milliseconds (cumulative count 199628)
99.857% <= 110.143 milliseconds (cumulative count 199714)
99.869% <= 111.103 milliseconds (cumulative count 199738)
99.885% <= 112.127 milliseconds (cumulative count 199769)
99.897% <= 113.151 milliseconds (cumulative count 199793)
99.917% <= 114.111 milliseconds (cumulative count 199834)
99.925% <= 115.135 milliseconds (cumulative count 199849)
99.941% <= 116.159 milliseconds (cumulative count 199882)
99.947% <= 117.119 milliseconds (cumulative count 199894)
99.952% <= 118.143 milliseconds (cumulative count 199904)
99.957% <= 120.127 milliseconds (cumulative count 199913)
99.960% <= 122.111 milliseconds (cumulative count 199921)
99.965% <= 123.135 milliseconds (cumulative count 199929)
99.973% <= 124.159 milliseconds (cumulative count 199946)
99.979% <= 125.119 milliseconds (cumulative count 199958)
99.987% <= 126.143 milliseconds (cumulative count 199974)
99.989% <= 129.151 milliseconds (cumulative count 199977)
99.989% <= 130.111 milliseconds (cumulative count 199979)
99.992% <= 131.199 milliseconds (cumulative count 199985)
99.994% <= 132.223 milliseconds (cumulative count 199988)
99.995% <= 135.167 milliseconds (cumulative count 199990)
99.997% <= 139.135 milliseconds (cumulative count 199994)
99.998% <= 141.183 milliseconds (cumulative count 199996)
99.999% <= 145.151 milliseconds (cumulative count 199998)
100.000% <= 152.191 milliseconds (cumulative count 200000)

Summary:
  throughput summary: 1760.19 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       56.590     0.112    51.743    82.175   100.927   151.935

root@node1:/data# 

关键结论‌

压测覆盖了所有节点‌:工具通过 --cluster 参数自动发现集群的 ‌3 个主节点‌(如日志中 Master 0/1/2),并均匀分配请求。
性能表现‌:
吞吐量‌:每秒约 ‌1871 次请求‌(200000 请求 / 106.89 秒 ≈ 1871 QPS)。
延迟分布‌:50% 的请求延迟 ≤ 52.16ms,99.999% 的请求 ≤ 133.25ms,整体性能稳定。

日志深度解析‌

1. 集群节点信息‌
Cluster has 3 master nodes:
Master 0: 8e8e95579cc8... 192.168.80.103:6372
Master 1: fe091979c50d... 192.168.80.101:6371
Master 2: 110d937e1773... 192.168.80.101:6372
节点分布‌:集群包含 3 个主节点,分布在两个物理主机(192.168.80.101 和 192.168.80.103)。
负载均衡‌:工具会自动将请求分配到所有节点,通过哈希槽机制分散数据。

2. 测试配置‌

====== SET ======
200000 requests completed in 106.89 seconds
100 parallel clients
8 bytes payload
cluster mode: yes (3 masters)
multi-thread: yes
threads: 3
并发模型‌:使用 ‌100 个并发客户端‌,通过 ‌3 个线程‌(与主节点数一致)处理请求。
数据大小‌:每个 SET/GET 操作的数据大小为 ‌8 字节‌(适合测试低延迟场景)。

3. 延迟分布分析‌
百分位延迟(Latency by percentile)‌
50.000% <= 52.159 ms   # 中位数:一半请求 ≤ 52ms
75.000% <= 54.175 ms   # 75% 请求 ≤ 54ms
99.999% <= 133.247 ms  # 极端情况:最慢请求 ≤ 133ms

性能瓶颈‌:若 99% 延迟陡增(如从 85ms 跳变到 133ms),可能是网络波动或节点负载不均。
累积延迟分布(Cumulative distribution)‌

36.073% <= 51.103 ms   # 36% 请求 ≤ 51ms
49.589% <= 52.127 ms   # 近 50% 请求 ≤ 52ms(与中位数一致)
74.603% <= 54.111 ms   # 75% 请求 ≤ 54ms
分布特征‌:延迟集中在 50-55ms,说明集群处理能力均衡,无单点瓶颈。

优化建议‌
1. 提升吞吐量‌
增加并发数‌:将 -c 100 调整为 -c 300(与节点数匹配的倍数)。
扩大数据包‌:测试更大数据(如 -d 1024)模拟真实场景。
2. 降低延迟‌
检查网络‌:确保节点间网络延迟 ≤ 1ms(通过 ping 192.168.80.101 验证)。
优化内核参数‌:调整 net.core.somaxconn 和 vm.swappiness。
3. 验证负载均衡‌
执行以下命令观察各节点请求分布:
# 进入任意节点
redis-cli -h 192.168.80.101 -p 6371 -a admin
# 查看节点统计信息
127.0.0.1:6371> info stats
# 关注 `total_commands_processed` 和 `keyspace_hits`

总结‌
指标	值	说明
集群节点	3 主节点	请求自动分散
总请求数	200,000	测试规模充足
平均 QPS	~1871	当前配置下合理
中位数延迟	52.16ms	低负载场景典型值
最大延迟	133.25ms	无异常波动,表现稳定
通过分析可知,压测已覆盖所有节点且性能达标。如需更高吞吐量,可参考优化建议调整参数。

再次测试查看结果
java程序员廖志伟
QPS还是一千八左右,还挺稳定的。

改一下命令测试:

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 10000 -n 100000 -t get,set -d 8 --cluster
Cluster has 3 master nodes:

Master 0: 8e8e95579cc8ad326ee2f312419e815080e205b4 192.168.80.103:6372
Master 1: fe091979c50d51b14450975790d9039e63985439 192.168.80.101:6371
Master 2: 110d937e17739bed74c242bd0c5a7cf818596885 192.168.80.101:6372

====== SET ======                                                      
  100000 requests completed in 1.32 seconds
  10000 parallel clients
  8 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 28.975 milliseconds (cumulative count 1)
50.000% <= 90.111 milliseconds (cumulative count 50009)
75.000% <= 116.415 milliseconds (cumulative count 75024)
87.500% <= 134.143 milliseconds (cumulative count 87556)
93.750% <= 153.855 milliseconds (cumulative count 93752)
96.875% <= 168.959 milliseconds (cumulative count 96878)
98.438% <= 185.343 milliseconds (cumulative count 98455)
99.219% <= 198.911 milliseconds (cumulative count 99231)
99.609% <= 206.335 milliseconds (cumulative count 99613)
99.805% <= 216.319 milliseconds (cumulative count 99808)
99.902% <= 256.255 milliseconds (cumulative count 99903)
99.951% <= 263.423 milliseconds (cumulative count 99953)
99.976% <= 266.239 milliseconds (cumulative count 99976)
99.988% <= 271.359 milliseconds (cumulative count 99988)
99.994% <= 271.871 milliseconds (cumulative count 99996)
99.997% <= 272.127 milliseconds (cumulative count 99999)
99.999% <= 272.383 milliseconds (cumulative count 100000)
100.000% <= 272.383 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.003% <= 29.103 milliseconds (cumulative count 3)
0.014% <= 30.111 milliseconds (cumulative count 14)
0.044% <= 31.103 milliseconds (cumulative count 44)
0.066% <= 32.111 milliseconds (cumulative count 66)
0.175% <= 33.119 milliseconds (cumulative count 175)
0.466% <= 34.111 milliseconds (cumulative count 466)
0.524% <= 35.103 milliseconds (cumulative count 524)
0.596% <= 36.127 milliseconds (cumulative count 596)
0.753% <= 37.119 milliseconds (cumulative count 753)
1.050% <= 38.111 milliseconds (cumulative count 1050)
1.190% <= 39.103 milliseconds (cumulative count 1190)
1.565% <= 40.127 milliseconds (cumulative count 1565)
1.822% <= 41.119 milliseconds (cumulative count 1822)
1.913% <= 42.111 milliseconds (cumulative count 1913)
2.178% <= 43.103 milliseconds (cumulative count 2178)
2.585% <= 44.127 milliseconds (cumulative count 2585)
2.841% <= 45.119 milliseconds (cumulative count 2841)
3.267% <= 46.111 milliseconds (cumulative count 3267)
3.807% <= 47.103 milliseconds (cumulative count 3807)
4.179% <= 48.127 milliseconds (cumulative count 4179)
4.551% <= 49.119 milliseconds (cumulative count 4551)
4.736% <= 50.111 milliseconds (cumulative count 4736)
4.949% <= 51.103 milliseconds (cumulative count 4949)
5.277% <= 52.127 milliseconds (cumulative count 5277)
5.684% <= 53.119 milliseconds (cumulative count 5684)
6.114% <= 54.111 milliseconds (cumulative count 6114)
6.987% <= 55.103 milliseconds (cumulative count 6987)
7.439% <= 56.127 milliseconds (cumulative count 7439)
8.023% <= 57.119 milliseconds (cumulative count 8023)
8.511% <= 58.111 milliseconds (cumulative count 8511)
9.246% <= 59.103 milliseconds (cumulative count 9246)
10.503% <= 60.127 milliseconds (cumulative count 10503)
11.283% <= 61.119 milliseconds (cumulative count 11283)
11.976% <= 62.111 milliseconds (cumulative count 11976)
13.396% <= 63.103 milliseconds (cumulative count 13396)
14.603% <= 64.127 milliseconds (cumulative count 14603)
15.308% <= 65.119 milliseconds (cumulative count 15308)
15.980% <= 66.111 milliseconds (cumulative count 15980)
16.863% <= 67.135 milliseconds (cumulative count 16863)
17.435% <= 68.159 milliseconds (cumulative count 17435)
18.354% <= 69.119 milliseconds (cumulative count 18354)
19.378% <= 70.143 milliseconds (cumulative count 19378)
21.331% <= 71.103 milliseconds (cumulative count 21331)
23.046% <= 72.127 milliseconds (cumulative count 23046)
24.757% <= 73.151 milliseconds (cumulative count 24757)
27.081% <= 74.111 milliseconds (cumulative count 27081)
28.416% <= 75.135 milliseconds (cumulative count 28416)
29.950% <= 76.159 milliseconds (cumulative count 29950)
31.673% <= 77.119 milliseconds (cumulative count 31673)
33.166% <= 78.143 milliseconds (cumulative count 33166)
34.320% <= 79.103 milliseconds (cumulative count 34320)
35.247% <= 80.127 milliseconds (cumulative count 35247)
36.494% <= 81.151 milliseconds (cumulative count 36494)
37.906% <= 82.111 milliseconds (cumulative count 37906)
39.298% <= 83.135 milliseconds (cumulative count 39298)
40.404% <= 84.159 milliseconds (cumulative count 40404)
41.997% <= 85.119 milliseconds (cumulative count 41997)
43.752% <= 86.143 milliseconds (cumulative count 43752)
45.345% <= 87.103 milliseconds (cumulative count 45345)
46.554% <= 88.127 milliseconds (cumulative count 46554)
47.870% <= 89.151 milliseconds (cumulative count 47870)
50.009% <= 90.111 milliseconds (cumulative count 50009)
51.587% <= 91.135 milliseconds (cumulative count 51587)
52.987% <= 92.159 milliseconds (cumulative count 52987)
53.698% <= 93.119 milliseconds (cumulative count 53698)
54.608% <= 94.143 milliseconds (cumulative count 54608)
55.483% <= 95.103 milliseconds (cumulative count 55483)
56.466% <= 96.127 milliseconds (cumulative count 56466)
57.063% <= 97.151 milliseconds (cumulative count 57063)
58.091% <= 98.111 milliseconds (cumulative count 58091)
59.405% <= 99.135 milliseconds (cumulative count 59405)
60.896% <= 100.159 milliseconds (cumulative count 60896)
61.566% <= 101.119 milliseconds (cumulative count 61566)
62.174% <= 102.143 milliseconds (cumulative count 62174)
63.136% <= 103.103 milliseconds (cumulative count 63136)
63.856% <= 104.127 milliseconds (cumulative count 63856)
64.540% <= 105.151 milliseconds (cumulative count 64540)
65.176% <= 106.111 milliseconds (cumulative count 65176)
65.765% <= 107.135 milliseconds (cumulative count 65765)
66.517% <= 108.159 milliseconds (cumulative count 66517)
68.409% <= 109.119 milliseconds (cumulative count 68409)
69.882% <= 110.143 milliseconds (cumulative count 69882)
70.860% <= 111.103 milliseconds (cumulative count 70860)
72.235% <= 112.127 milliseconds (cumulative count 72235)
72.875% <= 113.151 milliseconds (cumulative count 72875)
73.695% <= 114.111 milliseconds (cumulative count 73695)
74.388% <= 115.135 milliseconds (cumulative count 74388)
74.914% <= 116.159 milliseconds (cumulative count 74914)
75.515% <= 117.119 milliseconds (cumulative count 75515)
76.474% <= 118.143 milliseconds (cumulative count 76474)
77.171% <= 119.103 milliseconds (cumulative count 77171)
78.238% <= 120.127 milliseconds (cumulative count 78238)
79.002% <= 121.151 milliseconds (cumulative count 79002)
79.713% <= 122.111 milliseconds (cumulative count 79713)
80.201% <= 123.135 milliseconds (cumulative count 80201)
80.834% <= 124.159 milliseconds (cumulative count 80834)
81.400% <= 125.119 milliseconds (cumulative count 81400)
81.896% <= 126.143 milliseconds (cumulative count 81896)
82.184% <= 127.103 milliseconds (cumulative count 82184)
82.406% <= 128.127 milliseconds (cumulative count 82406)
82.826% <= 129.151 milliseconds (cumulative count 82826)
83.659% <= 130.111 milliseconds (cumulative count 83659)
84.895% <= 131.199 milliseconds (cumulative count 84895)
86.287% <= 132.223 milliseconds (cumulative count 86287)
86.933% <= 133.119 milliseconds (cumulative count 86933)
87.556% <= 134.143 milliseconds (cumulative count 87556)
87.944% <= 135.167 milliseconds (cumulative count 87944)
88.325% <= 136.191 milliseconds (cumulative count 88325)
88.597% <= 137.215 milliseconds (cumulative count 88597)
88.831% <= 138.111 milliseconds (cumulative count 88831)
89.052% <= 139.135 milliseconds (cumulative count 89052)
89.247% <= 140.159 milliseconds (cumulative count 89247)
89.511% <= 141.183 milliseconds (cumulative count 89511)
90.057% <= 142.207 milliseconds (cumulative count 90057)
90.704% <= 143.103 milliseconds (cumulative count 90704)
90.995% <= 144.127 milliseconds (cumulative count 90995)
91.166% <= 145.151 milliseconds (cumulative count 91166)
91.369% <= 146.175 milliseconds (cumulative count 91369)
91.715% <= 147.199 milliseconds (cumulative count 91715)
92.179% <= 148.223 milliseconds (cumulative count 92179)
92.421% <= 149.119 milliseconds (cumulative count 92421)
92.637% <= 150.143 milliseconds (cumulative count 92637)
92.846% <= 151.167 milliseconds (cumulative count 92846)
93.213% <= 152.191 milliseconds (cumulative count 93213)
93.479% <= 153.215 milliseconds (cumulative count 93479)
93.875% <= 154.111 milliseconds (cumulative count 93875)
94.250% <= 155.135 milliseconds (cumulative count 94250)
94.558% <= 156.159 milliseconds (cumulative count 94558)
94.843% <= 157.183 milliseconds (cumulative count 94843)
94.979% <= 158.207 milliseconds (cumulative count 94979)
95.083% <= 159.103 milliseconds (cumulative count 95083)
95.268% <= 160.127 milliseconds (cumulative count 95268)
95.530% <= 161.151 milliseconds (cumulative count 95530)
95.827% <= 162.175 milliseconds (cumulative count 95827)
95.946% <= 163.199 milliseconds (cumulative count 95946)
96.054% <= 164.223 milliseconds (cumulative count 96054)
96.234% <= 165.119 milliseconds (cumulative count 96234)
96.487% <= 166.143 milliseconds (cumulative count 96487)
96.645% <= 167.167 milliseconds (cumulative count 96645)
96.816% <= 168.191 milliseconds (cumulative count 96816)
96.906% <= 169.215 milliseconds (cumulative count 96906)
96.984% <= 170.111 milliseconds (cumulative count 96984)
97.050% <= 171.135 milliseconds (cumulative count 97050)
97.182% <= 172.159 milliseconds (cumulative count 97182)
97.258% <= 173.183 milliseconds (cumulative count 97258)
97.410% <= 174.207 milliseconds (cumulative count 97410)
97.499% <= 175.103 milliseconds (cumulative count 97499)
97.630% <= 176.127 milliseconds (cumulative count 97630)
97.706% <= 177.151 milliseconds (cumulative count 97706)
97.861% <= 178.175 milliseconds (cumulative count 97861)
97.969% <= 179.199 milliseconds (cumulative count 97969)
98.096% <= 180.223 milliseconds (cumulative count 98096)
98.166% <= 181.119 milliseconds (cumulative count 98166)
98.246% <= 182.143 milliseconds (cumulative count 98246)
98.305% <= 183.167 milliseconds (cumulative count 98305)
98.367% <= 184.191 milliseconds (cumulative count 98367)
98.433% <= 185.215 milliseconds (cumulative count 98433)
98.508% <= 186.111 milliseconds (cumulative count 98508)
98.613% <= 187.135 milliseconds (cumulative count 98613)
98.719% <= 188.159 milliseconds (cumulative count 98719)
98.827% <= 189.183 milliseconds (cumulative count 98827)
98.900% <= 190.207 milliseconds (cumulative count 98900)
98.962% <= 191.103 milliseconds (cumulative count 98962)
98.999% <= 192.127 milliseconds (cumulative count 98999)
99.022% <= 193.151 milliseconds (cumulative count 99022)
99.042% <= 194.175 milliseconds (cumulative count 99042)
99.061% <= 195.199 milliseconds (cumulative count 99061)
99.068% <= 196.223 milliseconds (cumulative count 99068)
99.089% <= 197.119 milliseconds (cumulative count 99089)
99.164% <= 198.143 milliseconds (cumulative count 99164)
99.253% <= 199.167 milliseconds (cumulative count 99253)
99.314% <= 200.191 milliseconds (cumulative count 99314)
99.372% <= 201.215 milliseconds (cumulative count 99372)
99.415% <= 202.111 milliseconds (cumulative count 99415)
99.430% <= 203.135 milliseconds (cumulative count 99430)
99.472% <= 204.159 milliseconds (cumulative count 99472)
99.554% <= 205.183 milliseconds (cumulative count 99554)
99.604% <= 206.207 milliseconds (cumulative count 99604)
99.655% <= 207.103 milliseconds (cumulative count 99655)
99.688% <= 208.127 milliseconds (cumulative count 99688)
99.705% <= 209.151 milliseconds (cumulative count 99705)
99.709% <= 210.175 milliseconds (cumulative count 99709)
99.728% <= 214.143 milliseconds (cumulative count 99728)
99.763% <= 215.167 milliseconds (cumulative count 99763)
99.803% <= 216.191 milliseconds (cumulative count 99803)
99.843% <= 217.215 milliseconds (cumulative count 99843)
99.877% <= 218.111 milliseconds (cumulative count 99877)
99.887% <= 254.207 milliseconds (cumulative count 99887)
99.897% <= 255.103 milliseconds (cumulative count 99897)
99.901% <= 256.127 milliseconds (cumulative count 99901)
99.910% <= 257.151 milliseconds (cumulative count 99910)
99.916% <= 258.175 milliseconds (cumulative count 99916)
99.922% <= 259.199 milliseconds (cumulative count 99922)
99.928% <= 260.223 milliseconds (cumulative count 99928)
99.934% <= 261.119 milliseconds (cumulative count 99934)
99.941% <= 262.143 milliseconds (cumulative count 99941)
99.947% <= 263.167 milliseconds (cumulative count 99947)
99.953% <= 264.191 milliseconds (cumulative count 99953)
99.959% <= 265.215 milliseconds (cumulative count 99959)
99.976% <= 266.239 milliseconds (cumulative count 99976)
99.986% <= 267.263 milliseconds (cumulative count 99986)
99.987% <= 271.103 milliseconds (cumulative count 99987)
99.999% <= 272.127 milliseconds (cumulative count 99999)
100.000% <= 273.151 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 76045.62 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       96.717    28.960    90.111   158.463   192.255   272.383
====== GET ======                                                       
  100000 requests completed in 1.30 seconds
  10000 parallel clients
  8 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 24.047 milliseconds (cumulative count 1)
50.000% <= 89.663 milliseconds (cumulative count 50144)
75.000% <= 111.359 milliseconds (cumulative count 75003)
87.500% <= 130.303 milliseconds (cumulative count 87507)
93.750% <= 154.367 milliseconds (cumulative count 93789)
96.875% <= 162.047 milliseconds (cumulative count 96902)
98.438% <= 185.343 milliseconds (cumulative count 98441)
99.219% <= 217.599 milliseconds (cumulative count 99220)
99.609% <= 250.111 milliseconds (cumulative count 99610)
99.805% <= 256.511 milliseconds (cumulative count 99808)
99.902% <= 259.583 milliseconds (cumulative count 99903)
99.951% <= 262.655 milliseconds (cumulative count 99952)
99.976% <= 263.935 milliseconds (cumulative count 99978)
99.988% <= 265.727 milliseconds (cumulative count 99988)
99.994% <= 266.495 milliseconds (cumulative count 99994)
99.997% <= 266.751 milliseconds (cumulative count 99997)
99.998% <= 267.519 milliseconds (cumulative count 100000)
100.000% <= 267.519 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.002% <= 24.111 milliseconds (cumulative count 2)
0.029% <= 25.103 milliseconds (cumulative count 29)
0.056% <= 26.111 milliseconds (cumulative count 56)
0.097% <= 27.103 milliseconds (cumulative count 97)
0.156% <= 28.111 milliseconds (cumulative count 156)
0.290% <= 29.103 milliseconds (cumulative count 290)
0.328% <= 30.111 milliseconds (cumulative count 328)
0.356% <= 31.103 milliseconds (cumulative count 356)
0.407% <= 32.111 milliseconds (cumulative count 407)
0.464% <= 33.119 milliseconds (cumulative count 464)
0.465% <= 34.111 milliseconds (cumulative count 465)
0.609% <= 35.103 milliseconds (cumulative count 609)
0.663% <= 36.127 milliseconds (cumulative count 663)
0.733% <= 37.119 milliseconds (cumulative count 733)
0.821% <= 38.111 milliseconds (cumulative count 821)
0.974% <= 39.103 milliseconds (cumulative count 974)
1.200% <= 40.127 milliseconds (cumulative count 1200)
1.429% <= 41.119 milliseconds (cumulative count 1429)
1.594% <= 42.111 milliseconds (cumulative count 1594)
1.799% <= 43.103 milliseconds (cumulative count 1799)
1.990% <= 44.127 milliseconds (cumulative count 1990)
2.249% <= 45.119 milliseconds (cumulative count 2249)
2.608% <= 46.111 milliseconds (cumulative count 2608)
3.026% <= 47.103 milliseconds (cumulative count 3026)
3.522% <= 48.127 milliseconds (cumulative count 3522)
3.939% <= 49.119 milliseconds (cumulative count 3939)
4.351% <= 50.111 milliseconds (cumulative count 4351)
4.747% <= 51.103 milliseconds (cumulative count 4747)
5.251% <= 52.127 milliseconds (cumulative count 5251)
6.079% <= 53.119 milliseconds (cumulative count 6079)
6.775% <= 54.111 milliseconds (cumulative count 6775)
7.241% <= 55.103 milliseconds (cumulative count 7241)
7.811% <= 56.127 milliseconds (cumulative count 7811)
8.397% <= 57.119 milliseconds (cumulative count 8397)
8.803% <= 58.111 milliseconds (cumulative count 8803)
9.440% <= 59.103 milliseconds (cumulative count 9440)
10.608% <= 60.127 milliseconds (cumulative count 10608)
11.687% <= 61.119 milliseconds (cumulative count 11687)
12.416% <= 62.111 milliseconds (cumulative count 12416)
13.055% <= 63.103 milliseconds (cumulative count 13055)
14.353% <= 64.127 milliseconds (cumulative count 14353)
15.783% <= 65.119 milliseconds (cumulative count 15783)
17.252% <= 66.111 milliseconds (cumulative count 17252)
18.909% <= 67.135 milliseconds (cumulative count 18909)
20.586% <= 68.159 milliseconds (cumulative count 20586)
22.013% <= 69.119 milliseconds (cumulative count 22013)
23.435% <= 70.143 milliseconds (cumulative count 23435)
24.596% <= 71.103 milliseconds (cumulative count 24596)
25.890% <= 72.127 milliseconds (cumulative count 25890)
26.786% <= 73.151 milliseconds (cumulative count 26786)
27.621% <= 74.111 milliseconds (cumulative count 27621)
28.708% <= 75.135 milliseconds (cumulative count 28708)
30.002% <= 76.159 milliseconds (cumulative count 30002)
31.672% <= 77.119 milliseconds (cumulative count 31672)
33.019% <= 78.143 milliseconds (cumulative count 33019)
34.719% <= 79.103 milliseconds (cumulative count 34719)
36.151% <= 80.127 milliseconds (cumulative count 36151)
37.337% <= 81.151 milliseconds (cumulative count 37337)
38.573% <= 82.111 milliseconds (cumulative count 38573)
39.832% <= 83.135 milliseconds (cumulative count 39832)
40.874% <= 84.159 milliseconds (cumulative count 40874)
42.564% <= 85.119 milliseconds (cumulative count 42564)
44.316% <= 86.143 milliseconds (cumulative count 44316)
45.967% <= 87.103 milliseconds (cumulative count 45967)
47.724% <= 88.127 milliseconds (cumulative count 47724)
49.421% <= 89.151 milliseconds (cumulative count 49421)
51.064% <= 90.111 milliseconds (cumulative count 51064)
53.425% <= 91.135 milliseconds (cumulative count 53425)
54.880% <= 92.159 milliseconds (cumulative count 54880)
56.453% <= 93.119 milliseconds (cumulative count 56453)
57.842% <= 94.143 milliseconds (cumulative count 57842)
58.733% <= 95.103 milliseconds (cumulative count 58733)
59.855% <= 96.127 milliseconds (cumulative count 59855)
60.396% <= 97.151 milliseconds (cumulative count 60396)
61.292% <= 98.111 milliseconds (cumulative count 61292)
62.335% <= 99.135 milliseconds (cumulative count 62335)
63.591% <= 100.159 milliseconds (cumulative count 63591)
65.081% <= 101.119 milliseconds (cumulative count 65081)
65.992% <= 102.143 milliseconds (cumulative count 65992)
67.135% <= 103.103 milliseconds (cumulative count 67135)
68.298% <= 104.127 milliseconds (cumulative count 68298)
69.405% <= 105.151 milliseconds (cumulative count 69405)
70.538% <= 106.111 milliseconds (cumulative count 70538)
71.479% <= 107.135 milliseconds (cumulative count 71479)
72.019% <= 108.159 milliseconds (cumulative count 72019)
72.687% <= 109.119 milliseconds (cumulative count 72687)
73.558% <= 110.143 milliseconds (cumulative count 73558)
74.599% <= 111.103 milliseconds (cumulative count 74599)
75.783% <= 112.127 milliseconds (cumulative count 75783)
76.470% <= 113.151 milliseconds (cumulative count 76470)
77.476% <= 114.111 milliseconds (cumulative count 77476)
78.646% <= 115.135 milliseconds (cumulative count 78646)
79.601% <= 116.159 milliseconds (cumulative count 79601)
80.623% <= 117.119 milliseconds (cumulative count 80623)
81.318% <= 118.143 milliseconds (cumulative count 81318)
81.889% <= 119.103 milliseconds (cumulative count 81889)
82.272% <= 120.127 milliseconds (cumulative count 82272)
82.668% <= 121.151 milliseconds (cumulative count 82668)
83.254% <= 122.111 milliseconds (cumulative count 83254)
83.835% <= 123.135 milliseconds (cumulative count 83835)
84.462% <= 124.159 milliseconds (cumulative count 84462)
84.651% <= 125.119 milliseconds (cumulative count 84651)
84.871% <= 126.143 milliseconds (cumulative count 84871)
85.239% <= 127.103 milliseconds (cumulative count 85239)
85.983% <= 128.127 milliseconds (cumulative count 85983)
86.740% <= 129.151 milliseconds (cumulative count 86740)
87.288% <= 130.111 milliseconds (cumulative count 87288)
87.959% <= 131.199 milliseconds (cumulative count 87959)
88.197% <= 132.223 milliseconds (cumulative count 88197)
88.354% <= 133.119 milliseconds (cumulative count 88354)
88.685% <= 134.143 milliseconds (cumulative count 88685)
89.348% <= 135.167 milliseconds (cumulative count 89348)
89.700% <= 136.191 milliseconds (cumulative count 89700)
90.000% <= 137.215 milliseconds (cumulative count 90000)
90.179% <= 138.111 milliseconds (cumulative count 90179)
90.588% <= 139.135 milliseconds (cumulative count 90588)
90.791% <= 140.159 milliseconds (cumulative count 90791)
91.094% <= 141.183 milliseconds (cumulative count 91094)
91.404% <= 142.207 milliseconds (cumulative count 91404)
91.822% <= 143.103 milliseconds (cumulative count 91822)
92.111% <= 144.127 milliseconds (cumulative count 92111)
92.316% <= 145.151 milliseconds (cumulative count 92316)
92.540% <= 146.175 milliseconds (cumulative count 92540)
92.693% <= 147.199 milliseconds (cumulative count 92693)
92.808% <= 148.223 milliseconds (cumulative count 92808)
93.017% <= 149.119 milliseconds (cumulative count 93017)
93.160% <= 150.143 milliseconds (cumulative count 93160)
93.293% <= 151.167 milliseconds (cumulative count 93293)
93.379% <= 152.191 milliseconds (cumulative count 93379)
93.516% <= 153.215 milliseconds (cumulative count 93516)
93.702% <= 154.111 milliseconds (cumulative count 93702)
94.102% <= 155.135 milliseconds (cumulative count 94102)
95.174% <= 156.159 milliseconds (cumulative count 95174)
95.905% <= 157.183 milliseconds (cumulative count 95905)
96.254% <= 158.207 milliseconds (cumulative count 96254)
96.335% <= 159.103 milliseconds (cumulative count 96335)
96.410% <= 160.127 milliseconds (cumulative count 96410)
96.606% <= 161.151 milliseconds (cumulative count 96606)
96.941% <= 162.175 milliseconds (cumulative count 96941)
97.434% <= 163.199 milliseconds (cumulative count 97434)
97.558% <= 164.223 milliseconds (cumulative count 97558)
97.625% <= 165.119 milliseconds (cumulative count 97625)
97.730% <= 166.143 milliseconds (cumulative count 97730)
97.898% <= 167.167 milliseconds (cumulative count 97898)
98.038% <= 168.191 milliseconds (cumulative count 98038)
98.118% <= 169.215 milliseconds (cumulative count 98118)
98.277% <= 170.111 milliseconds (cumulative count 98277)
98.318% <= 171.135 milliseconds (cumulative count 98318)
98.322% <= 172.159 milliseconds (cumulative count 98322)
98.333% <= 176.127 milliseconds (cumulative count 98333)
98.364% <= 177.151 milliseconds (cumulative count 98364)
98.369% <= 178.175 milliseconds (cumulative count 98369)
98.392% <= 184.191 milliseconds (cumulative count 98392)
98.435% <= 185.215 milliseconds (cumulative count 98435)
98.457% <= 186.111 milliseconds (cumulative count 98457)
98.494% <= 187.135 milliseconds (cumulative count 98494)
98.595% <= 188.159 milliseconds (cumulative count 98595)
98.677% <= 189.183 milliseconds (cumulative count 98677)
98.685% <= 190.207 milliseconds (cumulative count 98685)
98.713% <= 192.127 milliseconds (cumulative count 98713)
98.760% <= 193.151 milliseconds (cumulative count 98760)
98.884% <= 194.175 milliseconds (cumulative count 98884)
98.986% <= 195.199 milliseconds (cumulative count 98986)
99.042% <= 196.223 milliseconds (cumulative count 99042)
99.076% <= 197.119 milliseconds (cumulative count 99076)
99.090% <= 198.143 milliseconds (cumulative count 99090)
99.097% <= 202.111 milliseconds (cumulative count 99097)
99.122% <= 203.135 milliseconds (cumulative count 99122)
99.143% <= 204.159 milliseconds (cumulative count 99143)
99.145% <= 205.183 milliseconds (cumulative count 99145)
99.167% <= 206.207 milliseconds (cumulative count 99167)
99.189% <= 207.103 milliseconds (cumulative count 99189)
99.191% <= 208.127 milliseconds (cumulative count 99191)
99.207% <= 211.199 milliseconds (cumulative count 99207)
99.220% <= 218.111 milliseconds (cumulative count 99220)
99.249% <= 231.167 milliseconds (cumulative count 99249)
99.293% <= 232.191 milliseconds (cumulative count 99293)
99.314% <= 233.215 milliseconds (cumulative count 99314)
99.351% <= 234.111 milliseconds (cumulative count 99351)
99.389% <= 235.135 milliseconds (cumulative count 99389)
99.400% <= 236.159 milliseconds (cumulative count 99400)
99.403% <= 238.207 milliseconds (cumulative count 99403)
99.415% <= 239.103 milliseconds (cumulative count 99415)
99.418% <= 240.127 milliseconds (cumulative count 99418)
99.426% <= 241.151 milliseconds (cumulative count 99426)
99.436% <= 242.175 milliseconds (cumulative count 99436)
99.452% <= 243.199 milliseconds (cumulative count 99452)
99.475% <= 244.223 milliseconds (cumulative count 99475)
99.498% <= 245.119 milliseconds (cumulative count 99498)
99.515% <= 246.143 milliseconds (cumulative count 99515)
99.530% <= 247.167 milliseconds (cumulative count 99530)
99.564% <= 248.191 milliseconds (cumulative count 99564)
99.591% <= 249.215 milliseconds (cumulative count 99591)
99.610% <= 250.111 milliseconds (cumulative count 99610)
99.622% <= 251.135 milliseconds (cumulative count 99622)
99.638% <= 252.159 milliseconds (cumulative count 99638)
99.659% <= 253.183 milliseconds (cumulative count 99659)
99.709% <= 254.207 milliseconds (cumulative count 99709)
99.753% <= 255.103 milliseconds (cumulative count 99753)
99.790% <= 256.127 milliseconds (cumulative count 99790)
99.829% <= 257.151 milliseconds (cumulative count 99829)
99.872% <= 258.175 milliseconds (cumulative count 99872)
99.898% <= 259.199 milliseconds (cumulative count 99898)
99.906% <= 260.223 milliseconds (cumulative count 99906)
99.919% <= 261.119 milliseconds (cumulative count 99919)
99.946% <= 262.143 milliseconds (cumulative count 99946)
99.960% <= 263.167 milliseconds (cumulative count 99960)
99.980% <= 264.191 milliseconds (cumulative count 99980)
99.983% <= 265.215 milliseconds (cumulative count 99983)
99.991% <= 266.239 milliseconds (cumulative count 99991)
99.998% <= 267.263 milliseconds (cumulative count 99998)
100.000% <= 268.287 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 77041.60 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       94.647    24.032    89.663   155.903   195.455   267.519

root@node1:/data# 

QPS在七万左右。把字节大小调大一点,看看QPS变化

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 10000 -n 100000 -t get,set -d 100 --cluster
Cluster has 3 master nodes:

Master 0: 8e8e95579cc8ad326ee2f312419e815080e205b4 192.168.80.103:6372
Master 1: fe091979c50d51b14450975790d9039e63985439 192.168.80.101:6371
Master 2: 110d937e17739bed74c242bd0c5a7cf818596885 192.168.80.101:6372

====== SET ======                                                       
  100000 requests completed in 1.32 seconds
  10000 parallel clients
  100 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 25.375 milliseconds (cumulative count 1)
50.000% <= 85.951 milliseconds (cumulative count 50048)
75.000% <= 118.911 milliseconds (cumulative count 75001)
87.500% <= 155.391 milliseconds (cumulative count 87506)
93.750% <= 180.991 milliseconds (cumulative count 93758)
96.875% <= 194.303 milliseconds (cumulative count 96892)
98.438% <= 209.407 milliseconds (cumulative count 98441)
99.219% <= 273.407 milliseconds (cumulative count 99235)
99.609% <= 289.791 milliseconds (cumulative count 99622)
99.805% <= 296.191 milliseconds (cumulative count 99810)
99.902% <= 297.983 milliseconds (cumulative count 99906)
99.951% <= 336.639 milliseconds (cumulative count 99962)
99.976% <= 336.895 milliseconds (cumulative count 99976)
99.988% <= 337.151 milliseconds (cumulative count 99992)
99.994% <= 337.407 milliseconds (cumulative count 99998)
99.998% <= 337.663 milliseconds (cumulative count 100000)
100.000% <= 337.663 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.020% <= 26.111 milliseconds (cumulative count 20)
0.055% <= 27.103 milliseconds (cumulative count 55)
0.121% <= 28.111 milliseconds (cumulative count 121)
0.203% <= 29.103 milliseconds (cumulative count 203)
0.275% <= 30.111 milliseconds (cumulative count 275)
0.289% <= 31.103 milliseconds (cumulative count 289)
0.308% <= 32.111 milliseconds (cumulative count 308)
0.405% <= 33.119 milliseconds (cumulative count 405)
0.442% <= 34.111 milliseconds (cumulative count 442)
0.569% <= 35.103 milliseconds (cumulative count 569)
0.738% <= 36.127 milliseconds (cumulative count 738)
0.904% <= 37.119 milliseconds (cumulative count 904)
1.062% <= 38.111 milliseconds (cumulative count 1062)
1.179% <= 39.103 milliseconds (cumulative count 1179)
1.368% <= 40.127 milliseconds (cumulative count 1368)
1.555% <= 41.119 milliseconds (cumulative count 1555)
1.910% <= 42.111 milliseconds (cumulative count 1910)
2.462% <= 43.103 milliseconds (cumulative count 2462)
3.139% <= 44.127 milliseconds (cumulative count 3139)
3.855% <= 45.119 milliseconds (cumulative count 3855)
4.489% <= 46.111 milliseconds (cumulative count 4489)
5.347% <= 47.103 milliseconds (cumulative count 5347)
5.884% <= 48.127 milliseconds (cumulative count 5884)
6.635% <= 49.119 milliseconds (cumulative count 6635)
7.614% <= 50.111 milliseconds (cumulative count 7614)
8.301% <= 51.103 milliseconds (cumulative count 8301)
9.310% <= 52.127 milliseconds (cumulative count 9310)
10.147% <= 53.119 milliseconds (cumulative count 10147)
11.003% <= 54.111 milliseconds (cumulative count 11003)
12.209% <= 55.103 milliseconds (cumulative count 12209)
14.012% <= 56.127 milliseconds (cumulative count 14012)
15.253% <= 57.119 milliseconds (cumulative count 15253)
16.279% <= 58.111 milliseconds (cumulative count 16279)
17.224% <= 59.103 milliseconds (cumulative count 17224)
17.778% <= 60.127 milliseconds (cumulative count 17778)
18.835% <= 61.119 milliseconds (cumulative count 18835)
19.673% <= 62.111 milliseconds (cumulative count 19673)
20.208% <= 63.103 milliseconds (cumulative count 20208)
20.713% <= 64.127 milliseconds (cumulative count 20713)
21.499% <= 65.119 milliseconds (cumulative count 21499)
22.953% <= 66.111 milliseconds (cumulative count 22953)
24.305% <= 67.135 milliseconds (cumulative count 24305)
25.208% <= 68.159 milliseconds (cumulative count 25208)
25.922% <= 69.119 milliseconds (cumulative count 25922)
26.819% <= 70.143 milliseconds (cumulative count 26819)
27.868% <= 71.103 milliseconds (cumulative count 27868)
28.981% <= 72.127 milliseconds (cumulative count 28981)
30.217% <= 73.151 milliseconds (cumulative count 30217)
31.650% <= 74.111 milliseconds (cumulative count 31650)
34.002% <= 75.135 milliseconds (cumulative count 34002)
35.994% <= 76.159 milliseconds (cumulative count 35994)
37.238% <= 77.119 milliseconds (cumulative count 37238)
39.045% <= 78.143 milliseconds (cumulative count 39045)
41.157% <= 79.103 milliseconds (cumulative count 41157)
42.504% <= 80.127 milliseconds (cumulative count 42504)
44.036% <= 81.151 milliseconds (cumulative count 44036)
45.749% <= 82.111 milliseconds (cumulative count 45749)
47.062% <= 83.135 milliseconds (cumulative count 47062)
48.359% <= 84.159 milliseconds (cumulative count 48359)
49.140% <= 85.119 milliseconds (cumulative count 49140)
50.325% <= 86.143 milliseconds (cumulative count 50325)
51.350% <= 87.103 milliseconds (cumulative count 51350)
52.254% <= 88.127 milliseconds (cumulative count 52254)
52.968% <= 89.151 milliseconds (cumulative count 52968)
53.682% <= 90.111 milliseconds (cumulative count 53682)
54.491% <= 91.135 milliseconds (cumulative count 54491)
55.240% <= 92.159 milliseconds (cumulative count 55240)
56.365% <= 93.119 milliseconds (cumulative count 56365)
57.691% <= 94.143 milliseconds (cumulative count 57691)
58.540% <= 95.103 milliseconds (cumulative count 58540)
59.202% <= 96.127 milliseconds (cumulative count 59202)
59.889% <= 97.151 milliseconds (cumulative count 59889)
61.157% <= 98.111 milliseconds (cumulative count 61157)
62.109% <= 99.135 milliseconds (cumulative count 62109)
62.720% <= 100.159 milliseconds (cumulative count 62720)
63.519% <= 101.119 milliseconds (cumulative count 63519)
64.795% <= 102.143 milliseconds (cumulative count 64795)
65.858% <= 103.103 milliseconds (cumulative count 65858)
66.681% <= 104.127 milliseconds (cumulative count 66681)
67.696% <= 105.151 milliseconds (cumulative count 67696)
68.796% <= 106.111 milliseconds (cumulative count 68796)
69.616% <= 107.135 milliseconds (cumulative count 69616)
70.427% <= 108.159 milliseconds (cumulative count 70427)
71.057% <= 109.119 milliseconds (cumulative count 71057)
71.527% <= 110.143 milliseconds (cumulative count 71527)
71.917% <= 111.103 milliseconds (cumulative count 71917)
72.435% <= 112.127 milliseconds (cumulative count 72435)
72.887% <= 113.151 milliseconds (cumulative count 72887)
73.493% <= 114.111 milliseconds (cumulative count 73493)
73.780% <= 115.135 milliseconds (cumulative count 73780)
74.033% <= 116.159 milliseconds (cumulative count 74033)
74.231% <= 117.119 milliseconds (cumulative count 74231)
74.431% <= 118.143 milliseconds (cumulative count 74431)
75.429% <= 119.103 milliseconds (cumulative count 75429)
75.801% <= 120.127 milliseconds (cumulative count 75801)
76.050% <= 121.151 milliseconds (cumulative count 76050)
76.234% <= 122.111 milliseconds (cumulative count 76234)
76.681% <= 123.135 milliseconds (cumulative count 76681)
76.999% <= 124.159 milliseconds (cumulative count 76999)
77.107% <= 125.119 milliseconds (cumulative count 77107)
77.256% <= 126.143 milliseconds (cumulative count 77256)
77.442% <= 127.103 milliseconds (cumulative count 77442)
77.653% <= 128.127 milliseconds (cumulative count 77653)
78.001% <= 129.151 milliseconds (cumulative count 78001)
78.285% <= 130.111 milliseconds (cumulative count 78285)
78.427% <= 131.199 milliseconds (cumulative count 78427)
78.689% <= 132.223 milliseconds (cumulative count 78689)
78.961% <= 133.119 milliseconds (cumulative count 78961)
79.399% <= 134.143 milliseconds (cumulative count 79399)
79.862% <= 135.167 milliseconds (cumulative count 79862)
80.137% <= 136.191 milliseconds (cumulative count 80137)
80.368% <= 137.215 milliseconds (cumulative count 80368)
80.707% <= 138.111 milliseconds (cumulative count 80707)
81.051% <= 139.135 milliseconds (cumulative count 81051)
81.330% <= 140.159 milliseconds (cumulative count 81330)
81.754% <= 141.183 milliseconds (cumulative count 81754)
82.670% <= 142.207 milliseconds (cumulative count 82670)
82.951% <= 143.103 milliseconds (cumulative count 82951)
83.314% <= 144.127 milliseconds (cumulative count 83314)
83.687% <= 145.151 milliseconds (cumulative count 83687)
84.046% <= 146.175 milliseconds (cumulative count 84046)
84.466% <= 147.199 milliseconds (cumulative count 84466)
84.746% <= 148.223 milliseconds (cumulative count 84746)
85.007% <= 149.119 milliseconds (cumulative count 85007)
85.382% <= 150.143 milliseconds (cumulative count 85382)
85.607% <= 151.167 milliseconds (cumulative count 85607)
85.905% <= 152.191 milliseconds (cumulative count 85905)
86.225% <= 153.215 milliseconds (cumulative count 86225)
86.638% <= 154.111 milliseconds (cumulative count 86638)
87.435% <= 155.135 milliseconds (cumulative count 87435)
87.670% <= 156.159 milliseconds (cumulative count 87670)
87.837% <= 157.183 milliseconds (cumulative count 87837)
87.963% <= 158.207 milliseconds (cumulative count 87963)
88.080% <= 159.103 milliseconds (cumulative count 88080)
88.178% <= 160.127 milliseconds (cumulative count 88178)
88.465% <= 161.151 milliseconds (cumulative count 88465)
88.860% <= 162.175 milliseconds (cumulative count 88860)
89.390% <= 163.199 milliseconds (cumulative count 89390)
89.770% <= 164.223 milliseconds (cumulative count 89770)
89.908% <= 165.119 milliseconds (cumulative count 89908)
90.175% <= 166.143 milliseconds (cumulative count 90175)
90.485% <= 167.167 milliseconds (cumulative count 90485)
90.865% <= 168.191 milliseconds (cumulative count 90865)
91.140% <= 169.215 milliseconds (cumulative count 91140)
91.339% <= 170.111 milliseconds (cumulative count 91339)
91.801% <= 171.135 milliseconds (cumulative count 91801)
92.003% <= 172.159 milliseconds (cumulative count 92003)
92.190% <= 173.183 milliseconds (cumulative count 92190)
92.308% <= 174.207 milliseconds (cumulative count 92308)
92.526% <= 175.103 milliseconds (cumulative count 92526)
92.867% <= 176.127 milliseconds (cumulative count 92867)
93.155% <= 177.151 milliseconds (cumulative count 93155)
93.405% <= 178.175 milliseconds (cumulative count 93405)
93.580% <= 179.199 milliseconds (cumulative count 93580)
93.663% <= 180.223 milliseconds (cumulative count 93663)
93.776% <= 181.119 milliseconds (cumulative count 93776)
93.972% <= 182.143 milliseconds (cumulative count 93972)
94.122% <= 183.167 milliseconds (cumulative count 94122)
94.735% <= 184.191 milliseconds (cumulative count 94735)
95.316% <= 185.215 milliseconds (cumulative count 95316)
95.359% <= 186.111 milliseconds (cumulative count 95359)
95.901% <= 187.135 milliseconds (cumulative count 95901)
96.194% <= 188.159 milliseconds (cumulative count 96194)
96.351% <= 189.183 milliseconds (cumulative count 96351)
96.453% <= 190.207 milliseconds (cumulative count 96453)
96.508% <= 191.103 milliseconds (cumulative count 96508)
96.555% <= 192.127 milliseconds (cumulative count 96555)
96.588% <= 193.151 milliseconds (cumulative count 96588)
96.825% <= 194.175 milliseconds (cumulative count 96825)
97.137% <= 195.199 milliseconds (cumulative count 97137)
97.391% <= 196.223 milliseconds (cumulative count 97391)
97.418% <= 197.119 milliseconds (cumulative count 97418)
97.434% <= 198.143 milliseconds (cumulative count 97434)
98.023% <= 199.167 milliseconds (cumulative count 98023)
98.254% <= 200.191 milliseconds (cumulative count 98254)
98.287% <= 201.215 milliseconds (cumulative count 98287)
98.335% <= 202.111 milliseconds (cumulative count 98335)
98.370% <= 203.135 milliseconds (cumulative count 98370)
98.420% <= 204.159 milliseconds (cumulative count 98420)
98.426% <= 209.151 milliseconds (cumulative count 98426)
98.571% <= 210.175 milliseconds (cumulative count 98571)
98.695% <= 211.199 milliseconds (cumulative count 98695)
98.724% <= 212.223 milliseconds (cumulative count 98724)
98.734% <= 222.207 milliseconds (cumulative count 98734)
98.826% <= 223.103 milliseconds (cumulative count 98826)
98.886% <= 224.127 milliseconds (cumulative count 98886)
98.895% <= 225.151 milliseconds (cumulative count 98895)
98.912% <= 250.111 milliseconds (cumulative count 98912)
98.970% <= 251.135 milliseconds (cumulative count 98970)
99.019% <= 252.159 milliseconds (cumulative count 99019)
99.045% <= 253.183 milliseconds (cumulative count 99045)
99.047% <= 254.207 milliseconds (cumulative count 99047)
99.089% <= 256.127 milliseconds (cumulative count 99089)
99.095% <= 257.151 milliseconds (cumulative count 99095)
99.146% <= 267.263 milliseconds (cumulative count 99146)
99.149% <= 268.287 milliseconds (cumulative count 99149)
99.199% <= 273.151 milliseconds (cumulative count 99199)
99.316% <= 274.175 milliseconds (cumulative count 99316)
99.400% <= 275.199 milliseconds (cumulative count 99400)
99.428% <= 276.223 milliseconds (cumulative count 99428)
99.444% <= 287.231 milliseconds (cumulative count 99444)
99.486% <= 288.255 milliseconds (cumulative count 99486)
99.563% <= 289.279 milliseconds (cumulative count 99563)
99.677% <= 290.303 milliseconds (cumulative count 99677)
99.727% <= 291.327 milliseconds (cumulative count 99727)
99.747% <= 292.351 milliseconds (cumulative count 99747)
99.751% <= 293.119 milliseconds (cumulative count 99751)
99.765% <= 294.143 milliseconds (cumulative count 99765)
99.770% <= 295.167 milliseconds (cumulative count 99770)
99.810% <= 296.191 milliseconds (cumulative count 99810)
99.887% <= 297.215 milliseconds (cumulative count 99887)
99.913% <= 298.239 milliseconds (cumulative count 99913)
99.941% <= 299.263 milliseconds (cumulative count 99941)
99.946% <= 300.287 milliseconds (cumulative count 99946)
99.947% <= 301.311 milliseconds (cumulative count 99947)
99.992% <= 337.151 milliseconds (cumulative count 99992)
100.000% <= 338.175 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 75930.14 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       98.693    25.360    85.951   184.575   251.903   337.663
====== GET ======                                                       
  100000 requests completed in 1.32 seconds
  10000 parallel clients
  100 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 32.255 milliseconds (cumulative count 1)
50.000% <= 89.599 milliseconds (cumulative count 50055)
75.000% <= 114.303 milliseconds (cumulative count 75012)
87.500% <= 132.479 milliseconds (cumulative count 87502)
93.750% <= 148.351 milliseconds (cumulative count 93776)
96.875% <= 169.471 milliseconds (cumulative count 96886)
98.438% <= 176.895 milliseconds (cumulative count 98447)
99.219% <= 180.863 milliseconds (cumulative count 99225)
99.609% <= 185.215 milliseconds (cumulative count 99614)
99.805% <= 189.951 milliseconds (cumulative count 99806)
99.902% <= 196.351 milliseconds (cumulative count 99905)
99.951% <= 202.879 milliseconds (cumulative count 99952)
99.976% <= 218.495 milliseconds (cumulative count 99978)
99.988% <= 218.879 milliseconds (cumulative count 99991)
99.994% <= 219.007 milliseconds (cumulative count 99995)
99.997% <= 219.135 milliseconds (cumulative count 99999)
99.999% <= 219.263 milliseconds (cumulative count 100000)
100.000% <= 219.263 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.025% <= 33.119 milliseconds (cumulative count 25)
0.038% <= 34.111 milliseconds (cumulative count 38)
0.332% <= 35.103 milliseconds (cumulative count 332)
0.385% <= 36.127 milliseconds (cumulative count 385)
0.410% <= 37.119 milliseconds (cumulative count 410)
0.427% <= 38.111 milliseconds (cumulative count 427)
0.498% <= 39.103 milliseconds (cumulative count 498)
0.533% <= 40.127 milliseconds (cumulative count 533)
0.616% <= 41.119 milliseconds (cumulative count 616)
0.688% <= 42.111 milliseconds (cumulative count 688)
0.805% <= 43.103 milliseconds (cumulative count 805)
0.859% <= 44.127 milliseconds (cumulative count 859)
0.987% <= 45.119 milliseconds (cumulative count 987)
1.198% <= 46.111 milliseconds (cumulative count 1198)
1.421% <= 47.103 milliseconds (cumulative count 1421)
1.698% <= 48.127 milliseconds (cumulative count 1698)
1.947% <= 49.119 milliseconds (cumulative count 1947)
2.155% <= 50.111 milliseconds (cumulative count 2155)
2.548% <= 51.103 milliseconds (cumulative count 2548)
3.047% <= 52.127 milliseconds (cumulative count 3047)
3.365% <= 53.119 milliseconds (cumulative count 3365)
3.853% <= 54.111 milliseconds (cumulative count 3853)
4.665% <= 55.103 milliseconds (cumulative count 4665)
6.306% <= 56.127 milliseconds (cumulative count 6306)
7.118% <= 57.119 milliseconds (cumulative count 7118)
7.943% <= 58.111 milliseconds (cumulative count 7943)
9.251% <= 59.103 milliseconds (cumulative count 9251)
10.797% <= 60.127 milliseconds (cumulative count 10797)
11.292% <= 61.119 milliseconds (cumulative count 11292)
11.863% <= 62.111 milliseconds (cumulative count 11863)
12.385% <= 63.103 milliseconds (cumulative count 12385)
13.299% <= 64.127 milliseconds (cumulative count 13299)
13.709% <= 65.119 milliseconds (cumulative count 13709)
14.348% <= 66.111 milliseconds (cumulative count 14348)
15.198% <= 67.135 milliseconds (cumulative count 15198)
15.971% <= 68.159 milliseconds (cumulative count 15971)
16.906% <= 69.119 milliseconds (cumulative count 16906)
17.865% <= 70.143 milliseconds (cumulative count 17865)
18.980% <= 71.103 milliseconds (cumulative count 18980)
20.510% <= 72.127 milliseconds (cumulative count 20510)
21.922% <= 73.151 milliseconds (cumulative count 21922)
23.721% <= 74.111 milliseconds (cumulative count 23721)
25.950% <= 75.135 milliseconds (cumulative count 25950)
28.108% <= 76.159 milliseconds (cumulative count 28108)
29.506% <= 77.119 milliseconds (cumulative count 29506)
30.908% <= 78.143 milliseconds (cumulative count 30908)
32.985% <= 79.103 milliseconds (cumulative count 32985)
35.299% <= 80.127 milliseconds (cumulative count 35299)
37.111% <= 81.151 milliseconds (cumulative count 37111)
38.629% <= 82.111 milliseconds (cumulative count 38629)
39.665% <= 83.135 milliseconds (cumulative count 39665)
41.221% <= 84.159 milliseconds (cumulative count 41221)
42.790% <= 85.119 milliseconds (cumulative count 42790)
44.699% <= 86.143 milliseconds (cumulative count 44699)
46.628% <= 87.103 milliseconds (cumulative count 46628)
48.047% <= 88.127 milliseconds (cumulative count 48047)
49.214% <= 89.151 milliseconds (cumulative count 49214)
50.964% <= 90.111 milliseconds (cumulative count 50964)
53.119% <= 91.135 milliseconds (cumulative count 53119)
55.111% <= 92.159 milliseconds (cumulative count 55111)
56.365% <= 93.119 milliseconds (cumulative count 56365)
58.131% <= 94.143 milliseconds (cumulative count 58131)
59.199% <= 95.103 milliseconds (cumulative count 59199)
60.274% <= 96.127 milliseconds (cumulative count 60274)
61.562% <= 97.151 milliseconds (cumulative count 61562)
62.914% <= 98.111 milliseconds (cumulative count 62914)
63.718% <= 99.135 milliseconds (cumulative count 63718)
64.406% <= 100.159 milliseconds (cumulative count 64406)
65.267% <= 101.119 milliseconds (cumulative count 65267)
66.158% <= 102.143 milliseconds (cumulative count 66158)
66.838% <= 103.103 milliseconds (cumulative count 66838)
67.593% <= 104.127 milliseconds (cumulative count 67593)
68.259% <= 105.151 milliseconds (cumulative count 68259)
68.952% <= 106.111 milliseconds (cumulative count 68952)
69.517% <= 107.135 milliseconds (cumulative count 69517)
70.208% <= 108.159 milliseconds (cumulative count 70208)
70.946% <= 109.119 milliseconds (cumulative count 70946)
71.800% <= 110.143 milliseconds (cumulative count 71800)
72.439% <= 111.103 milliseconds (cumulative count 72439)
73.319% <= 112.127 milliseconds (cumulative count 73319)
74.247% <= 113.151 milliseconds (cumulative count 74247)
74.945% <= 114.111 milliseconds (cumulative count 74945)
75.624% <= 115.135 milliseconds (cumulative count 75624)
76.534% <= 116.159 milliseconds (cumulative count 76534)
77.470% <= 117.119 milliseconds (cumulative count 77470)
78.420% <= 118.143 milliseconds (cumulative count 78420)
79.807% <= 119.103 milliseconds (cumulative count 79807)
80.538% <= 120.127 milliseconds (cumulative count 80538)
81.283% <= 121.151 milliseconds (cumulative count 81283)
81.675% <= 122.111 milliseconds (cumulative count 81675)
81.966% <= 123.135 milliseconds (cumulative count 81966)
82.562% <= 124.159 milliseconds (cumulative count 82562)
83.261% <= 125.119 milliseconds (cumulative count 83261)
83.812% <= 126.143 milliseconds (cumulative count 83812)
84.519% <= 127.103 milliseconds (cumulative count 84519)
85.204% <= 128.127 milliseconds (cumulative count 85204)
85.929% <= 129.151 milliseconds (cumulative count 85929)
86.402% <= 130.111 milliseconds (cumulative count 86402)
87.028% <= 131.199 milliseconds (cumulative count 87028)
87.409% <= 132.223 milliseconds (cumulative count 87409)
87.672% <= 133.119 milliseconds (cumulative count 87672)
87.973% <= 134.143 milliseconds (cumulative count 87973)
88.311% <= 135.167 milliseconds (cumulative count 88311)
88.593% <= 136.191 milliseconds (cumulative count 88593)
89.366% <= 137.215 milliseconds (cumulative count 89366)
89.840% <= 138.111 milliseconds (cumulative count 89840)
90.124% <= 139.135 milliseconds (cumulative count 90124)
90.406% <= 140.159 milliseconds (cumulative count 90406)
90.709% <= 141.183 milliseconds (cumulative count 90709)
91.806% <= 142.207 milliseconds (cumulative count 91806)
92.161% <= 143.103 milliseconds (cumulative count 92161)
92.589% <= 144.127 milliseconds (cumulative count 92589)
92.827% <= 145.151 milliseconds (cumulative count 92827)
93.047% <= 146.175 milliseconds (cumulative count 93047)
93.395% <= 147.199 milliseconds (cumulative count 93395)
93.740% <= 148.223 milliseconds (cumulative count 93740)
93.972% <= 149.119 milliseconds (cumulative count 93972)
94.602% <= 150.143 milliseconds (cumulative count 94602)
94.811% <= 151.167 milliseconds (cumulative count 94811)
94.872% <= 152.191 milliseconds (cumulative count 94872)
94.974% <= 153.215 milliseconds (cumulative count 94974)
95.054% <= 154.111 milliseconds (cumulative count 95054)
95.194% <= 155.135 milliseconds (cumulative count 95194)
95.302% <= 156.159 milliseconds (cumulative count 95302)
95.344% <= 157.183 milliseconds (cumulative count 95344)
95.403% <= 158.207 milliseconds (cumulative count 95403)
95.503% <= 159.103 milliseconds (cumulative count 95503)
95.659% <= 160.127 milliseconds (cumulative count 95659)
95.778% <= 161.151 milliseconds (cumulative count 95778)
95.935% <= 162.175 milliseconds (cumulative count 95935)
96.091% <= 163.199 milliseconds (cumulative count 96091)
96.234% <= 164.223 milliseconds (cumulative count 96234)
96.329% <= 165.119 milliseconds (cumulative count 96329)
96.415% <= 166.143 milliseconds (cumulative count 96415)
96.586% <= 167.167 milliseconds (cumulative count 96586)
96.715% <= 168.191 milliseconds (cumulative count 96715)
96.856% <= 169.215 milliseconds (cumulative count 96856)
96.977% <= 170.111 milliseconds (cumulative count 96977)
97.201% <= 171.135 milliseconds (cumulative count 97201)
97.437% <= 172.159 milliseconds (cumulative count 97437)
97.777% <= 173.183 milliseconds (cumulative count 97777)
97.953% <= 174.207 milliseconds (cumulative count 97953)
98.130% <= 175.103 milliseconds (cumulative count 98130)
98.278% <= 176.127 milliseconds (cumulative count 98278)
98.512% <= 177.151 milliseconds (cumulative count 98512)
98.774% <= 178.175 milliseconds (cumulative count 98774)
98.991% <= 179.199 milliseconds (cumulative count 98991)
99.126% <= 180.223 milliseconds (cumulative count 99126)
99.278% <= 181.119 milliseconds (cumulative count 99278)
99.375% <= 182.143 milliseconds (cumulative count 99375)
99.451% <= 183.167 milliseconds (cumulative count 99451)
99.547% <= 184.191 milliseconds (cumulative count 99547)
99.614% <= 185.215 milliseconds (cumulative count 99614)
99.658% <= 186.111 milliseconds (cumulative count 99658)
99.663% <= 187.135 milliseconds (cumulative count 99663)
99.755% <= 188.159 milliseconds (cumulative count 99755)
99.779% <= 189.183 milliseconds (cumulative count 99779)
99.810% <= 190.207 milliseconds (cumulative count 99810)
99.826% <= 191.103 milliseconds (cumulative count 99826)
99.841% <= 192.127 milliseconds (cumulative count 99841)
99.857% <= 193.151 milliseconds (cumulative count 99857)
99.865% <= 194.175 milliseconds (cumulative count 99865)
99.890% <= 195.199 milliseconds (cumulative count 99890)
99.901% <= 196.223 milliseconds (cumulative count 99901)
99.923% <= 197.119 milliseconds (cumulative count 99923)
99.929% <= 198.143 milliseconds (cumulative count 99929)
99.934% <= 199.167 milliseconds (cumulative count 99934)
99.945% <= 202.111 milliseconds (cumulative count 99945)
99.956% <= 203.135 milliseconds (cumulative count 99956)
99.962% <= 218.111 milliseconds (cumulative count 99962)
99.999% <= 219.135 milliseconds (cumulative count 99999)
100.000% <= 220.159 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 75987.84 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       95.514    32.240    89.599   153.599   179.327   219.263

root@node1:/data# 

调大次数,再看结果

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 10000 -n 1000000 -t get,set -d 100 --cluster
Cluster has 3 master nodes:

Master 0: 8e8e95579cc8ad326ee2f312419e815080e205b4 192.168.80.103:6372
Master 1: fe091979c50d51b14450975790d9039e63985439 192.168.80.101:6371
Master 2: 110d937e17739bed74c242bd0c5a7cf818596885 192.168.80.101:6372

====== SET ======                                                        
  1000000 requests completed in 10.89 seconds
  10000 parallel clients
  100 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 22.799 milliseconds (cumulative count 1)
50.000% <= 96.127 milliseconds (cumulative count 500344)
75.000% <= 119.359 milliseconds (cumulative count 750373)
87.500% <= 142.719 milliseconds (cumulative count 875270)
93.750% <= 163.071 milliseconds (cumulative count 937502)
96.875% <= 183.039 milliseconds (cumulative count 968871)
98.438% <= 209.919 milliseconds (cumulative count 984490)
99.219% <= 245.375 milliseconds (cumulative count 992214)
99.609% <= 264.447 milliseconds (cumulative count 996108)
99.805% <= 276.223 milliseconds (cumulative count 998056)
99.902% <= 299.263 milliseconds (cumulative count 999024)
99.951% <= 308.223 milliseconds (cumulative count 999525)
99.976% <= 310.015 milliseconds (cumulative count 999781)
99.988% <= 311.295 milliseconds (cumulative count 999882)
99.994% <= 312.319 milliseconds (cumulative count 999940)
99.997% <= 313.343 milliseconds (cumulative count 999975)
99.998% <= 313.855 milliseconds (cumulative count 999995)
100.000% <= 314.111 milliseconds (cumulative count 999999)
100.000% <= 351.743 milliseconds (cumulative count 1000000)
100.000% <= 351.743 milliseconds (cumulative count 1000000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.000% <= 23.103 milliseconds (cumulative count 1)
0.003% <= 24.111 milliseconds (cumulative count 29)
0.015% <= 25.103 milliseconds (cumulative count 145)
0.022% <= 26.111 milliseconds (cumulative count 216)
0.038% <= 27.103 milliseconds (cumulative count 377)
0.057% <= 28.111 milliseconds (cumulative count 574)
0.088% <= 29.103 milliseconds (cumulative count 883)
0.144% <= 30.111 milliseconds (cumulative count 1440)
0.226% <= 31.103 milliseconds (cumulative count 2255)
0.291% <= 32.111 milliseconds (cumulative count 2906)
0.378% <= 33.119 milliseconds (cumulative count 3776)
0.437% <= 34.111 milliseconds (cumulative count 4373)
0.510% <= 35.103 milliseconds (cumulative count 5102)
0.618% <= 36.127 milliseconds (cumulative count 6176)
0.744% <= 37.119 milliseconds (cumulative count 7439)
0.927% <= 38.111 milliseconds (cumulative count 9268)
1.055% <= 39.103 milliseconds (cumulative count 10551)
1.265% <= 40.127 milliseconds (cumulative count 12648)
1.464% <= 41.119 milliseconds (cumulative count 14640)
1.655% <= 42.111 milliseconds (cumulative count 16545)
1.880% <= 43.103 milliseconds (cumulative count 18800)
2.119% <= 44.127 milliseconds (cumulative count 21187)
2.371% <= 45.119 milliseconds (cumulative count 23714)
2.724% <= 46.111 milliseconds (cumulative count 27239)
3.060% <= 47.103 milliseconds (cumulative count 30604)
3.532% <= 48.127 milliseconds (cumulative count 35323)
3.902% <= 49.119 milliseconds (cumulative count 39024)
4.363% <= 50.111 milliseconds (cumulative count 43630)
4.824% <= 51.103 milliseconds (cumulative count 48239)
5.370% <= 52.127 milliseconds (cumulative count 53700)
5.933% <= 53.119 milliseconds (cumulative count 59330)
6.513% <= 54.111 milliseconds (cumulative count 65133)
7.111% <= 55.103 milliseconds (cumulative count 71106)
7.778% <= 56.127 milliseconds (cumulative count 77783)
8.347% <= 57.119 milliseconds (cumulative count 83469)
8.879% <= 58.111 milliseconds (cumulative count 88790)
9.350% <= 59.103 milliseconds (cumulative count 93497)
9.984% <= 60.127 milliseconds (cumulative count 99843)
10.666% <= 61.119 milliseconds (cumulative count 106662)
11.302% <= 62.111 milliseconds (cumulative count 113021)
11.985% <= 63.103 milliseconds (cumulative count 119846)
12.780% <= 64.127 milliseconds (cumulative count 127796)
13.567% <= 65.119 milliseconds (cumulative count 135673)
14.409% <= 66.111 milliseconds (cumulative count 144086)
15.235% <= 67.135 milliseconds (cumulative count 152347)
16.067% <= 68.159 milliseconds (cumulative count 160669)
16.967% <= 69.119 milliseconds (cumulative count 169666)
18.083% <= 70.143 milliseconds (cumulative count 180832)
19.241% <= 71.103 milliseconds (cumulative count 192412)
20.548% <= 72.127 milliseconds (cumulative count 205482)
21.722% <= 73.151 milliseconds (cumulative count 217224)
22.966% <= 74.111 milliseconds (cumulative count 229665)
24.195% <= 75.135 milliseconds (cumulative count 241952)
25.384% <= 76.159 milliseconds (cumulative count 253841)
26.626% <= 77.119 milliseconds (cumulative count 266257)
27.746% <= 78.143 milliseconds (cumulative count 277457)
28.839% <= 79.103 milliseconds (cumulative count 288389)
29.989% <= 80.127 milliseconds (cumulative count 299891)
31.148% <= 81.151 milliseconds (cumulative count 311475)
32.316% <= 82.111 milliseconds (cumulative count 323165)
33.627% <= 83.135 milliseconds (cumulative count 336272)
34.864% <= 84.159 milliseconds (cumulative count 348638)
36.055% <= 85.119 milliseconds (cumulative count 360546)
37.482% <= 86.143 milliseconds (cumulative count 374821)
38.763% <= 87.103 milliseconds (cumulative count 387634)
40.102% <= 88.127 milliseconds (cumulative count 401023)
41.368% <= 89.151 milliseconds (cumulative count 413684)
42.555% <= 90.111 milliseconds (cumulative count 425553)
43.834% <= 91.135 milliseconds (cumulative count 438344)
45.129% <= 92.159 milliseconds (cumulative count 451288)
46.267% <= 93.119 milliseconds (cumulative count 462666)
47.507% <= 94.143 milliseconds (cumulative count 475066)
48.715% <= 95.103 milliseconds (cumulative count 487148)
50.034% <= 96.127 milliseconds (cumulative count 500344)
51.350% <= 97.151 milliseconds (cumulative count 513503)
52.516% <= 98.111 milliseconds (cumulative count 525160)
53.847% <= 99.135 milliseconds (cumulative count 538467)
55.032% <= 100.159 milliseconds (cumulative count 550322)
56.424% <= 101.119 milliseconds (cumulative count 564237)
57.611% <= 102.143 milliseconds (cumulative count 576106)
58.820% <= 103.103 milliseconds (cumulative count 588202)
59.990% <= 104.127 milliseconds (cumulative count 599904)
61.278% <= 105.151 milliseconds (cumulative count 612784)
62.445% <= 106.111 milliseconds (cumulative count 624451)
63.751% <= 107.135 milliseconds (cumulative count 637514)
65.111% <= 108.159 milliseconds (cumulative count 651114)
66.033% <= 109.119 milliseconds (cumulative count 660329)
67.156% <= 110.143 milliseconds (cumulative count 671564)
68.055% <= 111.103 milliseconds (cumulative count 680547)
68.916% <= 112.127 milliseconds (cumulative count 689156)
69.883% <= 113.151 milliseconds (cumulative count 698829)
70.739% <= 114.111 milliseconds (cumulative count 707391)
71.578% <= 115.135 milliseconds (cumulative count 715780)
72.468% <= 116.159 milliseconds (cumulative count 724678)
73.173% <= 117.119 milliseconds (cumulative count 731729)
73.907% <= 118.143 milliseconds (cumulative count 739071)
74.828% <= 119.103 milliseconds (cumulative count 748283)
75.621% <= 120.127 milliseconds (cumulative count 756208)
76.439% <= 121.151 milliseconds (cumulative count 764393)
77.177% <= 122.111 milliseconds (cumulative count 771770)
77.814% <= 123.135 milliseconds (cumulative count 778135)
78.454% <= 124.159 milliseconds (cumulative count 784536)
79.119% <= 125.119 milliseconds (cumulative count 791188)
79.787% <= 126.143 milliseconds (cumulative count 797865)
80.336% <= 127.103 milliseconds (cumulative count 803360)
80.898% <= 128.127 milliseconds (cumulative count 808980)
81.430% <= 129.151 milliseconds (cumulative count 814303)
82.004% <= 130.111 milliseconds (cumulative count 820042)
82.778% <= 131.199 milliseconds (cumulative count 827782)
83.511% <= 132.223 milliseconds (cumulative count 835110)
83.991% <= 133.119 milliseconds (cumulative count 839906)
84.396% <= 134.143 milliseconds (cumulative count 843964)
84.772% <= 135.167 milliseconds (cumulative count 847723)
85.170% <= 136.191 milliseconds (cumulative count 851699)
85.511% <= 137.215 milliseconds (cumulative count 855107)
85.905% <= 138.111 milliseconds (cumulative count 859050)
86.377% <= 139.135 milliseconds (cumulative count 863771)
86.727% <= 140.159 milliseconds (cumulative count 867265)
87.024% <= 141.183 milliseconds (cumulative count 870240)
87.367% <= 142.207 milliseconds (cumulative count 873674)
87.610% <= 143.103 milliseconds (cumulative count 876099)
87.854% <= 144.127 milliseconds (cumulative count 878541)
88.139% <= 145.151 milliseconds (cumulative count 881388)
88.485% <= 146.175 milliseconds (cumulative count 884854)
88.869% <= 147.199 milliseconds (cumulative count 888690)
89.309% <= 148.223 milliseconds (cumulative count 893095)
89.570% <= 149.119 milliseconds (cumulative count 895700)
89.827% <= 150.143 milliseconds (cumulative count 898270)
90.266% <= 151.167 milliseconds (cumulative count 902664)
90.632% <= 152.191 milliseconds (cumulative count 906319)
90.951% <= 153.215 milliseconds (cumulative count 909505)
91.270% <= 154.111 milliseconds (cumulative count 912695)
91.635% <= 155.135 milliseconds (cumulative count 916348)
91.961% <= 156.159 milliseconds (cumulative count 919614)
92.227% <= 157.183 milliseconds (cumulative count 922268)
92.488% <= 158.207 milliseconds (cumulative count 924878)
92.740% <= 159.103 milliseconds (cumulative count 927398)
93.009% <= 160.127 milliseconds (cumulative count 930090)
93.298% <= 161.151 milliseconds (cumulative count 932983)
93.576% <= 162.175 milliseconds (cumulative count 935760)
93.782% <= 163.199 milliseconds (cumulative count 937821)
93.968% <= 164.223 milliseconds (cumulative count 939677)
94.139% <= 165.119 milliseconds (cumulative count 941392)
94.352% <= 166.143 milliseconds (cumulative count 943520)
94.579% <= 167.167 milliseconds (cumulative count 945792)
94.769% <= 168.191 milliseconds (cumulative count 947693)
94.962% <= 169.215 milliseconds (cumulative count 949617)
95.123% <= 170.111 milliseconds (cumulative count 951226)
95.287% <= 171.135 milliseconds (cumulative count 952871)
95.422% <= 172.159 milliseconds (cumulative count 954218)
95.561% <= 173.183 milliseconds (cumulative count 955606)
95.697% <= 174.207 milliseconds (cumulative count 956966)
95.841% <= 175.103 milliseconds (cumulative count 958413)
96.024% <= 176.127 milliseconds (cumulative count 960243)
96.171% <= 177.151 milliseconds (cumulative count 961712)
96.294% <= 178.175 milliseconds (cumulative count 962938)
96.417% <= 179.199 milliseconds (cumulative count 964174)
96.551% <= 180.223 milliseconds (cumulative count 965512)
96.663% <= 181.119 milliseconds (cumulative count 966630)
96.773% <= 182.143 milliseconds (cumulative count 967732)
96.898% <= 183.167 milliseconds (cumulative count 968984)
97.001% <= 184.191 milliseconds (cumulative count 970010)
97.074% <= 185.215 milliseconds (cumulative count 970744)
97.140% <= 186.111 milliseconds (cumulative count 971401)
97.257% <= 187.135 milliseconds (cumulative count 972569)
97.329% <= 188.159 milliseconds (cumulative count 973294)
97.412% <= 189.183 milliseconds (cumulative count 974124)
97.485% <= 190.207 milliseconds (cumulative count 974851)
97.532% <= 191.103 milliseconds (cumulative count 975319)
97.576% <= 192.127 milliseconds (cumulative count 975760)
97.620% <= 193.151 milliseconds (cumulative count 976204)
97.689% <= 194.175 milliseconds (cumulative count 976890)
97.777% <= 195.199 milliseconds (cumulative count 977770)
97.846% <= 196.223 milliseconds (cumulative count 978463)
97.899% <= 197.119 milliseconds (cumulative count 978987)
97.954% <= 198.143 milliseconds (cumulative count 979544)
97.994% <= 199.167 milliseconds (cumulative count 979941)
98.043% <= 200.191 milliseconds (cumulative count 980429)
98.086% <= 201.215 milliseconds (cumulative count 980859)
98.120% <= 202.111 milliseconds (cumulative count 981196)
98.155% <= 203.135 milliseconds (cumulative count 981549)
98.198% <= 204.159 milliseconds (cumulative count 981978)
98.242% <= 205.183 milliseconds (cumulative count 982425)
98.275% <= 206.207 milliseconds (cumulative count 982750)
98.304% <= 207.103 milliseconds (cumulative count 983038)
98.337% <= 208.127 milliseconds (cumulative count 983368)
98.395% <= 209.151 milliseconds (cumulative count 983949)
98.480% <= 210.175 milliseconds (cumulative count 984801)
98.530% <= 211.199 milliseconds (cumulative count 985300)
98.593% <= 212.223 milliseconds (cumulative count 985934)
98.643% <= 213.119 milliseconds (cumulative count 986429)
98.694% <= 214.143 milliseconds (cumulative count 986944)
98.727% <= 215.167 milliseconds (cumulative count 987267)
98.753% <= 216.191 milliseconds (cumulative count 987526)
98.781% <= 217.215 milliseconds (cumulative count 987807)
98.812% <= 218.111 milliseconds (cumulative count 988120)
98.843% <= 219.135 milliseconds (cumulative count 988431)
98.862% <= 220.159 milliseconds (cumulative count 988620)
98.875% <= 221.183 milliseconds (cumulative count 988750)
98.885% <= 222.207 milliseconds (cumulative count 988854)
98.901% <= 223.103 milliseconds (cumulative count 989007)
98.916% <= 224.127 milliseconds (cumulative count 989164)
98.922% <= 225.151 milliseconds (cumulative count 989222)
98.933% <= 226.175 milliseconds (cumulative count 989328)
98.951% <= 227.199 milliseconds (cumulative count 989507)
98.972% <= 228.223 milliseconds (cumulative count 989717)
98.999% <= 229.119 milliseconds (cumulative count 989987)
99.019% <= 230.143 milliseconds (cumulative count 990187)
99.037% <= 231.167 milliseconds (cumulative count 990374)
99.059% <= 232.191 milliseconds (cumulative count 990585)
99.082% <= 233.215 milliseconds (cumulative count 990816)
99.096% <= 234.111 milliseconds (cumulative count 990961)
99.105% <= 235.135 milliseconds (cumulative count 991051)
99.110% <= 236.159 milliseconds (cumulative count 991096)
99.116% <= 237.183 milliseconds (cumulative count 991163)
99.124% <= 238.207 milliseconds (cumulative count 991236)
99.130% <= 239.103 milliseconds (cumulative count 991299)
99.139% <= 240.127 milliseconds (cumulative count 991392)
99.156% <= 241.151 milliseconds (cumulative count 991562)
99.174% <= 242.175 milliseconds (cumulative count 991740)
99.188% <= 243.199 milliseconds (cumulative count 991875)
99.203% <= 244.223 milliseconds (cumulative count 992032)
99.215% <= 245.119 milliseconds (cumulative count 992152)
99.234% <= 246.143 milliseconds (cumulative count 992340)
99.245% <= 247.167 milliseconds (cumulative count 992451)
99.262% <= 248.191 milliseconds (cumulative count 992622)
99.284% <= 249.215 milliseconds (cumulative count 992844)
99.303% <= 250.111 milliseconds (cumulative count 993030)
99.323% <= 251.135 milliseconds (cumulative count 993228)
99.344% <= 252.159 milliseconds (cumulative count 993436)
99.370% <= 253.183 milliseconds (cumulative count 993700)
99.391% <= 254.207 milliseconds (cumulative count 993915)
99.412% <= 255.103 milliseconds (cumulative count 994115)
99.438% <= 256.127 milliseconds (cumulative count 994382)
99.461% <= 257.151 milliseconds (cumulative count 994606)
99.481% <= 258.175 milliseconds (cumulative count 994812)
99.499% <= 259.199 milliseconds (cumulative count 994992)
99.514% <= 260.223 milliseconds (cumulative count 995143)
99.530% <= 261.119 milliseconds (cumulative count 995296)
99.548% <= 262.143 milliseconds (cumulative count 995480)
99.582% <= 263.167 milliseconds (cumulative count 995818)
99.607% <= 264.191 milliseconds (cumulative count 996071)
99.624% <= 265.215 milliseconds (cumulative count 996242)
99.649% <= 266.239 milliseconds (cumulative count 996492)
99.671% <= 267.263 milliseconds (cumulative count 996713)
99.687% <= 268.287 milliseconds (cumulative count 996873)
99.701% <= 269.311 milliseconds (cumulative count 997007)
99.714% <= 270.335 milliseconds (cumulative count 997137)
99.725% <= 271.103 milliseconds (cumulative count 997252)
99.745% <= 272.127 milliseconds (cumulative count 997449)
99.763% <= 273.151 milliseconds (cumulative count 997629)
99.778% <= 274.175 milliseconds (cumulative count 997781)
99.795% <= 275.199 milliseconds (cumulative count 997946)
99.806% <= 276.223 milliseconds (cumulative count 998056)
99.815% <= 277.247 milliseconds (cumulative count 998146)
99.822% <= 278.271 milliseconds (cumulative count 998221)
99.827% <= 279.295 milliseconds (cumulative count 998271)
99.831% <= 280.319 milliseconds (cumulative count 998314)
99.835% <= 281.343 milliseconds (cumulative count 998353)
99.841% <= 282.111 milliseconds (cumulative count 998414)
99.844% <= 283.135 milliseconds (cumulative count 998445)
99.846% <= 284.159 milliseconds (cumulative count 998462)
99.847% <= 285.183 milliseconds (cumulative count 998471)
99.850% <= 286.207 milliseconds (cumulative count 998504)
99.854% <= 287.231 milliseconds (cumulative count 998542)
99.858% <= 288.255 milliseconds (cumulative count 998580)
99.864% <= 289.279 milliseconds (cumulative count 998638)
99.869% <= 290.303 milliseconds (cumulative count 998693)
99.877% <= 291.327 milliseconds (cumulative count 998774)
99.882% <= 292.351 milliseconds (cumulative count 998823)
99.886% <= 293.119 milliseconds (cumulative count 998862)
99.889% <= 294.143 milliseconds (cumulative count 998893)
99.895% <= 295.167 milliseconds (cumulative count 998949)
99.900% <= 296.191 milliseconds (cumulative count 998996)
99.900% <= 297.215 milliseconds (cumulative count 998999)
99.902% <= 298.239 milliseconds (cumulative count 999016)
99.902% <= 299.263 milliseconds (cumulative count 999024)
99.905% <= 300.287 milliseconds (cumulative count 999054)
99.910% <= 301.311 milliseconds (cumulative count 999098)
99.915% <= 302.335 milliseconds (cumulative count 999151)
99.918% <= 303.103 milliseconds (cumulative count 999177)
99.919% <= 304.127 milliseconds (cumulative count 999194)
99.924% <= 305.151 milliseconds (cumulative count 999236)
99.930% <= 306.175 milliseconds (cumulative count 999300)
99.939% <= 307.199 milliseconds (cumulative count 999392)
99.953% <= 308.223 milliseconds (cumulative count 999525)
99.966% <= 309.247 milliseconds (cumulative count 999665)
99.980% <= 310.271 milliseconds (cumulative count 999804)
99.988% <= 311.295 milliseconds (cumulative count 999882)
99.994% <= 312.319 milliseconds (cumulative count 999940)
99.997% <= 313.343 milliseconds (cumulative count 999975)
100.000% <= 314.111 milliseconds (cumulative count 999999)
100.000% <= 352.255 milliseconds (cumulative count 1000000)

Summary:
  throughput summary: 91835.80 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
      101.446    22.784    96.127   169.471   229.247   351.743
====== GET ======                                                       
  1000000 requests completed in 9.98 seconds
  10000 parallel clients
  100 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 18.687 milliseconds (cumulative count 1)
50.000% <= 86.079 milliseconds (cumulative count 500014)
75.000% <= 109.119 milliseconds (cumulative count 750351)
87.500% <= 125.695 milliseconds (cumulative count 875539)
93.750% <= 141.311 milliseconds (cumulative count 937639)
96.875% <= 154.751 milliseconds (cumulative count 968832)
98.438% <= 168.831 milliseconds (cumulative count 984394)
99.219% <= 182.399 milliseconds (cumulative count 992243)
99.609% <= 197.631 milliseconds (cumulative count 996112)
99.805% <= 220.799 milliseconds (cumulative count 998048)
99.902% <= 231.807 milliseconds (cumulative count 999030)
99.951% <= 242.943 milliseconds (cumulative count 999515)
99.976% <= 247.295 milliseconds (cumulative count 999757)
99.988% <= 308.479 milliseconds (cumulative count 999878)
99.994% <= 320.255 milliseconds (cumulative count 999941)
99.997% <= 322.559 milliseconds (cumulative count 999970)
99.998% <= 324.095 milliseconds (cumulative count 999986)
99.999% <= 325.119 milliseconds (cumulative count 999995)
100.000% <= 325.887 milliseconds (cumulative count 999998)
100.000% <= 326.143 milliseconds (cumulative count 999999)
100.000% <= 327.167 milliseconds (cumulative count 1000000)
100.000% <= 327.167 milliseconds (cumulative count 1000000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.003% <= 19.103 milliseconds (cumulative count 33)
0.004% <= 20.111 milliseconds (cumulative count 36)
0.010% <= 21.103 milliseconds (cumulative count 101)
0.021% <= 22.111 milliseconds (cumulative count 210)
0.026% <= 23.103 milliseconds (cumulative count 259)
0.027% <= 24.111 milliseconds (cumulative count 271)
0.032% <= 25.103 milliseconds (cumulative count 316)
0.036% <= 26.111 milliseconds (cumulative count 357)
0.044% <= 27.103 milliseconds (cumulative count 438)
0.061% <= 28.111 milliseconds (cumulative count 612)
0.115% <= 29.103 milliseconds (cumulative count 1150)
0.159% <= 30.111 milliseconds (cumulative count 1591)
0.213% <= 31.103 milliseconds (cumulative count 2127)
0.301% <= 32.111 milliseconds (cumulative count 3006)
0.424% <= 33.119 milliseconds (cumulative count 4237)
0.564% <= 34.111 milliseconds (cumulative count 5635)
0.703% <= 35.103 milliseconds (cumulative count 7031)
0.868% <= 36.127 milliseconds (cumulative count 8682)
1.169% <= 37.119 milliseconds (cumulative count 11688)
1.436% <= 38.111 milliseconds (cumulative count 14356)
1.678% <= 39.103 milliseconds (cumulative count 16778)
2.054% <= 40.127 milliseconds (cumulative count 20538)
2.426% <= 41.119 milliseconds (cumulative count 24261)
2.837% <= 42.111 milliseconds (cumulative count 28371)
3.211% <= 43.103 milliseconds (cumulative count 32115)
3.612% <= 44.127 milliseconds (cumulative count 36122)
4.048% <= 45.119 milliseconds (cumulative count 40476)
4.567% <= 46.111 milliseconds (cumulative count 45675)
5.140% <= 47.103 milliseconds (cumulative count 51398)
5.907% <= 48.127 milliseconds (cumulative count 59068)
6.575% <= 49.119 milliseconds (cumulative count 65746)
7.281% <= 50.111 milliseconds (cumulative count 72807)
8.036% <= 51.103 milliseconds (cumulative count 80359)
8.695% <= 52.127 milliseconds (cumulative count 86947)
9.327% <= 53.119 milliseconds (cumulative count 93269)
10.082% <= 54.111 milliseconds (cumulative count 100815)
10.916% <= 55.103 milliseconds (cumulative count 109161)
11.817% <= 56.127 milliseconds (cumulative count 118167)
12.785% <= 57.119 milliseconds (cumulative count 127853)
13.719% <= 58.111 milliseconds (cumulative count 137189)
14.634% <= 59.103 milliseconds (cumulative count 146337)
15.570% <= 60.127 milliseconds (cumulative count 155704)
16.491% <= 61.119 milliseconds (cumulative count 164910)
17.405% <= 62.111 milliseconds (cumulative count 174051)
18.506% <= 63.103 milliseconds (cumulative count 185060)
19.553% <= 64.127 milliseconds (cumulative count 195531)
20.720% <= 65.119 milliseconds (cumulative count 207200)
21.636% <= 66.111 milliseconds (cumulative count 216357)
22.857% <= 67.135 milliseconds (cumulative count 228573)
24.180% <= 68.159 milliseconds (cumulative count 241803)
25.549% <= 69.119 milliseconds (cumulative count 255494)
26.943% <= 70.143 milliseconds (cumulative count 269434)
28.460% <= 71.103 milliseconds (cumulative count 284598)
30.002% <= 72.127 milliseconds (cumulative count 300023)
31.470% <= 73.151 milliseconds (cumulative count 314696)
32.640% <= 74.111 milliseconds (cumulative count 326401)
34.121% <= 75.135 milliseconds (cumulative count 341206)
35.531% <= 76.159 milliseconds (cumulative count 355310)
37.161% <= 77.119 milliseconds (cumulative count 371607)
38.697% <= 78.143 milliseconds (cumulative count 386967)
39.950% <= 79.103 milliseconds (cumulative count 399499)
41.411% <= 80.127 milliseconds (cumulative count 414107)
42.801% <= 81.151 milliseconds (cumulative count 428010)
44.159% <= 82.111 milliseconds (cumulative count 441593)
45.488% <= 83.135 milliseconds (cumulative count 454878)
46.985% <= 84.159 milliseconds (cumulative count 469845)
48.631% <= 85.119 milliseconds (cumulative count 486311)
50.091% <= 86.143 milliseconds (cumulative count 500913)
51.402% <= 87.103 milliseconds (cumulative count 514017)
52.710% <= 88.127 milliseconds (cumulative count 527101)
53.899% <= 89.151 milliseconds (cumulative count 538988)
54.994% <= 90.111 milliseconds (cumulative count 549936)
56.370% <= 91.135 milliseconds (cumulative count 563702)
57.601% <= 92.159 milliseconds (cumulative count 576013)
58.523% <= 93.119 milliseconds (cumulative count 585228)
59.572% <= 94.143 milliseconds (cumulative count 595725)
60.497% <= 95.103 milliseconds (cumulative count 604974)
61.696% <= 96.127 milliseconds (cumulative count 616959)
62.856% <= 97.151 milliseconds (cumulative count 628559)
63.852% <= 98.111 milliseconds (cumulative count 638523)
64.920% <= 99.135 milliseconds (cumulative count 649203)
65.875% <= 100.159 milliseconds (cumulative count 658749)
67.047% <= 101.119 milliseconds (cumulative count 670466)
68.010% <= 102.143 milliseconds (cumulative count 680096)
69.054% <= 103.103 milliseconds (cumulative count 690537)
70.235% <= 104.127 milliseconds (cumulative count 702352)
71.246% <= 105.151 milliseconds (cumulative count 712457)
72.369% <= 106.111 milliseconds (cumulative count 723686)
73.371% <= 107.135 milliseconds (cumulative count 733711)
74.279% <= 108.159 milliseconds (cumulative count 742792)
75.035% <= 109.119 milliseconds (cumulative count 750351)
76.029% <= 110.143 milliseconds (cumulative count 760291)
76.835% <= 111.103 milliseconds (cumulative count 768351)
77.567% <= 112.127 milliseconds (cumulative count 775668)
78.484% <= 113.151 milliseconds (cumulative count 784842)
79.303% <= 114.111 milliseconds (cumulative count 793031)
79.933% <= 115.135 milliseconds (cumulative count 799329)
80.732% <= 116.159 milliseconds (cumulative count 807316)
81.526% <= 117.119 milliseconds (cumulative count 815261)
82.348% <= 118.143 milliseconds (cumulative count 823484)
83.076% <= 119.103 milliseconds (cumulative count 830755)
83.861% <= 120.127 milliseconds (cumulative count 838610)
84.465% <= 121.151 milliseconds (cumulative count 844649)
85.031% <= 122.111 milliseconds (cumulative count 850311)
85.817% <= 123.135 milliseconds (cumulative count 858174)
86.613% <= 124.159 milliseconds (cumulative count 866127)
87.179% <= 125.119 milliseconds (cumulative count 871790)
87.829% <= 126.143 milliseconds (cumulative count 878287)
88.432% <= 127.103 milliseconds (cumulative count 884317)
88.994% <= 128.127 milliseconds (cumulative count 889941)
89.508% <= 129.151 milliseconds (cumulative count 895080)
90.040% <= 130.111 milliseconds (cumulative count 900398)
90.448% <= 131.199 milliseconds (cumulative count 904476)
90.802% <= 132.223 milliseconds (cumulative count 908015)
91.112% <= 133.119 milliseconds (cumulative count 911115)
91.470% <= 134.143 milliseconds (cumulative count 914701)
91.922% <= 135.167 milliseconds (cumulative count 919219)
92.295% <= 136.191 milliseconds (cumulative count 922951)
92.596% <= 137.215 milliseconds (cumulative count 925962)
92.875% <= 138.111 milliseconds (cumulative count 928750)
93.164% <= 139.135 milliseconds (cumulative count 931641)
93.475% <= 140.159 milliseconds (cumulative count 934754)
93.736% <= 141.183 milliseconds (cumulative count 937361)
93.967% <= 142.207 milliseconds (cumulative count 939674)
94.188% <= 143.103 milliseconds (cumulative count 941875)
94.468% <= 144.127 milliseconds (cumulative count 944675)
94.738% <= 145.151 milliseconds (cumulative count 947382)
95.007% <= 146.175 milliseconds (cumulative count 950074)
95.191% <= 147.199 milliseconds (cumulative count 951912)
95.413% <= 148.223 milliseconds (cumulative count 954129)
95.580% <= 149.119 milliseconds (cumulative count 955799)
95.859% <= 150.143 milliseconds (cumulative count 958589)
96.096% <= 151.167 milliseconds (cumulative count 960961)
96.375% <= 152.191 milliseconds (cumulative count 963751)
96.622% <= 153.215 milliseconds (cumulative count 966217)
96.778% <= 154.111 milliseconds (cumulative count 967780)
96.972% <= 155.135 milliseconds (cumulative count 969722)
97.196% <= 156.159 milliseconds (cumulative count 971956)
97.344% <= 157.183 milliseconds (cumulative count 973437)
97.578% <= 158.207 milliseconds (cumulative count 975780)
97.720% <= 159.103 milliseconds (cumulative count 977200)
97.837% <= 160.127 milliseconds (cumulative count 978366)
97.950% <= 161.151 milliseconds (cumulative count 979502)
98.028% <= 162.175 milliseconds (cumulative count 980275)
98.091% <= 163.199 milliseconds (cumulative count 980909)
98.145% <= 164.223 milliseconds (cumulative count 981445)
98.201% <= 165.119 milliseconds (cumulative count 982005)
98.306% <= 166.143 milliseconds (cumulative count 983060)
98.359% <= 167.167 milliseconds (cumulative count 983588)
98.418% <= 168.191 milliseconds (cumulative count 984185)
98.452% <= 169.215 milliseconds (cumulative count 984517)
98.486% <= 170.111 milliseconds (cumulative count 984859)
98.548% <= 171.135 milliseconds (cumulative count 985477)
98.639% <= 172.159 milliseconds (cumulative count 986392)
98.732% <= 173.183 milliseconds (cumulative count 987323)
98.830% <= 174.207 milliseconds (cumulative count 988302)
98.880% <= 175.103 milliseconds (cumulative count 988805)
98.917% <= 176.127 milliseconds (cumulative count 989167)
98.951% <= 177.151 milliseconds (cumulative count 989506)
98.988% <= 178.175 milliseconds (cumulative count 989880)
99.028% <= 179.199 milliseconds (cumulative count 990283)
99.080% <= 180.223 milliseconds (cumulative count 990804)
99.140% <= 181.119 milliseconds (cumulative count 991399)
99.206% <= 182.143 milliseconds (cumulative count 992062)
99.276% <= 183.167 milliseconds (cumulative count 992758)
99.320% <= 184.191 milliseconds (cumulative count 993205)
99.340% <= 185.215 milliseconds (cumulative count 993395)
99.346% <= 186.111 milliseconds (cumulative count 993458)
99.359% <= 187.135 milliseconds (cumulative count 993590)
99.371% <= 188.159 milliseconds (cumulative count 993714)
99.437% <= 189.183 milliseconds (cumulative count 994369)
99.460% <= 190.207 milliseconds (cumulative count 994595)
99.490% <= 191.103 milliseconds (cumulative count 994898)
99.500% <= 192.127 milliseconds (cumulative count 994997)
99.549% <= 193.151 milliseconds (cumulative count 995489)
99.559% <= 194.175 milliseconds (cumulative count 995587)
99.575% <= 195.199 milliseconds (cumulative count 995748)
99.591% <= 196.223 milliseconds (cumulative count 995915)
99.603% <= 197.119 milliseconds (cumulative count 996035)
99.614% <= 198.143 milliseconds (cumulative count 996145)
99.618% <= 199.167 milliseconds (cumulative count 996178)
99.619% <= 200.191 milliseconds (cumulative count 996187)
99.630% <= 201.215 milliseconds (cumulative count 996296)
99.632% <= 202.111 milliseconds (cumulative count 996316)
99.643% <= 203.135 milliseconds (cumulative count 996431)
99.667% <= 204.159 milliseconds (cumulative count 996667)
99.677% <= 205.183 milliseconds (cumulative count 996770)
99.690% <= 206.207 milliseconds (cumulative count 996896)
99.695% <= 207.103 milliseconds (cumulative count 996954)
99.697% <= 209.151 milliseconds (cumulative count 996966)
99.702% <= 210.175 milliseconds (cumulative count 997024)
99.706% <= 211.199 milliseconds (cumulative count 997059)
99.712% <= 212.223 milliseconds (cumulative count 997123)
99.717% <= 213.119 milliseconds (cumulative count 997172)
99.734% <= 214.143 milliseconds (cumulative count 997343)
99.757% <= 215.167 milliseconds (cumulative count 997572)
99.768% <= 216.191 milliseconds (cumulative count 997678)
99.772% <= 217.215 milliseconds (cumulative count 997718)
99.777% <= 218.111 milliseconds (cumulative count 997773)
99.784% <= 219.135 milliseconds (cumulative count 997838)
99.793% <= 220.159 milliseconds (cumulative count 997933)
99.807% <= 221.183 milliseconds (cumulative count 998072)
99.818% <= 222.207 milliseconds (cumulative count 998180)
99.823% <= 223.103 milliseconds (cumulative count 998228)
99.828% <= 224.127 milliseconds (cumulative count 998279)
99.835% <= 225.151 milliseconds (cumulative count 998351)
99.846% <= 226.175 milliseconds (cumulative count 998463)
99.857% <= 227.199 milliseconds (cumulative count 998568)
99.866% <= 228.223 milliseconds (cumulative count 998662)
99.874% <= 229.119 milliseconds (cumulative count 998741)
99.880% <= 230.143 milliseconds (cumulative count 998797)
99.896% <= 231.167 milliseconds (cumulative count 998964)
99.907% <= 232.191 milliseconds (cumulative count 999067)
99.920% <= 233.215 milliseconds (cumulative count 999204)
99.925% <= 234.111 milliseconds (cumulative count 999254)
99.929% <= 235.135 milliseconds (cumulative count 999288)
99.933% <= 236.159 milliseconds (cumulative count 999332)
99.938% <= 237.183 milliseconds (cumulative count 999380)
99.942% <= 238.207 milliseconds (cumulative count 999417)
99.943% <= 239.103 milliseconds (cumulative count 999433)
99.946% <= 240.127 milliseconds (cumulative count 999456)
99.946% <= 241.151 milliseconds (cumulative count 999461)
99.948% <= 242.175 milliseconds (cumulative count 999477)
99.955% <= 243.199 milliseconds (cumulative count 999546)
99.971% <= 244.223 milliseconds (cumulative count 999708)
99.972% <= 245.119 milliseconds (cumulative count 999723)
99.973% <= 246.143 milliseconds (cumulative count 999726)
99.975% <= 247.167 milliseconds (cumulative count 999753)
99.980% <= 248.191 milliseconds (cumulative count 999796)
99.981% <= 249.215 milliseconds (cumulative count 999807)
99.983% <= 250.111 milliseconds (cumulative count 999828)
99.984% <= 251.135 milliseconds (cumulative count 999836)
99.984% <= 281.343 milliseconds (cumulative count 999837)
99.984% <= 284.159 milliseconds (cumulative count 999838)
99.984% <= 285.183 milliseconds (cumulative count 999842)
99.985% <= 286.207 milliseconds (cumulative count 999846)
99.985% <= 287.231 milliseconds (cumulative count 999847)
99.987% <= 290.303 milliseconds (cumulative count 999869)
99.987% <= 297.215 milliseconds (cumulative count 999870)
99.987% <= 299.263 milliseconds (cumulative count 999871)
99.987% <= 305.151 milliseconds (cumulative count 999872)
99.988% <= 308.223 milliseconds (cumulative count 999877)
99.988% <= 309.247 milliseconds (cumulative count 999880)
99.988% <= 310.271 milliseconds (cumulative count 999882)
99.988% <= 311.295 milliseconds (cumulative count 999884)
99.989% <= 312.319 milliseconds (cumulative count 999885)
99.989% <= 313.343 milliseconds (cumulative count 999886)
99.989% <= 314.111 milliseconds (cumulative count 999888)
99.989% <= 315.135 milliseconds (cumulative count 999895)
99.990% <= 317.183 milliseconds (cumulative count 999901)
99.991% <= 318.207 milliseconds (cumulative count 999908)
99.992% <= 319.231 milliseconds (cumulative count 999919)
99.994% <= 320.255 milliseconds (cumulative count 999941)
99.996% <= 321.279 milliseconds (cumulative count 999955)
99.997% <= 322.303 milliseconds (cumulative count 999969)
99.998% <= 323.327 milliseconds (cumulative count 999977)
99.999% <= 324.351 milliseconds (cumulative count 999987)
99.999% <= 325.119 milliseconds (cumulative count 999995)
100.000% <= 326.143 milliseconds (cumulative count 999999)
100.000% <= 327.167 milliseconds (cumulative count 1000000)

Summary:
  throughput summary: 100230.53 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       90.420    18.672    86.079   146.175   178.559   327.167

root@node1:/data# 

QPS有十万左右了,继续调大次数,再看结果

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 10000 -n 10000000 -t get,set -d 100 --cluster
Cluster has 3 master nodes:

Master 0: 8e8e95579cc8ad326ee2f312419e815080e205b4 192.168.80.103:6372
Master 1: fe091979c50d51b14450975790d9039e63985439 192.168.80.101:6371
Master 2: 110d937e17739bed74c242bd0c5a7cf818596885 192.168.80.101:6372

====== SET ======                                                        
  10000000 requests completed in 103.60 seconds
  10000 parallel clients
  100 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 20.015 milliseconds (cumulative count 1)
50.000% <= 92.479 milliseconds (cumulative count 5003114)
75.000% <= 117.695 milliseconds (cumulative count 7502248)
87.500% <= 138.111 milliseconds (cumulative count 8754246)
93.750% <= 155.135 milliseconds (cumulative count 9376642)
96.875% <= 171.135 milliseconds (cumulative count 9687580)
98.438% <= 188.287 milliseconds (cumulative count 9844178)
99.219% <= 204.799 milliseconds (cumulative count 9922150)
99.609% <= 222.847 milliseconds (cumulative count 9961002)
99.805% <= 241.791 milliseconds (cumulative count 9980511)
99.902% <= 258.431 milliseconds (cumulative count 9990261)
99.951% <= 270.335 milliseconds (cumulative count 9995144)
99.976% <= 283.391 milliseconds (cumulative count 9997579)
99.988% <= 298.751 milliseconds (cumulative count 9998791)
99.994% <= 315.903 milliseconds (cumulative count 9999414)
99.997% <= 323.583 milliseconds (cumulative count 9999699)
99.998% <= 340.479 milliseconds (cumulative count 9999853)
99.999% <= 343.807 milliseconds (cumulative count 9999924)
100.000% <= 345.855 milliseconds (cumulative count 9999963)
100.000% <= 346.879 milliseconds (cumulative count 9999987)
100.000% <= 347.135 milliseconds (cumulative count 9999996)
100.000% <= 347.391 milliseconds (cumulative count 10000000)
100.000% <= 347.391 milliseconds (cumulative count 10000000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.000% <= 20.111 milliseconds (cumulative count 5)
0.000% <= 21.103 milliseconds (cumulative count 22)
0.001% <= 22.111 milliseconds (cumulative count 64)
0.001% <= 23.103 milliseconds (cumulative count 140)
0.003% <= 24.111 milliseconds (cumulative count 333)
0.006% <= 25.103 milliseconds (cumulative count 553)
0.011% <= 26.111 milliseconds (cumulative count 1137)
0.019% <= 27.103 milliseconds (cumulative count 1946)
0.032% <= 28.111 milliseconds (cumulative count 3216)
0.057% <= 29.103 milliseconds (cumulative count 5652)
0.091% <= 30.111 milliseconds (cumulative count 9068)
0.133% <= 31.103 milliseconds (cumulative count 13287)
0.189% <= 32.111 milliseconds (cumulative count 18920)
0.263% <= 33.119 milliseconds (cumulative count 26342)
0.352% <= 34.111 milliseconds (cumulative count 35234)
0.459% <= 35.103 milliseconds (cumulative count 45914)
0.591% <= 36.127 milliseconds (cumulative count 59115)
0.747% <= 37.119 milliseconds (cumulative count 74709)
0.929% <= 38.111 milliseconds (cumulative count 92938)
1.124% <= 39.103 milliseconds (cumulative count 112390)
1.358% <= 40.127 milliseconds (cumulative count 135794)
1.602% <= 41.119 milliseconds (cumulative count 160217)
1.890% <= 42.111 milliseconds (cumulative count 189024)
2.190% <= 43.103 milliseconds (cumulative count 218957)
2.541% <= 44.127 milliseconds (cumulative count 254068)
2.942% <= 45.119 milliseconds (cumulative count 294162)
3.346% <= 46.111 milliseconds (cumulative count 334587)
3.752% <= 47.103 milliseconds (cumulative count 375242)
4.251% <= 48.127 milliseconds (cumulative count 425051)
4.775% <= 49.119 milliseconds (cumulative count 477488)
5.333% <= 50.111 milliseconds (cumulative count 533296)
5.943% <= 51.103 milliseconds (cumulative count 594269)
6.610% <= 52.127 milliseconds (cumulative count 660979)
7.255% <= 53.119 milliseconds (cumulative count 725517)
7.919% <= 54.111 milliseconds (cumulative count 791877)
8.612% <= 55.103 milliseconds (cumulative count 861220)
9.369% <= 56.127 milliseconds (cumulative count 936931)
10.139% <= 57.119 milliseconds (cumulative count 1013926)
10.908% <= 58.111 milliseconds (cumulative count 1090814)
11.668% <= 59.103 milliseconds (cumulative count 1166844)
12.491% <= 60.127 milliseconds (cumulative count 1249139)
13.339% <= 61.119 milliseconds (cumulative count 1333882)
14.211% <= 62.111 milliseconds (cumulative count 1421115)
15.091% <= 63.103 milliseconds (cumulative count 1509141)
16.022% <= 64.127 milliseconds (cumulative count 1602246)
16.926% <= 65.119 milliseconds (cumulative count 1692628)
17.880% <= 66.111 milliseconds (cumulative count 1788022)
18.869% <= 67.135 milliseconds (cumulative count 1886898)
19.938% <= 68.159 milliseconds (cumulative count 1993822)
20.973% <= 69.119 milliseconds (cumulative count 2097299)
22.216% <= 70.143 milliseconds (cumulative count 2221638)
23.444% <= 71.103 milliseconds (cumulative count 2344396)
24.706% <= 72.127 milliseconds (cumulative count 2470572)
26.018% <= 73.151 milliseconds (cumulative count 2601776)
27.209% <= 74.111 milliseconds (cumulative count 2720935)
28.519% <= 75.135 milliseconds (cumulative count 2851915)
29.892% <= 76.159 milliseconds (cumulative count 2989165)
31.181% <= 77.119 milliseconds (cumulative count 3118141)
32.457% <= 78.143 milliseconds (cumulative count 3245727)
33.703% <= 79.103 milliseconds (cumulative count 3370297)
35.028% <= 80.127 milliseconds (cumulative count 3502828)
36.303% <= 81.151 milliseconds (cumulative count 3630340)
37.586% <= 82.111 milliseconds (cumulative count 3758567)
38.921% <= 83.135 milliseconds (cumulative count 3892063)
40.192% <= 84.159 milliseconds (cumulative count 4019239)
41.394% <= 85.119 milliseconds (cumulative count 4139414)
42.693% <= 86.143 milliseconds (cumulative count 4269334)
43.851% <= 87.103 milliseconds (cumulative count 4385084)
45.059% <= 88.127 milliseconds (cumulative count 4505861)
46.278% <= 89.151 milliseconds (cumulative count 4627828)
47.378% <= 90.111 milliseconds (cumulative count 4737812)
48.536% <= 91.135 milliseconds (cumulative count 4853563)
49.674% <= 92.159 milliseconds (cumulative count 4967369)
50.786% <= 93.119 milliseconds (cumulative count 5078557)
51.908% <= 94.143 milliseconds (cumulative count 5190755)
52.942% <= 95.103 milliseconds (cumulative count 5294200)
54.066% <= 96.127 milliseconds (cumulative count 5406569)
55.234% <= 97.151 milliseconds (cumulative count 5523379)
56.355% <= 98.111 milliseconds (cumulative count 5635535)
57.543% <= 99.135 milliseconds (cumulative count 5754330)
58.716% <= 100.159 milliseconds (cumulative count 5871556)
59.822% <= 101.119 milliseconds (cumulative count 5982200)
60.984% <= 102.143 milliseconds (cumulative count 6098396)
62.053% <= 103.103 milliseconds (cumulative count 6205260)
63.185% <= 104.127 milliseconds (cumulative count 6318513)
64.296% <= 105.151 milliseconds (cumulative count 6429550)
65.313% <= 106.111 milliseconds (cumulative count 6531275)
66.328% <= 107.135 milliseconds (cumulative count 6632841)
67.314% <= 108.159 milliseconds (cumulative count 6731353)
68.232% <= 109.119 milliseconds (cumulative count 6823203)
69.156% <= 110.143 milliseconds (cumulative count 6915618)
69.959% <= 111.103 milliseconds (cumulative count 6995870)
70.777% <= 112.127 milliseconds (cumulative count 7077684)
71.586% <= 113.151 milliseconds (cumulative count 7158596)
72.356% <= 114.111 milliseconds (cumulative count 7235638)
73.157% <= 115.135 milliseconds (cumulative count 7315717)
73.925% <= 116.159 milliseconds (cumulative count 7392476)
74.609% <= 117.119 milliseconds (cumulative count 7460926)
75.344% <= 118.143 milliseconds (cumulative count 7534433)
75.995% <= 119.103 milliseconds (cumulative count 7599536)
76.675% <= 120.127 milliseconds (cumulative count 7667520)
77.414% <= 121.151 milliseconds (cumulative count 7741366)
78.063% <= 122.111 milliseconds (cumulative count 7806280)
78.721% <= 123.135 milliseconds (cumulative count 7872113)
79.391% <= 124.159 milliseconds (cumulative count 7939097)
80.001% <= 125.119 milliseconds (cumulative count 8000080)
80.603% <= 126.143 milliseconds (cumulative count 8060306)
81.216% <= 127.103 milliseconds (cumulative count 8121621)
81.885% <= 128.127 milliseconds (cumulative count 8188517)
82.567% <= 129.151 milliseconds (cumulative count 8256682)
83.167% <= 130.111 milliseconds (cumulative count 8316746)
83.792% <= 131.199 milliseconds (cumulative count 8379189)
84.385% <= 132.223 milliseconds (cumulative count 8438452)
84.882% <= 133.119 milliseconds (cumulative count 8488152)
85.414% <= 134.143 milliseconds (cumulative count 8541395)
85.936% <= 135.167 milliseconds (cumulative count 8593566)
86.494% <= 136.191 milliseconds (cumulative count 8649433)
87.048% <= 137.215 milliseconds (cumulative count 8704772)
87.542% <= 138.111 milliseconds (cumulative count 8754246)
88.040% <= 139.135 milliseconds (cumulative count 8803963)
88.504% <= 140.159 milliseconds (cumulative count 8850380)
88.993% <= 141.183 milliseconds (cumulative count 8899301)
89.437% <= 142.207 milliseconds (cumulative count 8943702)
89.796% <= 143.103 milliseconds (cumulative count 8979594)
90.188% <= 144.127 milliseconds (cumulative count 9018808)
90.549% <= 145.151 milliseconds (cumulative count 9054889)
90.935% <= 146.175 milliseconds (cumulative count 9093507)
91.327% <= 147.199 milliseconds (cumulative count 9132696)
91.719% <= 148.223 milliseconds (cumulative count 9171868)
92.032% <= 149.119 milliseconds (cumulative count 9203183)
92.349% <= 150.143 milliseconds (cumulative count 9234916)
92.646% <= 151.167 milliseconds (cumulative count 9264552)
92.943% <= 152.191 milliseconds (cumulative count 9294292)
93.241% <= 153.215 milliseconds (cumulative count 9324128)
93.497% <= 154.111 milliseconds (cumulative count 9349697)
93.766% <= 155.135 milliseconds (cumulative count 9376642)
94.059% <= 156.159 milliseconds (cumulative count 9405895)
94.307% <= 157.183 milliseconds (cumulative count 9430674)
94.549% <= 158.207 milliseconds (cumulative count 9454895)
94.770% <= 159.103 milliseconds (cumulative count 9477011)
95.020% <= 160.127 milliseconds (cumulative count 9502046)
95.239% <= 161.151 milliseconds (cumulative count 9523914)
95.448% <= 162.175 milliseconds (cumulative count 9544791)
95.635% <= 163.199 milliseconds (cumulative count 9563497)
95.794% <= 164.223 milliseconds (cumulative count 9579370)
95.944% <= 165.119 milliseconds (cumulative count 9594398)
96.113% <= 166.143 milliseconds (cumulative count 9611320)
96.271% <= 167.167 milliseconds (cumulative count 9627127)
96.439% <= 168.191 milliseconds (cumulative count 9643856)
96.576% <= 169.215 milliseconds (cumulative count 9657578)
96.709% <= 170.111 milliseconds (cumulative count 9670891)
96.876% <= 171.135 milliseconds (cumulative count 9687580)
97.036% <= 172.159 milliseconds (cumulative count 9703596)
97.164% <= 173.183 milliseconds (cumulative count 9716421)
97.278% <= 174.207 milliseconds (cumulative count 9727758)
97.391% <= 175.103 milliseconds (cumulative count 9739143)
97.498% <= 176.127 milliseconds (cumulative count 9749825)
97.601% <= 177.151 milliseconds (cumulative count 9760077)
97.686% <= 178.175 milliseconds (cumulative count 9768595)
97.761% <= 179.199 milliseconds (cumulative count 9776084)
97.823% <= 180.223 milliseconds (cumulative count 9782292)
97.886% <= 181.119 milliseconds (cumulative count 9788648)
97.969% <= 182.143 milliseconds (cumulative count 9796905)
98.057% <= 183.167 milliseconds (cumulative count 9805703)
98.132% <= 184.191 milliseconds (cumulative count 9813181)
98.200% <= 185.215 milliseconds (cumulative count 9820042)
98.256% <= 186.111 milliseconds (cumulative count 9825562)
98.349% <= 187.135 milliseconds (cumulative count 9834934)
98.434% <= 188.159 milliseconds (cumulative count 9843373)
98.499% <= 189.183 milliseconds (cumulative count 9849931)
98.568% <= 190.207 milliseconds (cumulative count 9856820)
98.617% <= 191.103 milliseconds (cumulative count 9861711)
98.663% <= 192.127 milliseconds (cumulative count 9866343)
98.711% <= 193.151 milliseconds (cumulative count 9871085)
98.767% <= 194.175 milliseconds (cumulative count 9876733)
98.821% <= 195.199 milliseconds (cumulative count 9882120)
98.867% <= 196.223 milliseconds (cumulative count 9886705)
98.908% <= 197.119 milliseconds (cumulative count 9890767)
98.949% <= 198.143 milliseconds (cumulative count 9894939)
98.992% <= 199.167 milliseconds (cumulative count 9899202)
99.039% <= 200.191 milliseconds (cumulative count 9903852)
99.076% <= 201.215 milliseconds (cumulative count 9907583)
99.110% <= 202.111 milliseconds (cumulative count 9910979)
99.154% <= 203.135 milliseconds (cumulative count 9915437)
99.199% <= 204.159 milliseconds (cumulative count 9919896)
99.236% <= 205.183 milliseconds (cumulative count 9923567)
99.267% <= 206.207 milliseconds (cumulative count 9926706)
99.296% <= 207.103 milliseconds (cumulative count 9929613)
99.327% <= 208.127 milliseconds (cumulative count 9932746)
99.356% <= 209.151 milliseconds (cumulative count 9935609)
99.377% <= 210.175 milliseconds (cumulative count 9937710)
99.402% <= 211.199 milliseconds (cumulative count 9940233)
99.424% <= 212.223 milliseconds (cumulative count 9942376)
99.450% <= 213.119 milliseconds (cumulative count 9945001)
99.467% <= 214.143 milliseconds (cumulative count 9946740)
99.487% <= 215.167 milliseconds (cumulative count 9948724)
99.506% <= 216.191 milliseconds (cumulative count 9950589)
99.524% <= 217.215 milliseconds (cumulative count 9952439)
99.538% <= 218.111 milliseconds (cumulative count 9953783)
99.552% <= 219.135 milliseconds (cumulative count 9955181)
99.567% <= 220.159 milliseconds (cumulative count 9956712)
99.585% <= 221.183 milliseconds (cumulative count 9958536)
99.599% <= 222.207 milliseconds (cumulative count 9959924)
99.613% <= 223.103 milliseconds (cumulative count 9961288)
99.627% <= 224.127 milliseconds (cumulative count 9962717)
99.642% <= 225.151 milliseconds (cumulative count 9964171)
99.656% <= 226.175 milliseconds (cumulative count 9965607)
99.675% <= 227.199 milliseconds (cumulative count 9967546)
99.685% <= 228.223 milliseconds (cumulative count 9968502)
99.693% <= 229.119 milliseconds (cumulative count 9969315)
99.702% <= 230.143 milliseconds (cumulative count 9970181)
99.711% <= 231.167 milliseconds (cumulative count 9971097)
99.718% <= 232.191 milliseconds (cumulative count 9971845)
99.726% <= 233.215 milliseconds (cumulative count 9972595)
99.736% <= 234.111 milliseconds (cumulative count 9973621)
99.748% <= 235.135 milliseconds (cumulative count 9974831)
99.760% <= 236.159 milliseconds (cumulative count 9975984)
99.767% <= 237.183 milliseconds (cumulative count 9976711)
99.775% <= 238.207 milliseconds (cumulative count 9977521)
99.783% <= 239.103 milliseconds (cumulative count 9978286)
99.793% <= 240.127 milliseconds (cumulative count 9979310)
99.801% <= 241.151 milliseconds (cumulative count 9980060)
99.808% <= 242.175 milliseconds (cumulative count 9980837)
99.816% <= 243.199 milliseconds (cumulative count 9981585)
99.822% <= 244.223 milliseconds (cumulative count 9982200)
99.830% <= 245.119 milliseconds (cumulative count 9982986)
99.837% <= 246.143 milliseconds (cumulative count 9983727)
99.845% <= 247.167 milliseconds (cumulative count 9984461)
99.849% <= 248.191 milliseconds (cumulative count 9984948)
99.854% <= 249.215 milliseconds (cumulative count 9985352)
99.864% <= 250.111 milliseconds (cumulative count 9986364)
99.873% <= 251.135 milliseconds (cumulative count 9987316)
99.877% <= 252.159 milliseconds (cumulative count 9987717)
99.883% <= 253.183 milliseconds (cumulative count 9988337)
99.888% <= 254.207 milliseconds (cumulative count 9988836)
99.892% <= 255.103 milliseconds (cumulative count 9989229)
99.895% <= 256.127 milliseconds (cumulative count 9989512)
99.898% <= 257.151 milliseconds (cumulative count 9989841)
99.902% <= 258.175 milliseconds (cumulative count 9990196)
99.906% <= 259.199 milliseconds (cumulative count 9990596)
99.911% <= 260.223 milliseconds (cumulative count 9991080)
99.916% <= 261.119 milliseconds (cumulative count 9991562)
99.920% <= 262.143 milliseconds (cumulative count 9991990)
99.923% <= 263.167 milliseconds (cumulative count 9992305)
99.926% <= 264.191 milliseconds (cumulative count 9992619)
99.936% <= 265.215 milliseconds (cumulative count 9993566)
99.938% <= 266.239 milliseconds (cumulative count 9993801)
99.942% <= 267.263 milliseconds (cumulative count 9994232)
99.945% <= 268.287 milliseconds (cumulative count 9994541)
99.948% <= 269.311 milliseconds (cumulative count 9994806)
99.951% <= 270.335 milliseconds (cumulative count 9995144)
99.955% <= 271.103 milliseconds (cumulative count 9995467)
99.957% <= 272.127 milliseconds (cumulative count 9995661)
99.958% <= 273.151 milliseconds (cumulative count 9995838)
99.960% <= 274.175 milliseconds (cumulative count 9996015)
99.962% <= 275.199 milliseconds (cumulative count 9996165)
99.964% <= 276.223 milliseconds (cumulative count 9996426)
99.967% <= 277.247 milliseconds (cumulative count 9996688)
99.968% <= 278.271 milliseconds (cumulative count 9996833)
99.970% <= 279.295 milliseconds (cumulative count 9997036)
99.972% <= 280.319 milliseconds (cumulative count 9997250)
99.974% <= 281.343 milliseconds (cumulative count 9997383)
99.974% <= 282.111 milliseconds (cumulative count 9997442)
99.976% <= 283.135 milliseconds (cumulative count 9997557)
99.976% <= 284.159 milliseconds (cumulative count 9997648)
99.977% <= 285.183 milliseconds (cumulative count 9997684)
99.977% <= 286.207 milliseconds (cumulative count 9997705)
99.977% <= 287.231 milliseconds (cumulative count 9997722)
99.978% <= 288.255 milliseconds (cumulative count 9997769)
99.978% <= 289.279 milliseconds (cumulative count 9997837)
99.979% <= 290.303 milliseconds (cumulative count 9997943)
99.983% <= 291.327 milliseconds (cumulative count 9998275)
99.983% <= 292.351 milliseconds (cumulative count 9998336)
99.984% <= 293.119 milliseconds (cumulative count 9998392)
99.985% <= 294.143 milliseconds (cumulative count 9998474)
99.985% <= 295.167 milliseconds (cumulative count 9998531)
99.987% <= 296.191 milliseconds (cumulative count 9998675)
99.987% <= 297.215 milliseconds (cumulative count 9998704)
99.987% <= 298.239 milliseconds (cumulative count 9998748)
99.988% <= 299.263 milliseconds (cumulative count 9998827)
99.988% <= 300.287 milliseconds (cumulative count 9998843)
99.989% <= 301.311 milliseconds (cumulative count 9998870)
99.989% <= 302.335 milliseconds (cumulative count 9998909)
99.989% <= 303.103 milliseconds (cumulative count 9998921)
99.989% <= 304.127 milliseconds (cumulative count 9998932)
99.989% <= 305.151 milliseconds (cumulative count 9998949)
99.990% <= 306.175 milliseconds (cumulative count 9998966)
99.990% <= 307.199 milliseconds (cumulative count 9998980)
99.990% <= 308.223 milliseconds (cumulative count 9998994)
99.990% <= 309.247 milliseconds (cumulative count 9999013)
99.990% <= 310.271 milliseconds (cumulative count 9999040)
99.991% <= 311.295 milliseconds (cumulative count 9999084)
99.991% <= 312.319 milliseconds (cumulative count 9999131)
99.992% <= 313.343 milliseconds (cumulative count 9999211)
99.993% <= 314.111 milliseconds (cumulative count 9999292)
99.994% <= 315.135 milliseconds (cumulative count 9999360)
99.994% <= 316.159 milliseconds (cumulative count 9999432)
99.995% <= 317.183 milliseconds (cumulative count 9999471)
99.995% <= 318.207 milliseconds (cumulative count 9999501)
99.995% <= 319.231 milliseconds (cumulative count 9999519)
99.995% <= 320.255 milliseconds (cumulative count 9999535)
99.996% <= 321.279 milliseconds (cumulative count 9999606)
99.997% <= 322.303 milliseconds (cumulative count 9999655)
99.997% <= 323.327 milliseconds (cumulative count 9999693)
99.997% <= 324.351 milliseconds (cumulative count 9999709)
99.997% <= 325.119 milliseconds (cumulative count 9999721)
99.998% <= 331.263 milliseconds (cumulative count 9999756)
99.998% <= 332.287 milliseconds (cumulative count 9999761)
99.998% <= 334.335 milliseconds (cumulative count 9999762)
99.998% <= 335.103 milliseconds (cumulative count 9999764)
99.998% <= 337.151 milliseconds (cumulative count 9999768)
99.998% <= 338.175 milliseconds (cumulative count 9999770)
99.998% <= 339.199 milliseconds (cumulative count 9999775)
99.998% <= 340.223 milliseconds (cumulative count 9999838)
99.999% <= 341.247 milliseconds (cumulative count 9999888)
99.999% <= 342.271 milliseconds (cumulative count 9999916)
99.999% <= 343.295 milliseconds (cumulative count 9999920)
99.999% <= 344.319 milliseconds (cumulative count 9999926)
99.999% <= 345.343 milliseconds (cumulative count 9999942)
100.000% <= 346.111 milliseconds (cumulative count 9999973)
100.000% <= 347.135 milliseconds (cumulative count 9999996)
100.000% <= 348.159 milliseconds (cumulative count 10000000)

Summary:
  throughput summary: 96523.23 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       97.364    20.000    92.479   160.127   199.423   347.391
====== GET ======                                                        
  10000000 requests completed in 100.25 seconds
  10000 parallel clients
  100 bytes payload
  keep alive: 1
  cluster mode: yes (3 masters)
  node [0] configuration:
    save: NONE
    appendonly: yes
  node [1] configuration:
    save: NONE
    appendonly: yes
  node [2] configuration:
    save: NONE
    appendonly: yes
  multi-thread: yes
  threads: 3

Latency by percentile distribution:
0.000% <= 21.471 milliseconds (cumulative count 2)
50.000% <= 89.535 milliseconds (cumulative count 5002635)
75.000% <= 113.599 milliseconds (cumulative count 7500383)
87.500% <= 132.607 milliseconds (cumulative count 8754764)
93.750% <= 148.351 milliseconds (cumulative count 9378671)
96.875% <= 162.559 milliseconds (cumulative count 9688064)
98.438% <= 176.511 milliseconds (cumulative count 9843754)
99.219% <= 192.767 milliseconds (cumulative count 9922013)
99.609% <= 206.335 milliseconds (cumulative count 9961045)
99.805% <= 224.383 milliseconds (cumulative count 9980517)
99.902% <= 240.255 milliseconds (cumulative count 9990259)
99.951% <= 251.135 milliseconds (cumulative count 9995136)
99.976% <= 264.703 milliseconds (cumulative count 9997568)
99.988% <= 273.407 milliseconds (cumulative count 9998792)
99.994% <= 291.839 milliseconds (cumulative count 9999414)
99.997% <= 295.935 milliseconds (cumulative count 9999704)
99.998% <= 299.007 milliseconds (cumulative count 9999859)
99.999% <= 302.591 milliseconds (cumulative count 9999925)
100.000% <= 309.759 milliseconds (cumulative count 9999964)
100.000% <= 310.271 milliseconds (cumulative count 9999983)
100.000% <= 310.527 milliseconds (cumulative count 9999991)
100.000% <= 311.039 milliseconds (cumulative count 9999999)
100.000% <= 311.295 milliseconds (cumulative count 10000000)
100.000% <= 311.295 milliseconds (cumulative count 10000000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.000% <= 22.111 milliseconds (cumulative count 22)
0.001% <= 23.103 milliseconds (cumulative count 143)
0.003% <= 24.111 milliseconds (cumulative count 295)
0.006% <= 25.103 milliseconds (cumulative count 588)
0.015% <= 26.111 milliseconds (cumulative count 1516)
0.031% <= 27.103 milliseconds (cumulative count 3121)
0.053% <= 28.111 milliseconds (cumulative count 5316)
0.088% <= 29.103 milliseconds (cumulative count 8780)
0.137% <= 30.111 milliseconds (cumulative count 13671)
0.200% <= 31.103 milliseconds (cumulative count 19964)
0.289% <= 32.111 milliseconds (cumulative count 28902)
0.399% <= 33.119 milliseconds (cumulative count 39911)
0.524% <= 34.111 milliseconds (cumulative count 52364)
0.675% <= 35.103 milliseconds (cumulative count 67467)
0.851% <= 36.127 milliseconds (cumulative count 85072)
1.048% <= 37.119 milliseconds (cumulative count 104850)
1.264% <= 38.111 milliseconds (cumulative count 126356)
1.509% <= 39.103 milliseconds (cumulative count 150895)
1.803% <= 40.127 milliseconds (cumulative count 180318)
2.125% <= 41.119 milliseconds (cumulative count 212488)
2.466% <= 42.111 milliseconds (cumulative count 246603)
2.826% <= 43.103 milliseconds (cumulative count 282626)
3.257% <= 44.127 milliseconds (cumulative count 325705)
3.688% <= 45.119 milliseconds (cumulative count 368818)
4.151% <= 46.111 milliseconds (cumulative count 415134)
4.674% <= 47.103 milliseconds (cumulative count 467398)
5.255% <= 48.127 milliseconds (cumulative count 525463)
5.851% <= 49.119 milliseconds (cumulative count 585145)
6.518% <= 50.111 milliseconds (cumulative count 651750)
7.217% <= 51.103 milliseconds (cumulative count 721679)
7.950% <= 52.127 milliseconds (cumulative count 795012)
8.673% <= 53.119 milliseconds (cumulative count 867302)
9.417% <= 54.111 milliseconds (cumulative count 941733)
10.188% <= 55.103 milliseconds (cumulative count 1018815)
10.994% <= 56.127 milliseconds (cumulative count 1099446)
11.830% <= 57.119 milliseconds (cumulative count 1182999)
12.691% <= 58.111 milliseconds (cumulative count 1269066)
13.522% <= 59.103 milliseconds (cumulative count 1352211)
14.414% <= 60.127 milliseconds (cumulative count 1441389)
15.321% <= 61.119 milliseconds (cumulative count 1532050)
16.307% <= 62.111 milliseconds (cumulative count 1630681)
17.286% <= 63.103 milliseconds (cumulative count 1728626)
18.351% <= 64.127 milliseconds (cumulative count 1835098)
19.417% <= 65.119 milliseconds (cumulative count 1941719)
20.508% <= 66.111 milliseconds (cumulative count 2050822)
21.723% <= 67.135 milliseconds (cumulative count 2172322)
22.957% <= 68.159 milliseconds (cumulative count 2295668)
24.196% <= 69.119 milliseconds (cumulative count 2419601)
25.539% <= 70.143 milliseconds (cumulative count 2553937)
26.878% <= 71.103 milliseconds (cumulative count 2687765)
28.300% <= 72.127 milliseconds (cumulative count 2829972)
29.759% <= 73.151 milliseconds (cumulative count 2975866)
31.115% <= 74.111 milliseconds (cumulative count 3111507)
32.535% <= 75.135 milliseconds (cumulative count 3253513)
34.018% <= 76.159 milliseconds (cumulative count 3401772)
35.444% <= 77.119 milliseconds (cumulative count 3544406)
36.896% <= 78.143 milliseconds (cumulative count 3689649)
38.186% <= 79.103 milliseconds (cumulative count 3818564)
39.505% <= 80.127 milliseconds (cumulative count 3950508)
40.795% <= 81.151 milliseconds (cumulative count 4079502)
42.016% <= 82.111 milliseconds (cumulative count 4201609)
43.174% <= 83.135 milliseconds (cumulative count 4317360)
44.341% <= 84.159 milliseconds (cumulative count 4434139)
45.392% <= 85.119 milliseconds (cumulative count 4539235)
46.538% <= 86.143 milliseconds (cumulative count 4653839)
47.530% <= 87.103 milliseconds (cumulative count 4753038)
48.588% <= 88.127 milliseconds (cumulative count 4858757)
49.621% <= 89.151 milliseconds (cumulative count 4962080)
50.702% <= 90.111 milliseconds (cumulative count 5070211)
51.809% <= 91.135 milliseconds (cumulative count 5180873)
52.955% <= 92.159 milliseconds (cumulative count 5295501)
54.081% <= 93.119 milliseconds (cumulative count 5408106)
55.171% <= 94.143 milliseconds (cumulative count 5517118)
56.177% <= 95.103 milliseconds (cumulative count 5617687)
57.309% <= 96.127 milliseconds (cumulative count 5730855)
58.525% <= 97.151 milliseconds (cumulative count 5852503)
59.644% <= 98.111 milliseconds (cumulative count 5964359)
60.785% <= 99.135 milliseconds (cumulative count 6078471)
61.917% <= 100.159 milliseconds (cumulative count 6191733)
62.927% <= 101.119 milliseconds (cumulative count 6292713)
64.001% <= 102.143 milliseconds (cumulative count 6400102)
64.993% <= 103.103 milliseconds (cumulative count 6499328)
66.159% <= 104.127 milliseconds (cumulative count 6615947)
67.351% <= 105.151 milliseconds (cumulative count 6735120)
68.407% <= 106.111 milliseconds (cumulative count 6840650)
69.503% <= 107.135 milliseconds (cumulative count 6950315)
70.513% <= 108.159 milliseconds (cumulative count 7051342)
71.419% <= 109.119 milliseconds (cumulative count 7141910)
72.283% <= 110.143 milliseconds (cumulative count 7228326)
73.060% <= 111.103 milliseconds (cumulative count 7305969)
73.862% <= 112.127 milliseconds (cumulative count 7386151)
74.642% <= 113.151 milliseconds (cumulative count 7464171)
75.421% <= 114.111 milliseconds (cumulative count 7542103)
76.214% <= 115.135 milliseconds (cumulative count 7621407)
77.012% <= 116.159 milliseconds (cumulative count 7701203)
77.727% <= 117.119 milliseconds (cumulative count 7772731)
78.457% <= 118.143 milliseconds (cumulative count 7845706)
79.092% <= 119.103 milliseconds (cumulative count 7909178)
79.817% <= 120.127 milliseconds (cumulative count 7981739)
80.499% <= 121.151 milliseconds (cumulative count 8049916)
81.122% <= 122.111 milliseconds (cumulative count 8112175)
81.762% <= 123.135 milliseconds (cumulative count 8176172)
82.393% <= 124.159 milliseconds (cumulative count 8239345)
83.018% <= 125.119 milliseconds (cumulative count 8301776)
83.680% <= 126.143 milliseconds (cumulative count 8367961)
84.252% <= 127.103 milliseconds (cumulative count 8425217)
84.826% <= 128.127 milliseconds (cumulative count 8482644)
85.486% <= 129.151 milliseconds (cumulative count 8548587)
86.102% <= 130.111 milliseconds (cumulative count 8610240)
86.759% <= 131.199 milliseconds (cumulative count 8675919)
87.343% <= 132.223 milliseconds (cumulative count 8734285)
87.835% <= 133.119 milliseconds (cumulative count 8783501)
88.385% <= 134.143 milliseconds (cumulative count 8838522)
88.929% <= 135.167 milliseconds (cumulative count 8892903)
89.406% <= 136.191 milliseconds (cumulative count 8940583)
89.913% <= 137.215 milliseconds (cumulative count 8991264)
90.332% <= 138.111 milliseconds (cumulative count 9033160)
90.716% <= 139.135 milliseconds (cumulative count 9071623)
91.094% <= 140.159 milliseconds (cumulative count 9109394)
91.449% <= 141.183 milliseconds (cumulative count 9144904)
91.818% <= 142.207 milliseconds (cumulative count 9181794)
92.138% <= 143.103 milliseconds (cumulative count 9213813)
92.491% <= 144.127 milliseconds (cumulative count 9249122)
92.834% <= 145.151 milliseconds (cumulative count 9283439)
93.161% <= 146.175 milliseconds (cumulative count 9316074)
93.450% <= 147.199 milliseconds (cumulative count 9344985)
93.748% <= 148.223 milliseconds (cumulative count 9374760)
94.024% <= 149.119 milliseconds (cumulative count 9402391)
94.289% <= 150.143 milliseconds (cumulative count 9428919)
94.557% <= 151.167 milliseconds (cumulative count 9455732)
94.816% <= 152.191 milliseconds (cumulative count 9481581)
95.052% <= 153.215 milliseconds (cumulative count 9505213)
95.279% <= 154.111 milliseconds (cumulative count 9527924)
95.505% <= 155.135 milliseconds (cumulative count 9550523)
95.698% <= 156.159 milliseconds (cumulative count 9569834)
95.902% <= 157.183 milliseconds (cumulative count 9590152)
96.108% <= 158.207 milliseconds (cumulative count 9610771)
96.278% <= 159.103 milliseconds (cumulative count 9627767)
96.450% <= 160.127 milliseconds (cumulative count 9645044)
96.635% <= 161.151 milliseconds (cumulative count 9663507)
96.810% <= 162.175 milliseconds (cumulative count 9680981)
96.988% <= 163.199 milliseconds (cumulative count 9698845)
97.139% <= 164.223 milliseconds (cumulative count 9713909)
97.260% <= 165.119 milliseconds (cumulative count 9726034)
97.394% <= 166.143 milliseconds (cumulative count 9739378)
97.507% <= 167.167 milliseconds (cumulative count 9750676)
97.638% <= 168.191 milliseconds (cumulative count 9763809)
97.770% <= 169.215 milliseconds (cumulative count 9776954)
97.872% <= 170.111 milliseconds (cumulative count 9787229)
97.966% <= 171.135 milliseconds (cumulative count 9796647)
98.071% <= 172.159 milliseconds (cumulative count 9807069)
98.158% <= 173.183 milliseconds (cumulative count 9815817)
98.257% <= 174.207 milliseconds (cumulative count 9825717)
98.331% <= 175.103 milliseconds (cumulative count 9833103)
98.414% <= 176.127 milliseconds (cumulative count 9841430)
98.475% <= 177.151 milliseconds (cumulative count 9847510)
98.539% <= 178.175 milliseconds (cumulative count 9853919)
98.599% <= 179.199 milliseconds (cumulative count 9859911)
98.655% <= 180.223 milliseconds (cumulative count 9865498)
98.716% <= 181.119 milliseconds (cumulative count 9871591)
98.778% <= 182.143 milliseconds (cumulative count 9877771)
98.834% <= 183.167 milliseconds (cumulative count 9883402)
98.870% <= 184.191 milliseconds (cumulative count 9887029)
98.920% <= 185.215 milliseconds (cumulative count 9891961)
98.969% <= 186.111 milliseconds (cumulative count 9896944)
99.021% <= 187.135 milliseconds (cumulative count 9902142)
99.076% <= 188.159 milliseconds (cumulative count 9907609)
99.111% <= 189.183 milliseconds (cumulative count 9911137)
99.148% <= 190.207 milliseconds (cumulative count 9914767)
99.175% <= 191.103 milliseconds (cumulative count 9917522)
99.204% <= 192.127 milliseconds (cumulative count 9920409)
99.232% <= 193.151 milliseconds (cumulative count 9923151)
99.267% <= 194.175 milliseconds (cumulative count 9926748)
99.316% <= 195.199 milliseconds (cumulative count 9931569)
99.346% <= 196.223 milliseconds (cumulative count 9934629)
99.366% <= 197.119 milliseconds (cumulative count 9936608)
99.407% <= 198.143 milliseconds (cumulative count 9940659)
99.440% <= 199.167 milliseconds (cumulative count 9944046)
99.465% <= 200.191 milliseconds (cumulative count 9946514)
99.492% <= 201.215 milliseconds (cumulative count 9949154)
99.511% <= 202.111 milliseconds (cumulative count 9951053)
99.532% <= 203.135 milliseconds (cumulative count 9953243)
99.561% <= 204.159 milliseconds (cumulative count 9956106)
99.584% <= 205.183 milliseconds (cumulative count 9958425)
99.608% <= 206.207 milliseconds (cumulative count 9960829)
99.622% <= 207.103 milliseconds (cumulative count 9962164)
99.639% <= 208.127 milliseconds (cumulative count 9963948)
99.657% <= 209.151 milliseconds (cumulative count 9965698)
99.669% <= 210.175 milliseconds (cumulative count 9966859)
99.681% <= 211.199 milliseconds (cumulative count 9968109)
99.698% <= 212.223 milliseconds (cumulative count 9969829)
99.709% <= 213.119 milliseconds (cumulative count 9970862)
99.719% <= 214.143 milliseconds (cumulative count 9971872)
99.732% <= 215.167 milliseconds (cumulative count 9973179)
99.742% <= 216.191 milliseconds (cumulative count 9974183)
99.761% <= 217.215 milliseconds (cumulative count 9976092)
99.771% <= 218.111 milliseconds (cumulative count 9977055)
99.777% <= 219.135 milliseconds (cumulative count 9977743)
99.785% <= 220.159 milliseconds (cumulative count 9978472)
99.791% <= 221.183 milliseconds (cumulative count 9979098)
99.796% <= 222.207 milliseconds (cumulative count 9979639)
99.800% <= 223.103 milliseconds (cumulative count 9979962)
99.803% <= 224.127 milliseconds (cumulative count 9980339)
99.809% <= 225.151 milliseconds (cumulative count 9980929)
99.820% <= 226.175 milliseconds (cumulative count 9981990)
99.832% <= 227.199 milliseconds (cumulative count 9983158)
99.842% <= 228.223 milliseconds (cumulative count 9984233)
99.849% <= 229.119 milliseconds (cumulative count 9984875)
99.854% <= 230.143 milliseconds (cumulative count 9985357)
99.857% <= 231.167 milliseconds (cumulative count 9985702)
99.860% <= 232.191 milliseconds (cumulative count 9986045)
99.864% <= 233.215 milliseconds (cumulative count 9986431)
99.868% <= 234.111 milliseconds (cumulative count 9986767)
99.877% <= 235.135 milliseconds (cumulative count 9987680)
99.884% <= 236.159 milliseconds (cumulative count 9988381)
99.888% <= 237.183 milliseconds (cumulative count 9988805)
99.892% <= 238.207 milliseconds (cumulative count 9989220)
99.896% <= 239.103 milliseconds (cumulative count 9989627)
99.902% <= 240.127 milliseconds (cumulative count 9990203)
99.907% <= 241.151 milliseconds (cumulative count 9990658)
99.911% <= 242.175 milliseconds (cumulative count 9991051)
99.914% <= 243.199 milliseconds (cumulative count 9991427)
99.921% <= 244.223 milliseconds (cumulative count 9992062)
99.926% <= 245.119 milliseconds (cumulative count 9992631)
99.930% <= 246.143 milliseconds (cumulative count 9993030)
99.935% <= 247.167 milliseconds (cumulative count 9993522)
99.939% <= 248.191 milliseconds (cumulative count 9993937)
99.943% <= 249.215 milliseconds (cumulative count 9994284)
99.947% <= 250.111 milliseconds (cumulative count 9994681)
99.951% <= 251.135 milliseconds (cumulative count 9995136)
99.954% <= 252.159 milliseconds (cumulative count 9995447)
99.957% <= 253.183 milliseconds (cumulative count 9995650)
99.960% <= 254.207 milliseconds (cumulative count 9995976)
99.962% <= 255.103 milliseconds (cumulative count 9996150)
99.963% <= 256.127 milliseconds (cumulative count 9996250)
99.963% <= 257.151 milliseconds (cumulative count 9996336)
99.965% <= 258.175 milliseconds (cumulative count 9996466)
99.967% <= 259.199 milliseconds (cumulative count 9996716)
99.969% <= 260.223 milliseconds (cumulative count 9996926)
99.971% <= 261.119 milliseconds (cumulative count 9997066)
99.972% <= 262.143 milliseconds (cumulative count 9997212)
99.974% <= 263.167 milliseconds (cumulative count 9997375)
99.975% <= 264.191 milliseconds (cumulative count 9997532)
99.976% <= 265.215 milliseconds (cumulative count 9997639)
99.979% <= 266.239 milliseconds (cumulative count 9997881)
99.981% <= 267.263 milliseconds (cumulative count 9998116)
99.983% <= 268.287 milliseconds (cumulative count 9998309)
99.984% <= 269.311 milliseconds (cumulative count 9998435)
99.986% <= 270.335 milliseconds (cumulative count 9998555)
99.986% <= 271.103 milliseconds (cumulative count 9998619)
99.987% <= 272.127 milliseconds (cumulative count 9998693)
99.988% <= 273.151 milliseconds (cumulative count 9998775)
99.988% <= 274.175 milliseconds (cumulative count 9998847)
99.989% <= 275.199 milliseconds (cumulative count 9998872)
99.989% <= 276.223 milliseconds (cumulative count 9998900)
99.989% <= 277.247 milliseconds (cumulative count 9998924)
99.989% <= 278.271 milliseconds (cumulative count 9998928)
99.989% <= 279.295 milliseconds (cumulative count 9998950)
99.990% <= 280.319 milliseconds (cumulative count 9998971)
99.990% <= 281.343 milliseconds (cumulative count 9998987)
99.990% <= 285.183 milliseconds (cumulative count 9999047)
99.991% <= 286.207 milliseconds (cumulative count 9999108)
99.992% <= 287.231 milliseconds (cumulative count 9999173)
99.992% <= 288.255 milliseconds (cumulative count 9999199)
99.992% <= 289.279 milliseconds (cumulative count 9999229)
99.993% <= 290.303 milliseconds (cumulative count 9999300)
99.994% <= 291.327 milliseconds (cumulative count 9999370)
99.995% <= 292.351 milliseconds (cumulative count 9999462)
99.995% <= 293.119 milliseconds (cumulative count 9999509)
99.996% <= 294.143 milliseconds (cumulative count 9999567)
99.996% <= 295.167 milliseconds (cumulative count 9999645)
99.997% <= 296.191 milliseconds (cumulative count 9999713)
99.998% <= 297.215 milliseconds (cumulative count 9999783)
99.998% <= 298.239 milliseconds (cumulative count 9999825)
99.999% <= 299.263 milliseconds (cumulative count 9999879)
99.999% <= 300.287 milliseconds (cumulative count 9999914)
99.999% <= 302.335 milliseconds (cumulative count 9999922)
99.999% <= 303.103 milliseconds (cumulative count 9999930)
99.999% <= 304.127 milliseconds (cumulative count 9999935)
100.000% <= 309.247 milliseconds (cumulative count 9999951)
100.000% <= 310.271 milliseconds (cumulative count 9999983)
100.000% <= 311.295 milliseconds (cumulative count 10000000)

Summary:
  throughput summary: 99749.63 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       93.659    21.456    89.535   153.087   186.751   311.295

可以发现QPS反而降下来了,对比一下

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 10000 -n 10000000 -t get,set -d 100 --cluster
Summary:
  throughput summary: 99749.63 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       93.659    21.456    89.535   153.087   186.751   311.295

root@node1:/data# redis-benchmark -h 192.168.80.101 -p 6371 -a admin -c 10000 -n 1000000 -t get,set -d 100 --cluster
Summary:
  throughput summary: 100230.53 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
       90.420    18.672    86.079   146.175   178.559   327.167

根据提供的两组测试数据对比,QPS 在请求量从 ‌100万‌ 增加到 ‌1000万‌ 时略有下降(从 ‌100,230.53‌ 降至 ‌99,749.63‌),尽管降幅较小(约 ‌0.5%‌),但仍值得分析潜在原因。以下是可能的影响因素及分析:

1. 资源争用与系统瓶颈‌
现象‌:处理更高请求总量(1000万)时,系统资源(CPU、内存、网络)可能逐渐饱和,导致轻微性能下降。
验证点‌:
CPU利用率‌:若 CPU 接近 100%,线程调度和上下文切换开销会增加,降低吞吐量。
内存压力‌:大量请求可能导致内存频繁分配/回收(如 Redis 的缓冲区或客户端连接池),触发内存管理开销。
网络带宽‌:高流量下网卡或交换机可能成为瓶颈,尤其是 Redis 集群跨节点通信时。
2. 测试时长与稳定性‌
现象‌:1000万请求的测试时间更长(约 100秒),可能引入更多干扰因素。
潜在原因‌:
系统温升与降频‌:长时间高负载可能导致 CPU 温升触发降频保护(常见于物理机)。
后台进程干扰‌:操作系统或 Redis 的后台任务(如 AOF/RDB 持久化、集群节点通信)在长时间测试中可能随机占用资源。
客户端资源限制‌:redis-benchmark 客户端在长时间压力下可能因内存或线程管理效率下降,无法维持初始峰值吞吐。
3. Redis 集群的负载均衡‌
现象‌:集群模式下,数据分布不均可能导致部分节点成为瓶颈。
分析‌:
Key 分布‌:若测试未指定 -c(一致性哈希)或 -r(随机键分布),可能导致热点 Key 集中在某几个节点。
跨节点通信‌:集群模式下,MOVED 重定向和槽迁移(若有)会增加网络开销。
验证建议‌:检查集群各节点的 CPU 和网络使用率,确认是否存在不均衡。
4. 延迟与吞吐的权衡‌
数据对比‌:
100万请求‌:平均延迟 90.42ms,p99 178.56ms,最大 327.17ms。
1000万请求‌:平均延迟 93.66ms,p99 186.75ms,最大 311.30ms。
解读‌:
延迟分布基本稳定,但 p99 和平均延迟在更大请求量下略有上升,表明系统在高负载下需要更多时间处理尾部请求。
吞吐量轻微下降可能是系统为维持延迟稳定性而主动限制并发(如内核或 Redis 的流量控制)。
5. 其他潜在因素‌
连接池开销‌:-c 10000 表示使用 10,000 个并发连接,高并发下连接管理(如 TCP 握手、缓冲区分配)可能消耗更多资源。
数据大小(-d 100)‌:100字节的 Value 对 Redis 影响较小,但若测试中 Key 分布或数据类型复杂,可能放大差异。
Redis 版本与配置‌:未明确版本和配置(如 maxmemory、timeout、cluster-node-timeout),需确认配置是否适配高并发场景。
优化建议‌
监控系统资源‌:通过 top、htop、nmon 或 redis-cli --stat 实时监控 CPU、内存、网络和磁盘 I/O。
调整 Redis 配置‌:
增加 net.core.somaxconn 和 net.ipv4.tcp_max_syn_backlog 以优化 TCP 连接。
检查 cluster-node-timeout 是否合理,避免频繁节点超时判定。
优化客户端参数‌:
尝试分阶段增加并发(如 -c 5000 vs -c 10000),观察是否因连接数过多导致性能下降。
使用 --threads 参数(若 Redis 6.0+)启用多线程 I/O。
集群调优‌:
使用 redis-cli --cluster rebalance 平衡槽分布。
检查集群节点日志,排除慢查询或异常事件。

总结

QPS 的轻微下降更可能是 ‌系统资源争用‌ 或 ‌长时间测试的稳定性干扰‌ 导致,而非 Redis 本身性能问题。若延迟和吞吐仍符合业务需求,可认为系统在高并发场景下表现稳定。如需进一步提升性能,需结合监控数据针对资源瓶颈或集群配置进行优化。

CSDN

📥博主的人生感悟和目标

Java程序员廖志伟

希望各位读者大大多多支持用心写文章的博主,现在时代变了,信息爆炸,酒香也怕巷子深,博主真的需要大家的帮助才能在这片海洋中继续发光发热,所以,赶紧动动你的小手,点波关注❤️,点波赞👍,点波收藏⭐,甚至点波评论✍️,都是对博主最好的支持和鼓励!

📙经过多年在CSDN创作上千篇文章的经验积累,我已经拥有了不错的写作技巧。同时,我还与清华大学出版社签下了四本书籍的合约,并将陆续出版。这些书籍包括了基础篇进阶篇、架构篇的📌《Java项目实战—深入理解大型互联网企业通用技术》📌,以及📚《解密程序员的思维密码–沟通、演讲、思考的实践》📚。具体出版计划会根据实际情况进行调整,希望各位读者朋友能够多多支持!

🔔如果您需要转载或者搬运这篇文章的话,非常欢迎您私信我哦~