跳至主要內容

国产服务器测试报告

GIS-FSDETEST大约 63 分钟约 18872 字

一、主要测试内容与目的

主要测试内容如下，通过部署 GIS 相关软件，搭建常用开发架构、常见开发中间件、数据库及 GIS 插件 postgis，并进行实际项目部署测试。以确定信创环境下的国产服务器是否能够稳定搭建生产项目部署环境，并能得到优质的响应结果。

  • GeoServer 适配与压测
  • 两类主流国产数据库（人大金仓、翰高）及其 GIS 插件适配性测试
  • 程序适配与压测
  • 程序中间件（Nginx、Redis）适配性测试

二、测试环境

环境总览

对象CPU内存系统盘数据盘云商带宽
数量83240500电信信创云1.5G/s

操作系统

银河麒麟 V10SP1

NAME="Kylin Linux Advanced Server"
VERSION="V10 (Tercel)"
ID="kylin"
VERSION_ID="V10"
PRETTY_NAME="Kylin Linux Advanced Server V10 (Tercel)"
ANSI_COLOR="0;31"
Linux version 4.19.90-23.8.v2101.ky10.x86_64 (KYLINSOFT@localhost.localdomain) (gcc version 7.3.0 (GCC)) #1

Architecture:                    x86_64
CPU op-mode(s):                  32-bit, 64-bit
Byte Order:                      Little Endian
Address sizes:                   48 bits physical, 48 bits virtual
CPU(s):                          8
On-line CPU(s) list:             0-7
Thread(s) per core:              1
Core(s) per socket:              8
Socket(s):                       1
NUMA node(s):                    1
Vendor ID:                       AuthenticAMD
CPU family:                      24
Model:                           1
Model name:                      Hygon C86 7280 32-core Processor
Stepping:                        1
CPU MHz:                         1999.999
BogoMIPS:                        3999.99
Virtualization:                  AMD-V
Hypervisor vendor:               KVM
Virtualization type:             full
NUMA node0 CPU(s):               0-7
Vulnerability Spec store bypass: Vulnerable
Vulnerability Spectre v1:        Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:        Mitigation; Full AMD retpoline, STIBP disabled, RSB filling

CPU

海光Hygon C86 7280 32

Architecture:                    x86_64
CPU op-mode(s):                  32-bit, 64-bit
Byte Order:                      Little Endian
Address sizes:                   48 bits physical, 48 bits virtual
CPU(s):                          8
On-line CPU(s) list:             0-7
Thread(s) per core:              1
Core(s) per socket:              8
Socket(s):                       1
NUMA node(s):                    1
Vendor ID:                       AuthenticAMD
CPU family:                      24
Model:                           1
Model name:                      Hygon C86 7280 32-core Processor
Stepping:                        1
CPU MHz:                         1999.999
BogoMIPS:                        3999.99
Virtualization:                  AMD-V
Hypervisor vendor:               KVM
Virtualization type:             full
NUMA node0 CPU(s):               0-7
Vulnerability Itlb multihit:     Not affected
Vulnerability L1tf:              Not affected
Vulnerability Mds:               Not affected
Vulnerability Meltdown:          Not affected
Vulnerability Spec store bypass: Vulnerable
Vulnerability Spectre v1:        Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:        Mitigation; Full AMD retpoline, STIBP disabled, RSB filling
Vulnerability Srbds:             Not affected
Vulnerability Tsx async abort:   Not affected
Flags:                           fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 h
                                 t syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl nonstop_tsc cpuid extd_ap
                                 icid tsc_known_freq pni pclmulqdq monitor ssse3 fma cx16 sse4_1 sse4_2 x2apic movbe popcnt tsc_dead
                                 line_timer xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse
                                  3dnowprefetch osvw topoext perfctr_core cpb vmmcall fsgsbase tsc_adjust bmi1 avx2 smep bmi2 rdseed
                                  adx smap xsaveopt xsavec xgetbv1 arat npt nrip_save

内存

              total        used        free      shared  buff/cache   available
Mem:           30Gi       228Mi       3.7Gi        12Gi        26Gi        17Gi
Swap:            0B          0B          0B

磁盘

Filesystem      Size  Used Avail Use% Mounted on
devtmpfs         16G     0   16G   0% /dev
tmpfs            16G     0   16G   0% /dev/shm
tmpfs            16G   25M   16G   1% /run
tmpfs            16G     0   16G   0% /sys/fs/cgroup
/dev/vda1        40G   17G   21G  45% /
tmpfs            16G     0   16G   0% /tmp
tmpfs           3.1G     0  3.1G   0% /run/user/0
tmpfs            12G   12G     0 100% /tmp/memory

三、详细报告

GeoServer 适配与压测

测试基础：

资源消耗限额

  • 最大渲染内存 (KB)：65536
  • 最大渲染时间(秒)：600
  • 最大渲染错误(个数):1000

相关依赖：

JDK: jdk1.8.0_381
Tomcat: apache-tomcat-9.0.84
GeoServer：geoserver-2.22.5

测试内容一：程序安装与国产数据库适配

程序有对应安装版本，通过 Tomcat 可实现快速安装部署,可连接国产人大金仓数据库进行服务发布。

测试内容二：地图服务发布预览

测试数据：

10364441 条图斑，千万级地图数据

基本操作测试

测试项测试结果
GoeServer 管理界面加载正常
工作空间管理功能正常
存储仓库管理功能正常
图层管理功能正常
图层预览正常

数据浏览加载测试

测试目的与方式：测试相同数据源下，不同 BBOX 下数据加载结果，数据量为结果 PNG 大小，响应时间为开始请求到得到出图结果。测试方式为每种 BBOX 下，测试相同 6 次得到平均结果。

测试参数
NAMEVALUE
SERVICEWMS
VERSION1.1.1
REQUESTGetMap
FORMATimage/png
TRANSPARENTtrue
LAYERStestSpace:milliondata
exceptionsapplication/vnd.ogc.se_inimage 复制
SRSEPSG:4490
WIDTH768
HEIGHT408
BBOX115.191650390625,26.707763671875,123.629150390625,31.190185546875
测试结果
测试项 BBOX平均响应时间（s）平均相应数据量(k)
115.191650390625,26.707763671875,
123.629150390625,31.190185546875		3.3 分钟43.4
117.3394775390625,27.9656982421875,
121.5582275390625,30.2069091796875		1.3 分钟142
118.42987060546875,28.583679199218
75,120.53924560546875,29.70428466796875		35.86222
118.95721435546875,28.81988525390625,
120.01190185546875,29.38018798828125		18.34213
119.24560546875,28.950347900390625,
119.77294921875,29.230499267578125		12.86153
119.3994140625,28.98914337158203,
119.6630859375,29.12921905517578		5.0789.8

测试内容三：服务压测

千万地图数据 1 级范围加载

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 1 级范围加载接口，模拟 10 用户并发时，发送给服务器的请求数量为 80836，平均响应时间为 39ms，本次测试中的异常为 0.02%，吞吐量（每秒完成的请求数）为 239.8/秒，每秒从服务器接收的数据量为 3656.35，每秒从服务器发送的数据量为 84.75。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发为 50，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 1 级范围加载接口，模拟 50 用户并发时，发送给服务器的请求数量为 117224，平均响应时间为 146ms，本次测试中的异常为 0.42%，吞吐量（每秒完成的请求数）为 304.5/秒，每秒从服务器接收的数据量为 4628.25，每秒从服务器发送的数据量为 107.20。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发数为 100，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 1 s级范围加载接口，模拟 100 用户并发时，发送给服务器的请求数量为 169013，平均响应时间为 200ms，本次测试中的异常为 0.58%，吞吐量（每秒完成的请求数）为 449.4/秒，每秒从服务器接收的数据量为 6821.72，每秒从服务器发送的数据量为 157.97。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

千万地图数据 2 级范围加载

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 2 级范围加载接口，模拟 10 用户并发时，发送给服务器的请求数量为 79676，平均响应时间为 39ms，本次测试中的异常为 0.02%，吞吐量（每秒完成的请求数）为 238.4/秒，每秒从服务器接收的数据量为 3634.82，每秒从服务器发送的数据量为 83.35。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发为 50，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 2 级范围加载接口，模拟 50 用户并发时，发送给服务器的请求数量为 121321，平均响应时间为 139ms，本次测试中的异常为 0. 35%，吞吐量（每秒完成的请求数）为 316.0/秒，每秒从服务器接收的数据量为 4803.52，每秒从服务器发送的数据量为 110.08。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发为 100，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 2 级范围加载接口，模拟 100 用户并发时，发送给服务器的请求数量为 154535，平均响应时间为 218ms，本次测试中的异常为 0.72%，吞吐量（每秒完成的请求数）为 417.5/秒，每秒从服务器接收的数据量为 6326.96，每秒从服务器发送的数据量为 144.90。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

千万地图数据 3 级范围加载

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 3 级范围加载接口，模拟 10 用户并发时，发送给服务器的请求数量为 78234，平均响应时间为 40ms，本次测试中的异常为 0.01%，吞吐量（每秒完成的请求数）为 238.5/秒，每秒从服务器接收的数据量为 3637.47，每秒从服务器发送的数据量为 84.31。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发为 50，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 3 级范围加载接口，模拟 50 用户并发时，发送给服务器的请求数量为 132601，平均响应时间为 130ms，本次测试中的异常为 0.42%，吞吐量（每秒完成的请求数）为 343.5/秒，每秒从服务器接收的数据量为 5220.75，每秒从服务器发送的数据量为 120.92。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发为 100，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 3 级范围加载接口，模拟 100 用户并发时，发送给服务器的请求数量为 150069，平均响应时间为 225ms，本次测试中的异常为 0.69%，吞吐量（每秒完成的请求数）为 399.5/秒，每秒从服务器接收的数据量为 6058.45，每秒从服务器发送的数据量为 140.26。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

千万地图数据 4 级范围加载

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 4 级范围加载接口，模拟 10 用户并发时，发送给服务器的请求数量为 80100，平均响应时间为 39ms，本次测试中的异常为 0.02%，吞吐量（每秒完成的请求数）为 244.2/秒，每秒从服务器接收的数据量为 3723.94，每秒从服务器发送的数据量为 86.31。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发数为 50，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 4 级范围加载接口，模拟 50 用户并发时，发送给服务器的请求数量为 109793，平均响应时间为 154ms，本次测试中的异常为 0.45%，吞吐量（每秒完成的请求数）为 288.0/秒，每秒从服务器接收的数据量为 4376.93，每秒从服务器发送的数据量为 101.37。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发数为 100，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 4 级范围加载接口，模拟 100 用户并发时，发送给服务器的请求数量为 162938，平均响应时间为 206ms，本次测试中的异常为 0.61%，吞吐量（每秒完成的请求数）为 437.7/秒，每秒从服务器接收的数据量为 6641.78，每秒从服务器发送的数据量为 153.78。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

千万地图数据 5 级范围加载

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 5 级范围加载接口，模拟 10 用户并发时，发送给服务器的请求数量为 77793，平均响应时间为 40ms，本次测试中的异常为 0.02%，吞吐量（每秒完成的请求数）为 225.9/秒，每秒从服务器接收的数据量为 3442.75，每秒从服务器发送的数据量为 78.94。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发为 50，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 5 级范围加载接口，模拟 50 用户并发时，发送给服务器的请求数量为 127815，平均响应时间为 133ms，本次测试中的异常为 0.43%，吞吐量（每秒完成的请求数）为 330.3/秒，每秒从服务器接收的数据量为 5017.99，每秒从服务器发送的数据量为 114.98。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发数为 100，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 5 级范围加载接口，模拟 100 用户并发时，发送给服务器的请求数量为 150934，平均响应时间为 224ms，本次测试中的异常为 0.73%，吞吐量（每秒完成的请求数）为 405.1/秒，每秒从服务器接收的数据量为 6139.06，每秒从服务器发送的数据量为 140.60。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

千万地图数据 6 级范围加载

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 6 级范围加载接口，模拟 10 用户并发时，发送给服务器的请求数量为 79885，平均响应时间为 39ms，本次测试中的异常为 0.03%，吞吐量（每秒完成的请求数）为 243.5/秒，每秒从服务器接收的数据量为 3710.99，每秒从服务器发送的数据量为 84.17。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发为 50，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 6 级范围加载接口，模拟 50 用户并发时，发送给服务器的请求数量为 125417，平均响应时间为 136ms，本次测试中的异常为 0.42%，吞吐量（每秒完成的请求数）为 324.6/秒，每秒从服务器接收的数据量为 4929.38，每秒从服务器发送的数据量为 111.73。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发为 100，项目日志开启 info 状态。

聚合报告
image.png
image.png
每秒的响应分布图（TPS）
image.png
image.png
响应时间分布图（RT）
image.png
image.png

千万地图数据 6 级范围加载接口，模拟 100 用户并发时，发送给服务器的请求数量为 138678，平均响应时间为 243ms，本次测试中的异常为 0.88%，吞吐量（每秒完成的请求数）为 377.3/秒，每秒从服务器接收的数据量为 5708.22，每秒从服务器发送的数据量为 129.28。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

国产数据库及其 GIS 插件适配性测试

以下测试在网络相同、测试数据相同、数据库相互不影响的条件下进行。时间均为六次测试的平均时间。

测试对象HighgoKingbase
导入数据14.83s19.30s
Sql 增加数据45.303s47.597s
Sql 修改数据27.652s出现中断服务器，第二次 32s
Sql 修改数据（id 大于 500 万）36.821s38.176s
Sql 查询数据32.371s39.611s
Sql 删除数据1.292s15.231s
安装难易及相关文档完善文档一般，rpm 安装,安装后有无法连接情况文档详细，ios 选择配置式安装
图形化安装支持支持
适配平台及使用情况已与国内整机厂商、CPU 厂商、操作系统厂商、中间件厂商等生态合作伙伴完成了兼容适配。支持 Linux、Windows、国产 Kylin 等数十个操作系统产品版本，支持通用 x86_64 及国产龙芯、飞腾、申威等 CPU 硬件体系架构。
社区情况社区成型社区完善
Postgis替换安装替换安装
Windows 使用配套工具图形数据无显示，navicat，qgis 显示正常，有 postgis 扩展无 postgis 扩展
QGIS可直接导入数据使用需要更改程序后导入数据
ST_Intersects2.233s3.825s
ST_AsGeoJSON6.1s6.3s
st_simplify2.7s2.7s
st_removerepeatedpoints6.1s6.1s
ST_Area0.381s0.385s

数据测试方式

#数据新增
create table tbl_test (id int, info text, c_time timestamp);
insert into tbl_test select generate_series(1,10000000),md5(random()::text),clock_timestamp();
#数据修改
UPDATE tbl_test SET info='1' where id <=5000000;
UPDATE tbl_test SET info='1' where id >5000000;
#查询数据
SELECT id,info,c_time from tbl_test WHERE id <=5000000;

-- 测试数据：125万宗地数据
-- PG函数测试
-- 相交
select t1.id,t1.t_zd_zd_zl,t2.id,t2.ghdy  from bb t1,bmh_copy1 t2 where  ST_Intersects(t1.geom ,t2.geom)
-- 几何转geojson
select ST_AsGeoJSON(geom) from bb
-- 抽稀
select st_simplify(geom, 0.00003) from bb
-- 去重复点
select st_removerepeatedpoints(geom) from bb
-- 保留坐标小数点位数
select ST_AsGeoJSON(geom, 6) from bb
-- 面积测量
select ST_Area(geom) from bb

相关资源：中国数据库排行 - 墨天轮

数据库压测

工具说明

pgbench  是 PostgreSQL 数据库的官方性能测试工具，它用于模拟数据库工作负载，执行事务和查询，以评估 PostgreSQL 数据库的性能。pgbench  的主要用途是测量数据库的吞吐量、延迟和并发性能。下面是关于  pgbench  的一些重要信息：

pgbench 主要功能和用途：

  • 性能测试：pgbench 允许您模拟多个并发用户，执行包含插入、更新、删除和查询等操作的数据库事务，以测量数据库的性能。您可以调整并发用户数、测试时间和事务脚本以适应您的需求。
  • 模拟工作负载：通过提供灵活的事务脚本，pgbench 可以模拟不同类型的数据库工作负载，包括读取密集型、写入密集型和混合型。这使您能够评估数据库在不同负载下的性能表现。
  • 测量吞吐量和延迟：pgbench 输出包括每秒事务数（TPS）、每秒查询数（QPS）以及平均事务响应时间等性能指标，使您能够评估数据库的性能表现。
  • 并发性测试：您可以通过配置并发用户数来测试数据库的并发性能。这有助于确定数据库在多个客户端同时访问时的表现。

主要参数说明：

  • -F: 填充因子，用给定的百分比填充 4 个表，默认是 100。
  • -s: 比例因子，将生成的行数乘以给定的数，例如，在默认情况下，比例因子为 1，pgbench_accounts 表会创建 100,000 行，当-s 100 即会创建 10,000,000 行。
  • --index-tablespace: 在给定的表空间而不是默认空间中创建索引。
  • --tablespace:在指定的表空间而不是默认表空间中创建表。
  • --unlogged-tables:把所有的表创建为非日志记录表而不是永久表。

基准测试

参数说明

  • -c: 模拟的客户端数量，也就是并发数据库会话数量。默认为 1。
  • -C:为每一个事务建立一个新连接，而不是只为每个客户端会话建立一个连接。这对于度量连接开销有用。
  • -D: 为用户自定义脚本传递参数VARNAME=VALUE，可传递多组。
  • -f: 自定义脚本名称
  • -j: pgbench 中的工作者线程数量。在多 CPU 机器上使用多于一个线程会有用。客户端会尽可能均匀地分布到可用的线程上。默认为 1。
  • -l:把与每一个事务相关的信息写到一个日志文件中。
  • -M:要用来提交查询到服务器的协议：
      simple：使用简单查询协议。
      extended 使用扩展查询协议。
      prepared：使用带预备语句的扩展查询语句。
  • -n:运行性能测试之前不执行 VACUUM 操作。VACUUM 是 PostgreSQL 数据库中的一项维护任务，用于清理和重新组织表中的数据以提高性能。
  • -N:默认情况下，pgbench 在性能测试期间会更新pgbench_tellers  和  pgbench_branches这两个表，以模拟数据库的写入操作。然而，有时在性能测试中，您可能希望禁止对这两个表的更新，以更好地模拟只读操作的性能场景，-N 正是此作用。
  • -r:在基准结束后，报告平均的每个命令的每语句等待时间（从客户端的角度来说是执行时间）。
  • -S：执行内建的只有选择的脚本。是-b select-only 简写形式。
  • -t :每个客户端运行的事务数量。默认为 10。
  • -T :运行测试这么多秒，而不是为每个客户端运行固定数量的事务。-t 和-T 是互斥的。
  • -v:在运行测试前清理所有四个标准的表。在没有用-n以及-v时， pgbench 将只清理 pgbench_tellers 和 pgbench_branches 表，并且截断 pgbench_history。

报告说明

  1. transaction type: TPC-B (sort of)：事务类型。这里指明测试使用了 TPC-B 类似的事务，表明测试是模拟了一种类似于 TPC-B 基准测试的工作负载。
  2. scaling factor: 1：比例因子。这是数据库规模的指标，通常用于模拟数据库的大小。1 表示数据库规模是原始大小，没有扩展。
  3. query mode: extended：查询模式。这是指 pgbench 使用的查询模式，这里是扩展查询模式，表示测试中包含了较复杂的查询。
  4. number of clients: 10：客户端数量。测试中模拟的并发客户端数量，即同时连接到数据库的客户端数。
  5. number of threads: 2：线程数量。每个客户端使用的线程数量，这里是每个客户端使用 2 个线程。
  6. number of transactions per client: 100：每个客户端执行的事务数。每个客户端模拟执行的事务数量。
  7. number of transactions actually processed: 1000/1000：实际处理的事务数量。这表示测试成功执行了 1000 个事务，与预期的 1000 个事务相符。
  8. tps = 45.268234 (including connections establishing)：每秒事务数（TPS），包括连接建立。这是测试期间数据库处理的平均事务数量，包括连接建立的时间。在这个数据中，每秒完成了大约 45.27 个事务。
  9. tps = 45.289643 (excluding connections establishing)：每秒事务数（TPS），不包括连接建立。这是测试期间数据库处理的平均事务数量，不包括连接建立的时间。在这个数据中，每秒完成了大约 45.29 个事务。
  10. statement latencies in milliseconds: 查询语句的延迟时间（以毫秒为单位）。这部分提供了每个查询语句的平均执行时间，以便了解查询的性能情况。每个查询语句都有其自己的执行时间。

Kingbase

初始化测试数据

./kbbench -h 127.0.0.1 -p 8092 -U kingbase --initialize -d pgtest

20并发10线程

./kbbench -c 20 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 8092 -U kingbase -d pgtest

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 20
number of threads: 10
duration: 600 s
number of transactions actually processed: 301063
latency average = 39.865 ms
tps = 501.698395 (including connections establishing)
tps = 501.726618 (excluding connections establishing)
statement latencies in milliseconds:
         0.010  \set aid random(1, 100000 * :scale)
         0.007  \set bid random(1, 1 * :scale)
         0.006  \set tid random(1, 10 * :scale)
         0.012  \set delta random(-5000, 5000)
         0.212  BEGIN;
         0.364  UPDATE kbbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.269  SELECT abalance FROM kbbench_accounts WHERE aid = :aid;
        23.948  UPDATE kbbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        13.135  UPDATE kbbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.357  INSERT INTO kbbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         1.531  END;
80并发10线程

./kbbench -c 80 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 8092 -U kingbase -d pgtest

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 80
number of threads: 10
duration: 600 s
number of transactions actually processed: 278124
latency average = 172.675 ms
tps = 463.298596 (including connections establishing)
tps = 463.327583 (excluding connections establishing)
statement latencies in milliseconds:
         0.015  \set aid random(1, 100000 * :scale)
         0.010  \set bid random(1, 1 * :scale)
         0.008  \set tid random(1, 10 * :scale)
         0.008  \set delta random(-5000, 5000)
         0.238  BEGIN;
         0.486  UPDATE kbbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.300  SELECT abalance FROM kbbench_accounts WHERE aid = :aid;
       150.355  UPDATE kbbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        18.987  UPDATE kbbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.366  INSERT INTO kbbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         1.760  END;
100并发10线程

./kbbench -c 100 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 8092 -U kingbase -d pgtest

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 100
number of threads: 10
duration: 600 s
number of transactions actually processed: 266777
latency average = 225.012 ms
tps = 444.420416 (including connections establishing)
tps = 444.443498 (excluding connections establishing)
statement latencies in milliseconds:
         0.014  \set aid random(1, 100000 * :scale)
         0.010  \set bid random(1, 1 * :scale)
         0.008  \set tid random(1, 10 * :scale)
         0.008  \set delta random(-5000, 5000)
         0.204  BEGIN;
         0.509  UPDATE kbbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.301  SELECT abalance FROM kbbench_accounts WHERE aid = :aid;
       156.751  UPDATE kbbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        19.797  UPDATE kbbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.361  INSERT INTO kbbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         1.875  END;
150并发10线程

./kbbench -c 150 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 8092 -U kingbase -d pgtest

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 150
number of threads: 10
duration: 600 s
number of transactions actually processed: 249824
latency average = 360.465 ms
tps = 416.129559 (including connections establishing)
tps = 416.144235 (excluding connections establishing)
statement latencies in milliseconds:
         0.015  \set aid random(1, 100000 * :scale)
         0.010  \set bid random(1, 1 * :scale)
         0.008  \set tid random(1, 10 * :scale)
         0.008  \set delta random(-5000, 5000)
         0.226  BEGIN;
         0.587  UPDATE kbbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.311  SELECT abalance FROM kbbench_accounts WHERE aid = :aid;
       191.163  UPDATE kbbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        21.292  UPDATE kbbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.390  INSERT INTO kbbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         1.998  END;

Higo

初始化测试数据

./pgbench -h 127.0.0.1 -p 5866 -U sysdba --initialize -d highgo

20并发10线程

./pgbench -c 20 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 5866 -U sysdba -d highgo

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 20
number of threads: 10
duration: 600 s
number of transactions actually processed: 183881
latency average = 65.269 ms
tps = 306.423778 (including connections establishing)
tps = 306.449055 (excluding connections establishing)
statement latencies in milliseconds:
         0.012  \set aid random(1, 100000 * :scale)
         0.013  \set bid random(1, 1 * :scale)
         0.008  \set tid random(1, 10 * :scale)
         0.013  \set delta random(-5000, 5000)
         0.344  BEGIN;
         0.424  UPDATE pgbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.310  SELECT abalance FROM pgbench_accounts WHERE aid = :aid;
        39.135  UPDATE pgbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        21.865  UPDATE pgbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.467  INSERT INTO pgbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         2.645  END;
80并发10线程

./pgbench -c 80 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 5866 -U sysdba -d highgo

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 80
number of threads: 10
duration: 600 s
number of transactions actually processed: 132715
latency average = 362.560 ms
tps = 220.653200 (including connections establishing)
tps = 220.678099 (excluding connections establishing)
statement latencies in milliseconds:
         0.015  \set aid random(1, 100000 * :scale)
         0.012  \set bid random(1, 1 * :scale)
         0.011  \set tid random(1, 10 * :scale)
         0.011  \set delta random(-5000, 5000)
         0.426  BEGIN;
         0.795  UPDATE pgbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.352  SELECT abalance FROM pgbench_accounts WHERE aid = :aid;
       316.679  UPDATE pgbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        39.003  UPDATE pgbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.564  INSERT INTO pgbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         3.899  END;
100并发10线程

./pgbench -c 100 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 5866 -U sysdba -d highgo

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 100
number of threads: 10
duration: 600 s
number of transactions actually processed: 237356
latency average = 252.963 ms
tps = 395.314312 (including connections establishing)
tps = 395.332985 (excluding connections establishing)
statement latencies in milliseconds:
         0.014  \set aid random(1, 100000 * :scale)
         0.011  \set bid random(1, 1 * :scale)
         0.010  \set tid random(1, 10 * :scale)
         0.009  \set delta random(-5000, 5000)
         0.229  BEGIN;
         0.580  UPDATE pgbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.293  SELECT abalance FROM pgbench_accounts WHERE aid = :aid;
       226.518  UPDATE pgbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        22.555  UPDATE pgbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.344  INSERT INTO pgbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         2.183  END;
150并发10线程

./pgbench -c 150 -j 10 -M extended -n -T 600 -r -h 127.0.0.1 -p 5866 -U sysdba -d highgo

transaction type: <builtin: TPC-B (sort of)>
scaling factor: 1
query mode: extended
number of clients: 150
number of threads: 10
duration: 600 s
number of transactions actually processed: 228893
latency average = 393.673 ms
tps = 381.026638 (including connections establishing)
tps = 381.043226 (excluding connections establishing)
statement latencies in milliseconds:
         0.012  \set aid random(1, 100000 * :scale)
         0.011  \set bid random(1, 1 * :scale)
         0.009  \set tid random(1, 10 * :scale)
         0.009  \set delta random(-5000, 5000)
         0.217  BEGIN;
         1.049  UPDATE pgbench_accounts SET abalance = abalance + :delta WHERE aid = :aid;
         0.294  SELECT abalance FROM pgbench_accounts WHERE aid = :aid;
       365.414  UPDATE pgbench_tellers SET tbalance = tbalance + :delta WHERE tid = :tid;
        23.522  UPDATE pgbench_branches SET bbalance = bbalance + :delta WHERE bid = :bid;
         0.573  INSERT INTO pgbench_history (tid, bid, aid, delta, mtime) VALUES (:tid, :bid, :aid, :delta, CURRENT_TIMESTAMP);
         2.047  END;

程序适配与压测

10 并发

本次采用递增模式压测，并发为 10，项目日志开启 info 状态。

聚合报告

image.png
image.png

每秒的响应分布图（TPS）

image.png
image.png

响应时间分布图（RT）

image.png
image.png

任务统计接口，模拟 10 用户并发时，发送给服务器的请求数量为 48651，平均响应时间为 64ms，本次测试中的异常为 0.01%，吞吐量（每秒完成的请求数）为 148.3/秒，每秒从服务器接收的数据量为 83.46，每秒从服务器发送的数据量为 37.94。并发用户数为 10 的情况下，系统响应时间 ≤1 秒，满足要求。

50 并发

本次采用递增模式压测，并发为 50，项目日志开启 info 状态。

聚合报告

image.png
image.png

每秒的响应分布图（TPS）

image.png
image.png

响应时间分布图（RT）

image.png
image.png

任务统计接口，模拟 50 用户并发时，发送给服务器的请求数量为 48763，平均响应时间为 345ms，本次测试中的异常为 0.01%，吞吐量（每秒完成的请求数）为 130.7/秒，每秒从服务器接收的数据量为 73.55，每秒从服务器发送的数据量为 33.44。并发用户数为 50 的情况下，系统响应时间 ≤1 秒，满足要求。

100 并发

本次采用递增模式压测，并发为 100，项目日志开启 info 状态。

聚合报告

image.png
image.png

每秒的响应分布图（TPS）

image.png
image.png

响应时间分布图（RT）

image.png
image.png

任务统计接口，模拟 100 用户并发时，发送给服务器的请求数量为 46601，平均响应时间为 706ms，本次测试中的异常为 0.01%，吞吐量（每秒完成的请求数）为 130.2/秒，每秒从服务器接收的数据量为 73.24，每秒从服务器发送的数据量为 33.30。并发用户数为 100 的情况下，系统响应时间 ≤1 秒，满足要求。

测试总结

本次测试对千万地图数据 1 级范围加载接口、千万地图数据 2 级范围加载接口、千万地图数据 3 级范围加载接口、千万地图数据 4 级范围加载接口、千万地图数据 5 级范围加载接口、千万地图数据 6 级范围加载接口、任务统计接口等进行了压力测试，通过对测试数据进行分析，并发用户数 10、50、100 逐渐递增，根据测试过程及结果分析出上述接口在同时并发时，平均响应时间良好，逐步递增的情况下，并且发送给服务器的请求数量较大时，响应时间有所增加，但也在正常范围内，符合系统运行要求，异常在 0.1%以内，属于正常范围；吞吐量也在正常范围内，满足系统运行需求。在系统测试过程中，系统在用户并发使用和反复运行中，并未出现不良反应；在并发用户数 100 的情况下，系统响应时间 ≤1 秒，系统稳定可靠。

中间件（Nginx、Redis）适配性测试

Nginx

测试结果总览：

并发数总访问数失败请求量每秒事务数[s]平均事务响应时间[ms]
10010000015168.616.593
100010000012088.9782.720
1000010000838513292.36752.312
100001000009752318773.96532.653
2000010000097441335.8259555.126

测试内容一：代理配置访问

相关配置如下：

http {
    include       mime.types;
    default_type  application/octet-stream;
    #access_log  logs/access.log  main;
    sendfile        on;
    #tcp_nopush     on;
    #keepalive_timeout  0;
    keepalive_timeout  65;
    #gzip  on;
    server {
        listen       8090;
        server_name  localhost;
        root /opt/Projects/dist;
        location / {
            try_files $uri $uri/ @router;
            index  index.html index.htm;
            client_max_body_size 600m;
        }

        location @router {
                rewrite ^.*$ /index.html last;
        }

        location ^~/prod-api/ {
                rewrite  ^/prod-api/(.*)$ /$1 break;
                proxy_pass   http://127.0.0.1:8087;
        }
        error_page   500 502 503 504  /50x.html;
        location = /50x.html {
            root   html;
        }
    }
}

访问http://X.X.X.X:8090/index，可得到正确访问页面。

测试内容二：压测访问

压测工具：Apache bench

Apache bench 会创建多个并发访问线程，模拟多个访问者同时对某一 URL 地址进行访问。它的测试目标是基于 URL 的，因此，它既可以用来测试 apache 的负载压力，也可以测试 nginx、lighthttp、tomcat、IIS等其它 Web 服务器的压力。Apache bench 是一个命令行工具， Apache bench 对发出负载的计算机要求很低，它既不会占用很高 CPU，也不会占用很多内存。但却会给目标服务器造成巨大的负载，其原理类似 CC 攻击。
相关报告参数说明如下：
Document Path:测试页面
Document Length: 页面大小
Concurrency Level: 测试的并发数
Time taken for tests:整个测试持续的时间
Complete requests:完成的请求数量
Failed requests: 失败的请求数量
Total transferred: 整个过程中的网络传输量
HTML transferred: 整个过程中的 HTML 内容传输量
Requests per second: 最重要的指标之一，相当于 LR 中的每秒事务数，后面括号中的 mean 表示这是一个平均值
Time per request: 最重要的指标之二，相当于 LR 中的平均事务响应时间，后面括号中的 mean 表示这是一个平均值
Time per request: 每个连接请求实际运行时间的平均值
Transfer rate: 平均每秒网络上的流量，可以帮助排除是否存在网络流量过大导致响应时间延长的问题

100 并发，总量访问 10000

ab -c 100 -n 10000 http://X.X.X.X:8090/index

This is ApacheBench, Version 2.3 <$Revision: 1874286 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking X.X.X.X (be patient)
Completed 1000 requests
Completed 2000 requests
Completed 3000 requests
Completed 4000 requests
Completed 5000 requests
Completed 6000 requests
Completed 7000 requests
Completed 8000 requests
Completed 9000 requests
Completed 10000 requests
Finished 10000 requests


Server Software:        nginx/1.24.0
Server Hostname:        X.X.X.X
Server Port:            8090

Document Path:          /index
Document Length:        14998 bytes

Concurrency Level:      100
Time taken for tests:   0.659 seconds
Complete requests:      10000
Failed requests:        0
Total transferred:      152340000 bytes
HTML transferred:       149980000 bytes
Requests per second:    15168.61 [#/sec] (mean)
Time per request:       6.593 [ms] (mean)
Time per request:       0.066 [ms] (mean, across all concurrent requests)
Transfer rate:          225662.76 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    1   1.0      1       5
Processing:     0    6   2.7      5      15
Waiting:        0    5   2.3      5      15
Total:          0    7   2.2      6      16

Percentage of the requests served within a certain time (ms)
  50%      6
  66%      8
  75%      8
  80%      9
  90%     10
  95%     11
  98%     11
  99%     12
 100%     16 (longest request)
1000 并发，总量访问 10000

ab -c 1000 -n 10000 http://X.X.X.X:8090/index

This is ApacheBench, Version 2.3 <$Revision: 1874286 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking X.X.X.X (be patient)
Completed 1000 requests
Completed 2000 requests
Completed 3000 requests
Completed 4000 requests
Completed 5000 requests
Completed 6000 requests
Completed 7000 requests
Completed 8000 requests
Completed 9000 requests
Completed 10000 requests
Finished 10000 requests


Server Software:        nginx/1.24.0
Server Hostname:        X.X.X.X
Server Port:            8090

Document Path:          /index
Document Length:        14998 bytes

Concurrency Level:      1000
Time taken for tests:   0.827 seconds
Complete requests:      10000
Failed requests:        0
Total transferred:      152340000 bytes
HTML transferred:       149980000 bytes
Requests per second:    12088.97 [#/sec] (mean)
Time per request:       82.720 [ms] (mean)
Time per request:       0.083 [ms] (mean, across all concurrent requests)
Transfer rate:          179847.11 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0    5   5.9      3      24
Processing:     2   14  25.8      8     223
Waiting:        0   12  25.7      6     221
Total:          3   19  28.4     11     234

Percentage of the requests served within a certain time (ms)
  50%     11
  66%     13
  75%     14
  80%     14
  90%     48
  95%     59
  98%     93
  99%    217
 100%    234 (longest request)
10000 并发，总量访问 10000

ab -c 10000 -n 10000 http://X.X.X.X:8090/index

This is ApacheBench, Version 2.3 <$Revision: 1874286 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking X.X.X.X (be patient)
Completed 1000 requests
Completed 2000 requests
Completed 3000 requests
Completed 4000 requests
Completed 5000 requests
Completed 6000 requests
Completed 7000 requests
Completed 8000 requests
Completed 9000 requests
Completed 10000 requests
Finished 10000 requests


Server Software:        nginx/1.24.0
Server Hostname:        X.X.X.X
Server Port:            8090

Document Path:          /index
Document Length:        0 bytes

Concurrency Level:      10000
Time taken for tests:   0.752 seconds
Complete requests:      10000
Failed requests:        8385
   (Connect: 0, Receive: 0, Length: 1335, Exceptions: 7050)
Total transferred:      41350414 bytes
HTML transferred:       40692918 bytes
Requests per second:    13292.36 [#/sec] (mean)
Time per request:       752.312 [ms] (mean)
Time per request:       0.075 [ms] (mean, across all concurrent requests)
Transfer rate:          53676.22 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0  170  81.0    194     268
Processing:    57  223  79.2    216     656
Waiting:        0   30  77.0      0     273
Total:        238  393  88.4    393     695

Percentage of the requests served within a certain time (ms)
  50%    393
  66%    398
  75%    404
  80%    408
  90%    519
  95%    595
  98%    631
  99%    663
 100%    695 (longest request)
10000 并发，总量访问 100000

ab -c 10000 -n 100000 http://X.X.X.X:8090/index

This is ApacheBench, Version 2.3 <$Revision: 1874286 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking X.X.X.X (be patient)
Completed 10000 requests
Completed 20000 requests
Completed 30000 requests
Completed 40000 requests
Completed 50000 requests
Completed 60000 requests
Completed 70000 requests
Completed 80000 requests
Completed 90000 requests
Completed 100000 requests
Finished 100000 requests


Server Software:        nginx/1.24.0
Server Hostname:        X.X.X.X
Server Port:            8090

Document Path:          /index
Document Length:        0 bytes

Concurrency Level:      10000
Time taken for tests:   5.327 seconds
Complete requests:      100000
Failed requests:        97523
   (Connect: 0, Receive: 0, Length: 18635, Exceptions: 78888)
Total transferred:      288072498 bytes
HTML transferred:       283608794 bytes
Requests per second:    18773.96 [#/sec] (mean)
Time per request:       532.653 [ms] (mean)
Time per request:       0.053 [ms] (mean, across all concurrent requests)
Transfer rate:          52815.05 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0  263 458.6    147    3229
Processing:    62  196 171.1    151    3707
Waiting:        0   45 152.7      0    3487
Total:        168  459 529.5    325    4244

Percentage of the requests served within a certain time (ms)
  50%    325
  66%    350
  75%    361
  80%    400
  90%    662
  95%   1369
  98%   2201
  99%   3593
 100%   4244 (longest request)
20000 并发，总量访问 100000

ab -c 20000 -n 100000 http://X.X.X.X:8090/index

This is ApacheBench, Version 2.3 <$Revision: 1874286 $>
Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/
Licensed to The Apache Software Foundation, http://www.apache.org/

Benchmarking X.X.X.X (be patient)
Completed 10000 requests
Completed 20000 requests
Completed 30000 requests
Completed 40000 requests
Completed 50000 requests
Completed 60000 requests
Completed 70000 requests
Completed 80000 requests
Completed 90000 requests
Completed 100000 requests
Finished 100000 requests


Server Software:        nginx/1.24.0
Server Hostname:        X.X.X.X
Server Port:            8090

Document Path:          /index
Document Length:        0 bytes

Concurrency Level:      20000
Time taken for tests:   297.776 seconds
Complete requests:      100000
Failed requests:        97441
   (Connect: 0, Receive: 0, Length: 15380, Exceptions: 82061)
Total transferred:      261648950 bytes
HTML transferred:       257202946 bytes
Requests per second:    335.82 [#/sec] (mean)
Time per request:       59555.126 [ms] (mean)
Time per request:       2.978 [ms] (mean, across all concurrent requests)
Transfer rate:          858.08 [Kbytes/sec] received

Connection Times (ms)
              min  mean[+/-sd] median   max
Connect:        0 24233 11842.6  27981   37425
Processing:    90 18430 37760.5    384  244569
Waiting:        0 2697 8890.6      0   37225
Total:        171 42663 39232.2  34202  278455

Percentage of the requests served within a certain time (ms)
  50%  34202
  66%  37088
  75%  37188
  80%  39945
  90%  67952
  95%  164937
  98%  198072
  99%  200358
 100%  278455 (longest request)

Redis

测试内容：压测访问

通过测试工具 redis-benchmark，测试在逐级递增的并发数与请求总量下的表现。以下报告分为简要报告和详细报告，简要报告显示每种命令及服务器每秒执行的请求数量，详细报告将分为测试环境报告、延迟百分比分布、延迟的累积分布、总述报告四部分组成，报告如下：

redis-benchmark 命令选项说明

 -h <hostname>      指定要进行测试的 Redis 服务器所在的主机 IP (默认 127.0.0.1)
 -p <port>          指定 Redis server 运行的端口 (默认 6379)
 -s <socket>        Server socket (overrides host and port)
 -a <password>      指定与 Redis server 连接进行操作的密码 Auth
 --user <username>  Used to send ACL style 'AUTH username pass'. Needs -a.
 -u <uri>           Server URI.
 -c <clients>       指定本次测试每个指令的并行连接 Redis server 的客户端数量 (default 50)
 -n <requests>      指定本次测试每个指令的请求总数 (default 100000)
 -d <size>          本次测试 set/get 数据大小，单位字节 (default 3)
 --dbnum <db>       指定数据库编号 (default 0)
 -3                 Start session in RESP3 protocol mode.
 --threads <num>    开启多线程模式，指定线程个数
 --cluster          Enable cluster mode.
                    If the command is supplied on the command line in cluster
                    mode, the key must contain "{tag}". Otherwise, the
                    command will not be sent to the right cluster node.
 --enable-tracking  Send CLIENT TRACKING on before starting benchmark.
 -k <boolean>       1=keep alive 0=reconnect (default 1) client 与 server 是否保持连接
 -r <keyspacelen>   Use random keys for SET/GET/INCR, random values for SADD,
                    random members and scores for ZADD.
                    Using this option the benchmark will expand the string
                    __rand_int__ inside an argument with a 12 digits number in
                    the specified range from 0 to keyspacelen-1. The
                    substitution changes every time a command is executed.
                    Default tests use this to hit random keys in the specified
                    range.
                    Note: If -r is omitted, all commands in a benchmark will
                    use the same key.
 -P <numreq>        Pipeline <numreq> requests. Default 1 (no pipeline).
 -q                 本次测试的报告，简要输出
 --precision        Number of decimal places to display in latency output (default 0)
 --csv              本次测试报告以 CSV 的形式格式化输出
 -l                 循环进行测试，一直测下去
 -t <tests>         指定要进行测试的命令（get,set,lpush...），如果要指定多个命令使用英文逗号分隔，不能有空格
                  	默认情况下会测试所有命令
 -I                 Idle mode. Just open N idle connections and wait.
 -x                 Read last argument from STDIN.
 --help             Output this help and exit.
 --version          Output version and exit.
简要报告

测试的并行连接客户端数量 100，每个命令请求总数 100000，数据大小 10 字节
redis-benchmark -h 127.0.0.1 -p 56379 -c 100 -n 100000 -d 10 -a mima -q

PING_INLINE: 81766.15 requests per second, p50=0.471 msec
PING_MBULK: 76394.20 requests per second, p50=0.599 msec
SET: 86281.27 requests per second, p50=0.463 msec
GET: 69589.42 requests per second, p50=0.823 msec
INCR: 78740.16 requests per second, p50=0.471 msec
LPUSH: 56401.58 requests per second, p50=1.071 msec
RPUSH: 81566.07 requests per second, p50=0.479 msec
LPOP: 58858.15 requests per second, p50=1.039 msec
RPOP: 61387.36 requests per second, p50=1.007 msec
SADD: 53078.56 requests per second, p50=1.103 msec
HSET: 55524.71 requests per second, p50=0.959 msec
SPOP: 56211.35 requests per second, p50=1.071 msec
ZADD: 56721.50 requests per second, p50=1.047 msec
ZPOPMIN: 52798.31 requests per second, p50=1.103 msec
LPUSH (needed to benchmark LRANGE): 52002.08 requests per second, p50=1.199 msec
LRANGE_100 (first 100 elements): 30293.85 requests per second, p50=1.879 msec
LRANGE_300 (first 300 elements): 12036.59 requests per second, p50=4.455 msec
LRANGE_500 (first 500 elements): 8816.79 requests per second, p50=6.743 msec
LRANGE_600 (first 600 elements): 7540.34 requests per second, p50=7.767 msec
MSET (10 keys): 47984.64 requests per second, p50=1.439 msec
XADD: 51413.88 requests per second, p50=1.335 msec

测试的并行连接客户端数量 1000，每个命令请求总数 100000，数据大小 10 字节
redis-benchmark -h 127.0.0.1 -p 56379 -c 1000 -n 100000 -d 10 -a mima -q

PING_INLINE: 54171.18 requests per second, p50=10.199 msec
PING_MBULK: 50327.12 requests per second, p50=10.951 msec
SET: 45998.16 requests per second, p50=12.559 msec
GET: 51255.77 requests per second, p50=10.967 msec
INCR: 52521.01 requests per second, p50=11.231 msec
LPUSH: 56465.27 requests per second, p50=10.063 msec
RPUSH: 57077.62 requests per second, p50=9.791 msec
LPOP: 51072.52 requests per second, p50=11.519 msec
RPOP: 47460.84 requests per second, p50=12.519 msec
SADD: 47596.38 requests per second, p50=12.383 msec
HSET: 50479.56 requests per second, p50=12.175 msec
SPOP: 51626.23 requests per second, p50=11.735 msec
ZADD: 48543.69 requests per second, p50=12.815 msec
ZPOPMIN: 51813.47 requests per second, p50=11.103 msec
LPUSH (needed to benchmark LRANGE): 48123.20 requests per second, p50=11.791 msec
LRANGE_100 (first 100 elements): 29171.53 requests per second, p50=18.703 msec
LRANGE_300 (first 300 elements): 11830.12 requests per second, p50=42.975 msec
LRANGE_500 (first 500 elements): 8086.04 requests per second, p50=63.039 msec
LRANGE_600 (first 600 elements): 6713.66 requests per second, p50=74.815 msec
MSET (10 keys): 49480.46 requests per second, p50=14.079 msec
XADD: 49407.12 requests per second, p50=12.199 msec

测试的并行连接客户端数量 2000，每个命令请求总数 100000，数据大小 10 字节
redis-benchmark -h 127.0.0.1 -p 56379 -c 2000 -n 100000 -d 10 -a mima -q

PING_INLINE: 43252.59 requests per second, p50=24.191 msec
PING_MBULK: 44603.03 requests per second, p50=23.599 msec
SET: 42105.26 requests per second, p50=26.031 msec
GET: 43994.72 requests per second, p50=23.903 msec
INCR: 42211.91 requests per second, p50=25.247 msec
LPUSH: 41407.87 requests per second, p50=25.839 msec
RPUSH: 49407.12 requests per second, p50=20.831 msec
LPOP: 51599.59 requests per second, p50=20.511 msec
RPOP: 40306.33 requests per second, p50=26.527 msec
SADD: 42140.75 requests per second, p50=25.311 msec
HSET: 41963.91 requests per second, p50=26.079 msec
SPOP: 49091.80 requests per second, p50=21.759 msec
ZADD: 43478.26 requests per second, p50=24.991 msec
ZPOPMIN: 45351.48 requests per second, p50=23.567 msec
LPUSH (needed to benchmark LRANGE): 50377.83 requests per second, p50=21.007 msec
LRANGE_100 (first 100 elements): 28137.31 requests per second, p50=39.743 msec
LRANGE_300 (first 300 elements): 11960.29 requests per second, p50=85.119 msec
LRANGE_500 (first 500 elements): 7524.45 requests per second, p50=133.503 msec
LRANGE_600 (first 600 elements): 6175.51 requests per second, p50=160.511 msec
MSET (10 keys): 45106.00 requests per second, p50=26.239 msec
XADD: 43066.32 requests per second, p50=24.895 msec

测试的并行连接客户端数量 5000，每个命令请求总数 100000，数据大小 10 字节
redis-benchmark -h 127.0.0.1 -p 56379 -c 5000 -n 100000 -d 10 -a mima -q

PING_INLINE: 48875.86 requests per second, p50=57.247 msec
PING_MBULK: 48732.94 requests per second, p50=54.431 msec
SET: 45516.61 requests per second, p50=59.647 msec
GET: 49627.79 requests per second, p50=53.215 msec
INCR: 47846.89 requests per second, p50=55.135 msec
LPUSH: 47014.57 requests per second, p50=60.607 msec
RPUSH: 46403.71 requests per second, p50=58.207 msec
LPOP: 49140.05 requests per second, p50=55.199 msec
RPOP: 45641.26 requests per second, p50=58.655 msec
SADD: 47438.33 requests per second, p50=56.639 msec
HSET: 49309.66 requests per second, p50=51.935 msec
SPOP: 49825.61 requests per second, p50=52.703 msec
ZADD: 49726.51 requests per second, p50=53.023 msec
ZPOPMIN: 50787.20 requests per second, p50=50.335 msec
LPUSH (needed to benchmark LRANGE): 49578.58 requests per second, p50=52.223 msec
LRANGE_100 (first 100 elements): 27510.32 requests per second, p50=92.415 msec
LRANGE_300 (first 300 elements): 9285.05 requests per second, p50=270.335 msec
LRANGE_500 (first 500 elements): 6218.13 requests per second, p50=401.407 msec
LRANGE_600 (first 600 elements): 5013.79 requests per second, p50=508.927 msec
MSET (10 keys): 46189.38 requests per second, p50=66.047 msec
XADD: 48192.77 requests per second, p50=55.007 msec

测试的并行连接客户端数量 8000，每个命令请求总数 100000，数据大小 10 字节
redis-benchmark -h 127.0.0.1 -p 56379 -c 8000 -n 100000 -d 10 -a mima -q

PING_INLINE: 50530.57 requests per second, p50=77.375 msec
PING_MBULK: 51150.89 requests per second, p50=81.023 msec
SET: 50428.64 requests per second, p50=83.519 msec
GET: 49751.24 requests per second, p50=82.495 msec
INCR: 47869.79 requests per second, p50=97.599 msec
LPUSH: 54259.36 requests per second, p50=76.287 msec
RPUSH: 54674.69 requests per second, p50=76.287 msec
LPOP: 53219.80 requests per second, p50=81.343 msec
RPOP: 53763.44 requests per second, p50=75.967 msec
SADD: 51098.62 requests per second, p50=80.383 msec
HSET: 51413.88 requests per second, p50=79.999 msec
SPOP: 48875.86 requests per second, p50=82.687 msec
ZADD: 52438.39 requests per second, p50=76.607 msec
ZPOPMIN: 50025.02 requests per second, p50=82.495 msec
LPUSH (needed to benchmark LRANGE): 48543.69 requests per second, p50=84.095 msec
LRANGE_100 (first 100 elements): 28304.56 requests per second, p50=142.079 msec
LRANGE_300 (first 300 elements): 7144.39 requests per second, p50=582.143 msec
LRANGE_500 (first 500 elements): 4888.78 requests per second, p50=820.223 msec
LRANGE_600 (first 600 elements): 3738.32 requests per second, p50=1083.391 msec
MSET (10 keys): 43975.38 requests per second, p50=131.967 msec
XADD: 46168.05 requests per second, p50=96.703 msec
详细报告

测试的并行连接客户端数量 100，每个命令请求总数 100000，数据大小 10 字节
redis-benchmark -h 127.0.0.1 -p 56379 -c 100 -n 100000 -d 10 -a mima

====== PING_INLINE ======
  100000 requests completed in 1.66 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.271 milliseconds (cumulative count 4)
50.000% <= 0.943 milliseconds (cumulative count 50907)
75.000% <= 1.271 milliseconds (cumulative count 75242)
87.500% <= 1.599 milliseconds (cumulative count 87568)
93.750% <= 1.911 milliseconds (cumulative count 93812)
96.875% <= 2.191 milliseconds (cumulative count 96886)
98.438% <= 2.423 milliseconds (cumulative count 98453)
99.219% <= 2.727 milliseconds (cumulative count 99226)
99.609% <= 3.863 milliseconds (cumulative count 99610)
99.805% <= 4.663 milliseconds (cumulative count 99805)
99.902% <= 5.551 milliseconds (cumulative count 99905)
99.951% <= 5.895 milliseconds (cumulative count 99952)
99.976% <= 6.183 milliseconds (cumulative count 99976)
99.988% <= 6.295 milliseconds (cumulative count 99988)
99.994% <= 6.351 milliseconds (cumulative count 99994)
99.997% <= 6.375 milliseconds (cumulative count 99998)
99.998% <= 6.399 milliseconds (cumulative count 100000)
100.000% <= 6.399 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.033% <= 0.303 milliseconds (cumulative count 33)
6.101% <= 0.407 milliseconds (cumulative count 6101)
11.926% <= 0.503 milliseconds (cumulative count 11926)
20.978% <= 0.607 milliseconds (cumulative count 20978)
27.105% <= 0.703 milliseconds (cumulative count 27105)
33.089% <= 0.807 milliseconds (cumulative count 33089)
45.584% <= 0.903 milliseconds (cumulative count 45584)
57.624% <= 1.007 milliseconds (cumulative count 57624)
64.879% <= 1.103 milliseconds (cumulative count 64879)
71.381% <= 1.207 milliseconds (cumulative count 71381)
76.920% <= 1.303 milliseconds (cumulative count 76920)
81.633% <= 1.407 milliseconds (cumulative count 81633)
84.894% <= 1.503 milliseconds (cumulative count 84894)
87.787% <= 1.607 milliseconds (cumulative count 87787)
90.128% <= 1.703 milliseconds (cumulative count 90128)
92.219% <= 1.807 milliseconds (cumulative count 92219)
93.706% <= 1.903 milliseconds (cumulative count 93706)
94.969% <= 2.007 milliseconds (cumulative count 94969)
96.012% <= 2.103 milliseconds (cumulative count 96012)
99.530% <= 3.103 milliseconds (cumulative count 99530)
99.677% <= 4.103 milliseconds (cumulative count 99677)
99.845% <= 5.103 milliseconds (cumulative count 99845)
99.973% <= 6.103 milliseconds (cumulative count 99973)
100.000% <= 7.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 60168.47 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.039     0.264     0.943     2.015     2.591     6.399
====== PING_MBULK ======
  100000 requests completed in 1.65 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.271 milliseconds (cumulative count 2)
50.000% <= 0.975 milliseconds (cumulative count 50124)
75.000% <= 1.351 milliseconds (cumulative count 75069)
87.500% <= 1.719 milliseconds (cumulative count 87532)
93.750% <= 2.047 milliseconds (cumulative count 93821)
96.875% <= 2.367 milliseconds (cumulative count 96924)
98.438% <= 2.631 milliseconds (cumulative count 98467)
99.219% <= 2.935 milliseconds (cumulative count 99219)
99.609% <= 3.207 milliseconds (cumulative count 99617)
99.805% <= 3.583 milliseconds (cumulative count 99807)
99.902% <= 3.839 milliseconds (cumulative count 99904)
99.951% <= 4.911 milliseconds (cumulative count 99952)
99.976% <= 5.159 milliseconds (cumulative count 99977)
99.988% <= 5.439 milliseconds (cumulative count 99988)
99.994% <= 5.559 milliseconds (cumulative count 99994)
99.997% <= 5.727 milliseconds (cumulative count 99997)
99.998% <= 5.743 milliseconds (cumulative count 99999)
99.999% <= 5.783 milliseconds (cumulative count 100000)
100.000% <= 5.783 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.037% <= 0.303 milliseconds (cumulative count 37)
9.392% <= 0.407 milliseconds (cumulative count 9392)
18.593% <= 0.503 milliseconds (cumulative count 18593)
24.260% <= 0.607 milliseconds (cumulative count 24260)
29.459% <= 0.703 milliseconds (cumulative count 29459)
34.916% <= 0.807 milliseconds (cumulative count 34916)
43.394% <= 0.903 milliseconds (cumulative count 43394)
52.790% <= 1.007 milliseconds (cumulative count 52790)
59.856% <= 1.103 milliseconds (cumulative count 59856)
66.991% <= 1.207 milliseconds (cumulative count 66991)
72.648% <= 1.303 milliseconds (cumulative count 72648)
77.734% <= 1.407 milliseconds (cumulative count 77734)
81.352% <= 1.503 milliseconds (cumulative count 81352)
84.467% <= 1.607 milliseconds (cumulative count 84467)
87.093% <= 1.703 milliseconds (cumulative count 87093)
89.624% <= 1.807 milliseconds (cumulative count 89624)
91.617% <= 1.903 milliseconds (cumulative count 91617)
93.239% <= 2.007 milliseconds (cumulative count 93239)
94.562% <= 2.103 milliseconds (cumulative count 94562)
99.493% <= 3.103 milliseconds (cumulative count 99493)
99.931% <= 4.103 milliseconds (cumulative count 99931)
99.970% <= 5.103 milliseconds (cumulative count 99970)
100.000% <= 6.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 60532.69 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.066     0.264     0.975     2.143     2.799     5.783
====== SET ======
  100000 requests completed in 1.61 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.175 milliseconds (cumulative count 1)
50.000% <= 0.959 milliseconds (cumulative count 50087)
75.000% <= 1.391 milliseconds (cumulative count 75046)
87.500% <= 1.799 milliseconds (cumulative count 87645)
93.750% <= 2.151 milliseconds (cumulative count 93788)
96.875% <= 2.447 milliseconds (cumulative count 96913)
98.438% <= 2.695 milliseconds (cumulative count 98470)
99.219% <= 2.903 milliseconds (cumulative count 99242)
99.609% <= 3.143 milliseconds (cumulative count 99613)
99.805% <= 3.367 milliseconds (cumulative count 99806)
99.902% <= 3.551 milliseconds (cumulative count 99904)
99.951% <= 3.767 milliseconds (cumulative count 99953)
99.976% <= 4.047 milliseconds (cumulative count 99977)
99.988% <= 4.583 milliseconds (cumulative count 99988)
99.994% <= 4.679 milliseconds (cumulative count 99995)
99.997% <= 4.703 milliseconds (cumulative count 99997)
99.998% <= 4.727 milliseconds (cumulative count 99999)
99.999% <= 4.743 milliseconds (cumulative count 100000)
100.000% <= 4.743 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.016% <= 0.207 milliseconds (cumulative count 16)
0.128% <= 0.303 milliseconds (cumulative count 128)
9.433% <= 0.407 milliseconds (cumulative count 9433)
19.609% <= 0.503 milliseconds (cumulative count 19609)
26.760% <= 0.607 milliseconds (cumulative count 26760)
32.105% <= 0.703 milliseconds (cumulative count 32105)
38.087% <= 0.807 milliseconds (cumulative count 38087)
45.572% <= 0.903 milliseconds (cumulative count 45572)
53.954% <= 1.007 milliseconds (cumulative count 53954)
60.913% <= 1.103 milliseconds (cumulative count 60913)
67.066% <= 1.207 milliseconds (cumulative count 67066)
71.440% <= 1.303 milliseconds (cumulative count 71440)
75.677% <= 1.407 milliseconds (cumulative count 75677)
79.101% <= 1.503 milliseconds (cumulative count 79101)
82.343% <= 1.607 milliseconds (cumulative count 82343)
85.186% <= 1.703 milliseconds (cumulative count 85186)
87.824% <= 1.807 milliseconds (cumulative count 87824)
89.826% <= 1.903 milliseconds (cumulative count 89826)
91.791% <= 2.007 milliseconds (cumulative count 91791)
93.219% <= 2.103 milliseconds (cumulative count 93219)
99.580% <= 3.103 milliseconds (cumulative count 99580)
99.982% <= 4.103 milliseconds (cumulative count 99982)
100.000% <= 5.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 62266.50 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.070     0.168     0.959     2.247     2.839     4.743
====== GET ======
  100000 requests completed in 1.76 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.199 milliseconds (cumulative count 1)
50.000% <= 1.047 milliseconds (cumulative count 50117)
75.000% <= 1.447 milliseconds (cumulative count 75291)
87.500% <= 1.823 milliseconds (cumulative count 87544)
93.750% <= 2.167 milliseconds (cumulative count 93830)
96.875% <= 2.463 milliseconds (cumulative count 96935)
98.438% <= 2.767 milliseconds (cumulative count 98470)
99.219% <= 3.159 milliseconds (cumulative count 99219)
99.609% <= 3.551 milliseconds (cumulative count 99615)
99.805% <= 4.735 milliseconds (cumulative count 99805)
99.902% <= 5.943 milliseconds (cumulative count 99904)
99.951% <= 6.951 milliseconds (cumulative count 99952)
99.976% <= 7.183 milliseconds (cumulative count 99976)
99.988% <= 7.271 milliseconds (cumulative count 99988)
99.994% <= 7.439 milliseconds (cumulative count 99994)
99.997% <= 8.159 milliseconds (cumulative count 99997)
99.998% <= 8.279 milliseconds (cumulative count 99999)
99.999% <= 9.503 milliseconds (cumulative count 100000)
100.000% <= 9.503 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.001% <= 0.207 milliseconds (cumulative count 1)
0.119% <= 0.303 milliseconds (cumulative count 119)
8.646% <= 0.407 milliseconds (cumulative count 8646)
16.732% <= 0.503 milliseconds (cumulative count 16732)
22.316% <= 0.607 milliseconds (cumulative count 22316)
27.285% <= 0.703 milliseconds (cumulative count 27285)
32.214% <= 0.807 milliseconds (cumulative count 32214)
36.807% <= 0.903 milliseconds (cumulative count 36807)
46.018% <= 1.007 milliseconds (cumulative count 46018)
55.227% <= 1.103 milliseconds (cumulative count 55227)
62.797% <= 1.207 milliseconds (cumulative count 62797)
68.356% <= 1.303 milliseconds (cumulative count 68356)
73.507% <= 1.407 milliseconds (cumulative count 73507)
77.640% <= 1.503 milliseconds (cumulative count 77640)
81.361% <= 1.607 milliseconds (cumulative count 81361)
84.383% <= 1.703 milliseconds (cumulative count 84383)
87.130% <= 1.807 milliseconds (cumulative count 87130)
89.599% <= 1.903 milliseconds (cumulative count 89599)
91.595% <= 2.007 milliseconds (cumulative count 91595)
93.016% <= 2.103 milliseconds (cumulative count 93016)
99.138% <= 3.103 milliseconds (cumulative count 99138)
99.720% <= 4.103 milliseconds (cumulative count 99720)
99.832% <= 5.103 milliseconds (cumulative count 99832)
99.920% <= 6.103 milliseconds (cumulative count 99920)
99.959% <= 7.103 milliseconds (cumulative count 99959)
99.996% <= 8.103 milliseconds (cumulative count 99996)
99.999% <= 9.103 milliseconds (cumulative count 99999)
100.000% <= 10.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 56850.48 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.135     0.192     1.047     2.271     2.999     9.503
====== INCR ======
  100000 requests completed in 2.16 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.239 milliseconds (cumulative count 1)
50.000% <= 1.295 milliseconds (cumulative count 50549)
75.000% <= 1.727 milliseconds (cumulative count 75016)
87.500% <= 2.111 milliseconds (cumulative count 87571)
93.750% <= 2.455 milliseconds (cumulative count 93788)
96.875% <= 2.751 milliseconds (cumulative count 96916)
98.438% <= 2.975 milliseconds (cumulative count 98448)
99.219% <= 3.279 milliseconds (cumulative count 99221)
99.609% <= 4.327 milliseconds (cumulative count 99612)
99.805% <= 5.607 milliseconds (cumulative count 99807)
99.902% <= 7.223 milliseconds (cumulative count 99903)
99.951% <= 7.807 milliseconds (cumulative count 99952)
99.976% <= 8.935 milliseconds (cumulative count 99976)
99.988% <= 9.263 milliseconds (cumulative count 99988)
99.994% <= 9.559 milliseconds (cumulative count 99994)
99.997% <= 9.591 milliseconds (cumulative count 99997)
99.998% <= 9.647 milliseconds (cumulative count 99999)
99.999% <= 9.727 milliseconds (cumulative count 100000)
100.000% <= 9.727 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.004% <= 0.303 milliseconds (cumulative count 4)
0.104% <= 0.407 milliseconds (cumulative count 104)
0.366% <= 0.503 milliseconds (cumulative count 366)
0.650% <= 0.607 milliseconds (cumulative count 650)
1.565% <= 0.703 milliseconds (cumulative count 1565)
4.234% <= 0.807 milliseconds (cumulative count 4234)
9.838% <= 0.903 milliseconds (cumulative count 9838)
21.412% <= 1.007 milliseconds (cumulative count 21412)
33.588% <= 1.103 milliseconds (cumulative count 33588)
43.570% <= 1.207 milliseconds (cumulative count 43570)
51.125% <= 1.303 milliseconds (cumulative count 51125)
58.047% <= 1.407 milliseconds (cumulative count 58047)
64.017% <= 1.503 milliseconds (cumulative count 64017)
69.557% <= 1.607 milliseconds (cumulative count 69557)
74.004% <= 1.703 milliseconds (cumulative count 74004)
78.179% <= 1.807 milliseconds (cumulative count 78179)
81.607% <= 1.903 milliseconds (cumulative count 81607)
84.883% <= 2.007 milliseconds (cumulative count 84883)
87.385% <= 2.103 milliseconds (cumulative count 87385)
98.901% <= 3.103 milliseconds (cumulative count 98901)
99.574% <= 4.103 milliseconds (cumulative count 99574)
99.716% <= 5.103 milliseconds (cumulative count 99716)
99.848% <= 6.103 milliseconds (cumulative count 99848)
99.900% <= 7.103 milliseconds (cumulative count 99900)
99.971% <= 8.103 milliseconds (cumulative count 99971)
99.982% <= 9.103 milliseconds (cumulative count 99982)
100.000% <= 10.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 46382.19 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.451     0.232     1.295     2.559     3.151     9.727
====== LPUSH ======
  100000 requests completed in 1.19 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.159 milliseconds (cumulative count 2)
50.000% <= 0.679 milliseconds (cumulative count 50336)
75.000% <= 0.999 milliseconds (cumulative count 75137)
87.500% <= 1.279 milliseconds (cumulative count 87648)
93.750% <= 1.567 milliseconds (cumulative count 93860)
96.875% <= 1.871 milliseconds (cumulative count 96881)
98.438% <= 2.159 milliseconds (cumulative count 98444)
99.219% <= 2.431 milliseconds (cumulative count 99229)
99.609% <= 2.655 milliseconds (cumulative count 99616)
99.805% <= 2.911 milliseconds (cumulative count 99806)
99.902% <= 3.095 milliseconds (cumulative count 99910)
99.951% <= 3.271 milliseconds (cumulative count 99952)
99.976% <= 3.655 milliseconds (cumulative count 99976)
99.988% <= 3.999 milliseconds (cumulative count 99988)
99.994% <= 4.151 milliseconds (cumulative count 99995)
99.997% <= 4.215 milliseconds (cumulative count 99997)
99.998% <= 4.287 milliseconds (cumulative count 99999)
99.999% <= 4.415 milliseconds (cumulative count 100000)
100.000% <= 4.415 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.012% <= 0.207 milliseconds (cumulative count 12)
0.111% <= 0.303 milliseconds (cumulative count 111)
10.552% <= 0.407 milliseconds (cumulative count 10552)
31.692% <= 0.503 milliseconds (cumulative count 31692)
44.885% <= 0.607 milliseconds (cumulative count 44885)
52.216% <= 0.703 milliseconds (cumulative count 52216)
60.202% <= 0.807 milliseconds (cumulative count 60202)
68.047% <= 0.903 milliseconds (cumulative count 68047)
75.668% <= 1.007 milliseconds (cumulative count 75668)
81.119% <= 1.103 milliseconds (cumulative count 81119)
85.225% <= 1.207 milliseconds (cumulative count 85225)
88.332% <= 1.303 milliseconds (cumulative count 88332)
91.032% <= 1.407 milliseconds (cumulative count 91032)
92.878% <= 1.503 milliseconds (cumulative count 92878)
94.441% <= 1.607 milliseconds (cumulative count 94441)
95.511% <= 1.703 milliseconds (cumulative count 95511)
96.426% <= 1.807 milliseconds (cumulative count 96426)
97.109% <= 1.903 milliseconds (cumulative count 97109)
97.759% <= 2.007 milliseconds (cumulative count 97759)
98.203% <= 2.103 milliseconds (cumulative count 98203)
99.911% <= 3.103 milliseconds (cumulative count 99911)
99.992% <= 4.103 milliseconds (cumulative count 99992)
100.000% <= 5.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 84245.99 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.801     0.152     0.679     1.655     2.351     4.415
====== RPUSH ======
  100000 requests completed in 1.44 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.223 milliseconds (cumulative count 1)
50.000% <= 0.895 milliseconds (cumulative count 50520)
75.000% <= 1.207 milliseconds (cumulative count 75318)
87.500% <= 1.583 milliseconds (cumulative count 87547)
93.750% <= 1.911 milliseconds (cumulative count 93850)
96.875% <= 2.215 milliseconds (cumulative count 96919)
98.438% <= 2.463 milliseconds (cumulative count 98445)
99.219% <= 2.703 milliseconds (cumulative count 99236)
99.609% <= 2.847 milliseconds (cumulative count 99619)
99.805% <= 2.991 milliseconds (cumulative count 99809)
99.902% <= 3.135 milliseconds (cumulative count 99903)
99.951% <= 3.295 milliseconds (cumulative count 99958)
99.976% <= 3.367 milliseconds (cumulative count 99978)
99.988% <= 3.527 milliseconds (cumulative count 99989)
99.994% <= 3.607 milliseconds (cumulative count 99994)
99.997% <= 3.631 milliseconds (cumulative count 99998)
99.998% <= 3.639 milliseconds (cumulative count 99999)
99.999% <= 3.655 milliseconds (cumulative count 100000)
100.000% <= 3.655 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.093% <= 0.303 milliseconds (cumulative count 93)
10.352% <= 0.407 milliseconds (cumulative count 10352)
24.513% <= 0.503 milliseconds (cumulative count 24513)
32.253% <= 0.607 milliseconds (cumulative count 32253)
37.674% <= 0.703 milliseconds (cumulative count 37674)
43.650% <= 0.807 milliseconds (cumulative count 43650)
51.203% <= 0.903 milliseconds (cumulative count 51203)
60.645% <= 1.007 milliseconds (cumulative count 60645)
69.382% <= 1.103 milliseconds (cumulative count 69382)
75.318% <= 1.207 milliseconds (cumulative count 75318)
79.121% <= 1.303 milliseconds (cumulative count 79121)
82.705% <= 1.407 milliseconds (cumulative count 82705)
85.496% <= 1.503 milliseconds (cumulative count 85496)
88.122% <= 1.607 milliseconds (cumulative count 88122)
90.289% <= 1.703 milliseconds (cumulative count 90289)
92.233% <= 1.807 milliseconds (cumulative count 92233)
93.738% <= 1.903 milliseconds (cumulative count 93738)
95.056% <= 2.007 milliseconds (cumulative count 95056)
96.060% <= 2.103 milliseconds (cumulative count 96060)
99.885% <= 3.103 milliseconds (cumulative count 99885)
100.000% <= 4.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 69348.12 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.961     0.216     0.895     2.007     2.623     3.655
====== LPOP ======
  100000 requests completed in 1.24 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.159 milliseconds (cumulative count 1)
50.000% <= 0.647 milliseconds (cumulative count 50250)
75.000% <= 1.135 milliseconds (cumulative count 75168)
87.500% <= 1.527 milliseconds (cumulative count 87629)
93.750% <= 1.847 milliseconds (cumulative count 93870)
96.875% <= 2.135 milliseconds (cumulative count 96885)
98.438% <= 2.447 milliseconds (cumulative count 98445)
99.219% <= 2.759 milliseconds (cumulative count 99225)
99.609% <= 3.071 milliseconds (cumulative count 99611)
99.805% <= 3.287 milliseconds (cumulative count 99806)
99.902% <= 3.527 milliseconds (cumulative count 99903)
99.951% <= 3.687 milliseconds (cumulative count 99952)
99.976% <= 3.871 milliseconds (cumulative count 99976)
99.988% <= 3.951 milliseconds (cumulative count 99988)
99.994% <= 3.991 milliseconds (cumulative count 99994)
99.997% <= 4.031 milliseconds (cumulative count 99997)
99.998% <= 4.071 milliseconds (cumulative count 99999)
99.999% <= 4.095 milliseconds (cumulative count 100000)
100.000% <= 4.095 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.009% <= 0.207 milliseconds (cumulative count 9)
0.227% <= 0.303 milliseconds (cumulative count 227)
17.862% <= 0.407 milliseconds (cumulative count 17862)
37.394% <= 0.503 milliseconds (cumulative count 37394)
47.351% <= 0.607 milliseconds (cumulative count 47351)
53.771% <= 0.703 milliseconds (cumulative count 53771)
59.213% <= 0.807 milliseconds (cumulative count 59213)
63.896% <= 0.903 milliseconds (cumulative count 63896)
69.217% <= 1.007 milliseconds (cumulative count 69217)
73.840% <= 1.103 milliseconds (cumulative count 73840)
77.790% <= 1.207 milliseconds (cumulative count 77790)
81.111% <= 1.303 milliseconds (cumulative count 81111)
84.244% <= 1.407 milliseconds (cumulative count 84244)
87.019% <= 1.503 milliseconds (cumulative count 87019)
89.768% <= 1.607 milliseconds (cumulative count 89768)
91.732% <= 1.703 milliseconds (cumulative count 91732)
93.306% <= 1.807 milliseconds (cumulative count 93306)
94.619% <= 1.903 milliseconds (cumulative count 94619)
95.788% <= 2.007 milliseconds (cumulative count 95788)
96.684% <= 2.103 milliseconds (cumulative count 96684)
99.642% <= 3.103 milliseconds (cumulative count 99642)
100.000% <= 4.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 80645.16 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.856     0.152     0.647     1.935     2.647     4.095
====== RPOP ======
  100000 requests completed in 1.12 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.159 milliseconds (cumulative count 1)
50.000% <= 0.543 milliseconds (cumulative count 50792)
75.000% <= 0.783 milliseconds (cumulative count 75000)
87.500% <= 1.159 milliseconds (cumulative count 87585)
93.750% <= 1.511 milliseconds (cumulative count 93813)
96.875% <= 1.887 milliseconds (cumulative count 96899)
98.438% <= 2.367 milliseconds (cumulative count 98451)
99.219% <= 2.879 milliseconds (cumulative count 99220)
99.609% <= 3.863 milliseconds (cumulative count 99611)
99.805% <= 5.783 milliseconds (cumulative count 99805)
99.902% <= 6.615 milliseconds (cumulative count 99904)
99.951% <= 6.967 milliseconds (cumulative count 99952)
99.976% <= 7.127 milliseconds (cumulative count 99977)
99.988% <= 7.239 milliseconds (cumulative count 99988)
99.994% <= 7.319 milliseconds (cumulative count 99995)
99.997% <= 7.359 milliseconds (cumulative count 99997)
99.998% <= 7.399 milliseconds (cumulative count 99999)
99.999% <= 7.407 milliseconds (cumulative count 100000)
100.000% <= 7.407 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.010% <= 0.207 milliseconds (cumulative count 10)
0.168% <= 0.303 milliseconds (cumulative count 168)
21.656% <= 0.407 milliseconds (cumulative count 21656)
45.519% <= 0.503 milliseconds (cumulative count 45519)
59.449% <= 0.607 milliseconds (cumulative count 59449)
70.176% <= 0.703 milliseconds (cumulative count 70176)
76.115% <= 0.807 milliseconds (cumulative count 76115)
79.855% <= 0.903 milliseconds (cumulative count 79855)
83.424% <= 1.007 milliseconds (cumulative count 83424)
86.081% <= 1.103 milliseconds (cumulative count 86081)
88.731% <= 1.207 milliseconds (cumulative count 88731)
90.700% <= 1.303 milliseconds (cumulative count 90700)
92.406% <= 1.407 milliseconds (cumulative count 92406)
93.702% <= 1.503 milliseconds (cumulative count 93702)
94.781% <= 1.607 milliseconds (cumulative count 94781)
95.624% <= 1.703 milliseconds (cumulative count 95624)
96.390% <= 1.807 milliseconds (cumulative count 96390)
96.985% <= 1.903 milliseconds (cumulative count 96985)
97.390% <= 2.007 milliseconds (cumulative count 97390)
97.729% <= 2.103 milliseconds (cumulative count 97729)
99.395% <= 3.103 milliseconds (cumulative count 99395)
99.648% <= 4.103 milliseconds (cumulative count 99648)
99.742% <= 5.103 milliseconds (cumulative count 99742)
99.835% <= 6.103 milliseconds (cumulative count 99835)
99.966% <= 7.103 milliseconds (cumulative count 99966)
100.000% <= 8.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 88888.89 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.713     0.152     0.543     1.631     2.711     7.407
====== SADD ======
  100000 requests completed in 1.22 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.215 milliseconds (cumulative count 4)
50.000% <= 0.591 milliseconds (cumulative count 50435)
75.000% <= 1.055 milliseconds (cumulative count 75203)
87.500% <= 1.511 milliseconds (cumulative count 87531)
93.750% <= 1.823 milliseconds (cumulative count 93806)
96.875% <= 2.095 milliseconds (cumulative count 96888)
98.438% <= 2.327 milliseconds (cumulative count 98468)
99.219% <= 2.535 milliseconds (cumulative count 99229)
99.609% <= 2.703 milliseconds (cumulative count 99610)
99.805% <= 2.879 milliseconds (cumulative count 99806)
99.902% <= 3.287 milliseconds (cumulative count 99903)
99.951% <= 4.479 milliseconds (cumulative count 99953)
99.976% <= 4.607 milliseconds (cumulative count 99976)
99.988% <= 5.255 milliseconds (cumulative count 99988)
99.994% <= 5.415 milliseconds (cumulative count 99994)
99.997% <= 5.503 milliseconds (cumulative count 99998)
99.998% <= 5.511 milliseconds (cumulative count 99999)
99.999% <= 5.519 milliseconds (cumulative count 100000)
100.000% <= 5.519 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.150% <= 0.303 milliseconds (cumulative count 150)
28.666% <= 0.407 milliseconds (cumulative count 28666)
43.273% <= 0.503 milliseconds (cumulative count 43273)
51.692% <= 0.607 milliseconds (cumulative count 51692)
56.490% <= 0.703 milliseconds (cumulative count 56490)
61.294% <= 0.807 milliseconds (cumulative count 61294)
67.357% <= 0.903 milliseconds (cumulative count 67357)
73.072% <= 1.007 milliseconds (cumulative count 73072)
76.970% <= 1.103 milliseconds (cumulative count 76970)
80.093% <= 1.207 milliseconds (cumulative count 80093)
82.585% <= 1.303 milliseconds (cumulative count 82585)
85.177% <= 1.407 milliseconds (cumulative count 85177)
87.368% <= 1.503 milliseconds (cumulative count 87368)
89.613% <= 1.607 milliseconds (cumulative count 89613)
91.602% <= 1.703 milliseconds (cumulative count 91602)
93.545% <= 1.807 milliseconds (cumulative count 93545)
94.910% <= 1.903 milliseconds (cumulative count 94910)
96.043% <= 2.007 milliseconds (cumulative count 96043)
96.958% <= 2.103 milliseconds (cumulative count 96958)
99.876% <= 3.103 milliseconds (cumulative count 99876)
99.914% <= 4.103 milliseconds (cumulative count 99914)
99.984% <= 5.103 milliseconds (cumulative count 99984)
100.000% <= 6.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 82034.45 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.813     0.208     0.591     1.919     2.471     5.519
====== HSET ======
  100000 requests completed in 1.53 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.167 milliseconds (cumulative count 2)
50.000% <= 0.879 milliseconds (cumulative count 50010)
75.000% <= 1.335 milliseconds (cumulative count 75212)
87.500% <= 1.791 milliseconds (cumulative count 87501)
93.750% <= 2.239 milliseconds (cumulative count 93827)
96.875% <= 2.655 milliseconds (cumulative count 96879)
98.438% <= 3.007 milliseconds (cumulative count 98451)
99.219% <= 3.367 milliseconds (cumulative count 99232)
99.609% <= 3.623 milliseconds (cumulative count 99615)
99.805% <= 3.919 milliseconds (cumulative count 99807)
99.902% <= 4.319 milliseconds (cumulative count 99904)
99.951% <= 4.703 milliseconds (cumulative count 99952)
99.976% <= 5.031 milliseconds (cumulative count 99976)
99.988% <= 5.215 milliseconds (cumulative count 99988)
99.994% <= 5.239 milliseconds (cumulative count 99994)
99.997% <= 5.255 milliseconds (cumulative count 99998)
99.998% <= 5.271 milliseconds (cumulative count 99999)
99.999% <= 5.279 milliseconds (cumulative count 100000)
100.000% <= 5.279 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.009% <= 0.207 milliseconds (cumulative count 9)
0.120% <= 0.303 milliseconds (cumulative count 120)
10.277% <= 0.407 milliseconds (cumulative count 10277)
29.097% <= 0.503 milliseconds (cumulative count 29097)
38.584% <= 0.607 milliseconds (cumulative count 38584)
43.069% <= 0.703 milliseconds (cumulative count 43069)
47.132% <= 0.807 milliseconds (cumulative count 47132)
51.119% <= 0.903 milliseconds (cumulative count 51119)
57.331% <= 1.007 milliseconds (cumulative count 57331)
64.127% <= 1.103 milliseconds (cumulative count 64127)
70.105% <= 1.207 milliseconds (cumulative count 70105)
74.026% <= 1.303 milliseconds (cumulative count 74026)
77.565% <= 1.407 milliseconds (cumulative count 77565)
80.586% <= 1.503 milliseconds (cumulative count 80586)
83.365% <= 1.607 milliseconds (cumulative count 83365)
85.675% <= 1.703 milliseconds (cumulative count 85675)
87.846% <= 1.807 milliseconds (cumulative count 87846)
89.586% <= 1.903 milliseconds (cumulative count 89586)
91.187% <= 2.007 milliseconds (cumulative count 91187)
92.401% <= 2.103 milliseconds (cumulative count 92401)
98.681% <= 3.103 milliseconds (cumulative count 98681)
99.860% <= 4.103 milliseconds (cumulative count 99860)
99.977% <= 5.103 milliseconds (cumulative count 99977)
100.000% <= 6.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 65359.48 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.023     0.160     0.879     2.383     3.247     5.279
====== SPOP ======
  100000 requests completed in 0.97 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.143 milliseconds (cumulative count 1)
50.000% <= 0.479 milliseconds (cumulative count 50531)
75.000% <= 0.663 milliseconds (cumulative count 75707)
87.500% <= 0.839 milliseconds (cumulative count 87784)
93.750% <= 1.031 milliseconds (cumulative count 93780)
96.875% <= 1.239 milliseconds (cumulative count 96888)
98.438% <= 1.423 milliseconds (cumulative count 98457)
99.219% <= 1.615 milliseconds (cumulative count 99238)
99.609% <= 1.823 milliseconds (cumulative count 99616)
99.805% <= 2.007 milliseconds (cumulative count 99808)
99.902% <= 3.511 milliseconds (cumulative count 99903)
99.951% <= 4.879 milliseconds (cumulative count 99952)
99.976% <= 5.447 milliseconds (cumulative count 99976)
99.988% <= 5.703 milliseconds (cumulative count 99988)
99.994% <= 5.799 milliseconds (cumulative count 99994)
99.997% <= 5.895 milliseconds (cumulative count 99997)
99.998% <= 5.919 milliseconds (cumulative count 99999)
99.999% <= 5.983 milliseconds (cumulative count 100000)
100.000% <= 5.983 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.012% <= 0.207 milliseconds (cumulative count 12)
0.228% <= 0.303 milliseconds (cumulative count 228)
25.685% <= 0.407 milliseconds (cumulative count 25685)
55.314% <= 0.503 milliseconds (cumulative count 55314)
69.124% <= 0.607 milliseconds (cumulative count 69124)
79.356% <= 0.703 milliseconds (cumulative count 79356)
86.367% <= 0.807 milliseconds (cumulative count 86367)
90.135% <= 0.903 milliseconds (cumulative count 90135)
93.222% <= 1.007 milliseconds (cumulative count 93222)
95.165% <= 1.103 milliseconds (cumulative count 95165)
96.588% <= 1.207 milliseconds (cumulative count 96588)
97.465% <= 1.303 milliseconds (cumulative count 97465)
98.372% <= 1.407 milliseconds (cumulative count 98372)
98.849% <= 1.503 milliseconds (cumulative count 98849)
99.205% <= 1.607 milliseconds (cumulative count 99205)
99.420% <= 1.703 milliseconds (cumulative count 99420)
99.592% <= 1.807 milliseconds (cumulative count 99592)
99.719% <= 1.903 milliseconds (cumulative count 99719)
99.808% <= 2.007 milliseconds (cumulative count 99808)
99.861% <= 2.103 milliseconds (cumulative count 99861)
99.900% <= 3.103 milliseconds (cumulative count 99900)
99.924% <= 4.103 milliseconds (cumulative count 99924)
99.963% <= 5.103 milliseconds (cumulative count 99963)
100.000% <= 6.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 103412.62 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.578     0.136     0.479     1.095     1.543     5.983
====== ZADD ======
  100000 requests completed in 0.95 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.199 milliseconds (cumulative count 1)
50.000% <= 0.479 milliseconds (cumulative count 51351)
75.000% <= 0.615 milliseconds (cumulative count 75369)
87.500% <= 0.879 milliseconds (cumulative count 87714)
93.750% <= 1.143 milliseconds (cumulative count 93812)
96.875% <= 1.391 milliseconds (cumulative count 96931)
98.438% <= 1.615 milliseconds (cumulative count 98481)
99.219% <= 1.791 milliseconds (cumulative count 99228)
99.609% <= 1.959 milliseconds (cumulative count 99614)
99.805% <= 2.159 milliseconds (cumulative count 99807)
99.902% <= 2.335 milliseconds (cumulative count 99903)
99.951% <= 2.471 milliseconds (cumulative count 99952)
99.976% <= 2.591 milliseconds (cumulative count 99980)
99.988% <= 2.655 milliseconds (cumulative count 99988)
99.994% <= 2.703 milliseconds (cumulative count 99994)
99.997% <= 2.719 milliseconds (cumulative count 99998)
99.998% <= 2.727 milliseconds (cumulative count 100000)
100.000% <= 2.727 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.003% <= 0.207 milliseconds (cumulative count 3)
0.169% <= 0.303 milliseconds (cumulative count 169)
20.653% <= 0.407 milliseconds (cumulative count 20653)
57.720% <= 0.503 milliseconds (cumulative count 57720)
74.650% <= 0.607 milliseconds (cumulative count 74650)
80.697% <= 0.703 milliseconds (cumulative count 80697)
84.989% <= 0.807 milliseconds (cumulative count 84989)
88.533% <= 0.903 milliseconds (cumulative count 88533)
91.259% <= 1.007 milliseconds (cumulative count 91259)
93.173% <= 1.103 milliseconds (cumulative count 93173)
94.756% <= 1.207 milliseconds (cumulative count 94756)
96.011% <= 1.303 milliseconds (cumulative count 96011)
97.077% <= 1.407 milliseconds (cumulative count 97077)
97.794% <= 1.503 milliseconds (cumulative count 97794)
98.433% <= 1.607 milliseconds (cumulative count 98433)
98.908% <= 1.703 milliseconds (cumulative count 98908)
99.274% <= 1.807 milliseconds (cumulative count 99274)
99.532% <= 1.903 milliseconds (cumulative count 99532)
99.669% <= 2.007 milliseconds (cumulative count 99669)
99.758% <= 2.103 milliseconds (cumulative count 99758)
100.000% <= 3.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 104712.05 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.585     0.192     0.479     1.231     1.727     2.727
====== ZPOPMIN ======
  100000 requests completed in 0.87 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.191 milliseconds (cumulative count 1)
50.000% <= 0.423 milliseconds (cumulative count 53416)
75.000% <= 0.495 milliseconds (cumulative count 75458)
87.500% <= 0.599 milliseconds (cumulative count 87770)
93.750% <= 0.887 milliseconds (cumulative count 93757)
96.875% <= 1.167 milliseconds (cumulative count 96895)
98.438% <= 1.423 milliseconds (cumulative count 98464)
99.219% <= 1.623 milliseconds (cumulative count 99222)
99.609% <= 1.935 milliseconds (cumulative count 99613)
99.805% <= 2.391 milliseconds (cumulative count 99805)
99.902% <= 4.191 milliseconds (cumulative count 99903)
99.951% <= 4.999 milliseconds (cumulative count 99952)
99.976% <= 5.255 milliseconds (cumulative count 99977)
99.988% <= 5.327 milliseconds (cumulative count 99992)
99.994% <= 5.415 milliseconds (cumulative count 99994)
99.997% <= 5.431 milliseconds (cumulative count 99998)
99.998% <= 5.439 milliseconds (cumulative count 99999)
99.999% <= 5.447 milliseconds (cumulative count 100000)
100.000% <= 5.447 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.005% <= 0.207 milliseconds (cumulative count 5)
0.273% <= 0.303 milliseconds (cumulative count 273)
44.495% <= 0.407 milliseconds (cumulative count 44495)
76.732% <= 0.503 milliseconds (cumulative count 76732)
88.228% <= 0.607 milliseconds (cumulative count 88228)
91.067% <= 0.703 milliseconds (cumulative count 91067)
92.704% <= 0.807 milliseconds (cumulative count 92704)
93.974% <= 0.903 milliseconds (cumulative count 93974)
95.268% <= 1.007 milliseconds (cumulative count 95268)
96.321% <= 1.103 milliseconds (cumulative count 96321)
97.265% <= 1.207 milliseconds (cumulative count 97265)
97.905% <= 1.303 milliseconds (cumulative count 97905)
98.350% <= 1.407 milliseconds (cumulative count 98350)
98.862% <= 1.503 milliseconds (cumulative count 98862)
99.199% <= 1.607 milliseconds (cumulative count 99199)
99.339% <= 1.703 milliseconds (cumulative count 99339)
99.515% <= 1.807 milliseconds (cumulative count 99515)
99.589% <= 1.903 milliseconds (cumulative count 99589)
99.666% <= 2.007 milliseconds (cumulative count 99666)
99.737% <= 2.103 milliseconds (cumulative count 99737)
99.890% <= 3.103 milliseconds (cumulative count 99890)
99.893% <= 4.103 milliseconds (cumulative count 99893)
99.966% <= 5.103 milliseconds (cumulative count 99966)
100.000% <= 6.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 115340.26 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.497     0.184     0.423     0.983     1.535     5.447
====== LPUSH (needed to benchmark LRANGE) ======
  100000 requests completed in 0.86 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.175 milliseconds (cumulative count 1)
50.000% <= 0.431 milliseconds (cumulative count 53695)
75.000% <= 0.503 milliseconds (cumulative count 75611)
87.500% <= 0.631 milliseconds (cumulative count 87669)
93.750% <= 0.919 milliseconds (cumulative count 93848)
96.875% <= 1.199 milliseconds (cumulative count 96938)
98.438% <= 1.399 milliseconds (cumulative count 98479)
99.219% <= 1.599 milliseconds (cumulative count 99220)
99.609% <= 1.847 milliseconds (cumulative count 99614)
99.805% <= 2.095 milliseconds (cumulative count 99809)
99.902% <= 2.207 milliseconds (cumulative count 99906)
99.951% <= 2.415 milliseconds (cumulative count 99956)
99.976% <= 2.447 milliseconds (cumulative count 99976)
99.988% <= 2.495 milliseconds (cumulative count 99988)
99.994% <= 2.591 milliseconds (cumulative count 99994)
99.997% <= 2.679 milliseconds (cumulative count 99997)
99.998% <= 2.687 milliseconds (cumulative count 99999)
99.999% <= 2.695 milliseconds (cumulative count 100000)
100.000% <= 2.695 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.008% <= 0.207 milliseconds (cumulative count 8)
0.223% <= 0.303 milliseconds (cumulative count 223)
39.196% <= 0.407 milliseconds (cumulative count 39196)
75.611% <= 0.503 milliseconds (cumulative count 75611)
86.498% <= 0.607 milliseconds (cumulative count 86498)
90.019% <= 0.703 milliseconds (cumulative count 90019)
92.110% <= 0.807 milliseconds (cumulative count 92110)
93.588% <= 0.903 milliseconds (cumulative count 93588)
94.940% <= 1.007 milliseconds (cumulative count 94940)
96.132% <= 1.103 milliseconds (cumulative count 96132)
96.999% <= 1.207 milliseconds (cumulative count 96999)
97.791% <= 1.303 milliseconds (cumulative count 97791)
98.519% <= 1.407 milliseconds (cumulative count 98519)
98.914% <= 1.503 milliseconds (cumulative count 98914)
99.253% <= 1.607 milliseconds (cumulative count 99253)
99.446% <= 1.703 milliseconds (cumulative count 99446)
99.572% <= 1.807 milliseconds (cumulative count 99572)
99.660% <= 1.903 milliseconds (cumulative count 99660)
99.728% <= 2.007 milliseconds (cumulative count 99728)
99.813% <= 2.103 milliseconds (cumulative count 99813)
100.000% <= 3.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 116822.43 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.503     0.168     0.431     1.015     1.527     2.695
====== LRANGE_100 (first 100 elements) ======
  100000 requests completed in 2.46 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.527 milliseconds (cumulative count 1)
50.000% <= 1.199 milliseconds (cumulative count 50488)
75.000% <= 1.655 milliseconds (cumulative count 75117)
87.500% <= 2.391 milliseconds (cumulative count 87547)
93.750% <= 3.047 milliseconds (cumulative count 93810)
96.875% <= 3.631 milliseconds (cumulative count 96886)
98.438% <= 4.063 milliseconds (cumulative count 98444)
99.219% <= 4.455 milliseconds (cumulative count 99222)
99.609% <= 4.935 milliseconds (cumulative count 99612)
99.805% <= 5.655 milliseconds (cumulative count 99805)
99.902% <= 6.391 milliseconds (cumulative count 99904)
99.951% <= 8.487 milliseconds (cumulative count 99952)
99.976% <= 9.287 milliseconds (cumulative count 99976)
99.988% <= 9.807 milliseconds (cumulative count 99988)
99.994% <= 10.023 milliseconds (cumulative count 99994)
99.997% <= 10.119 milliseconds (cumulative count 99997)
99.998% <= 10.207 milliseconds (cumulative count 99999)
99.999% <= 10.255 milliseconds (cumulative count 100000)
100.000% <= 10.255 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.030% <= 0.607 milliseconds (cumulative count 30)
0.105% <= 0.703 milliseconds (cumulative count 105)
0.403% <= 0.807 milliseconds (cumulative count 403)
1.775% <= 0.903 milliseconds (cumulative count 1775)
12.511% <= 1.007 milliseconds (cumulative count 12511)
33.635% <= 1.103 milliseconds (cumulative count 33635)
51.534% <= 1.207 milliseconds (cumulative count 51534)
59.994% <= 1.303 milliseconds (cumulative count 59994)
65.421% <= 1.407 milliseconds (cumulative count 65421)
69.546% <= 1.503 milliseconds (cumulative count 69546)
73.488% <= 1.607 milliseconds (cumulative count 73488)
76.464% <= 1.703 milliseconds (cumulative count 76464)
79.045% <= 1.807 milliseconds (cumulative count 79045)
80.968% <= 1.903 milliseconds (cumulative count 80968)
82.647% <= 2.007 milliseconds (cumulative count 82647)
84.102% <= 2.103 milliseconds (cumulative count 84102)
94.200% <= 3.103 milliseconds (cumulative count 94200)
98.545% <= 4.103 milliseconds (cumulative count 98545)
99.681% <= 5.103 milliseconds (cumulative count 99681)
99.880% <= 6.103 milliseconds (cumulative count 99880)
99.922% <= 7.103 milliseconds (cumulative count 99922)
99.935% <= 8.103 milliseconds (cumulative count 99935)
99.972% <= 9.103 milliseconds (cumulative count 99972)
99.996% <= 10.103 milliseconds (cumulative count 99996)
100.000% <= 11.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 40650.41 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        1.526     0.520     1.199     3.239     4.303    10.255
====== LRANGE_300 (first 300 elements) ======
  100000 requests completed in 7.90 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.639 milliseconds (cumulative count 1)
50.000% <= 4.199 milliseconds (cumulative count 50017)
75.000% <= 5.959 milliseconds (cumulative count 75044)
87.500% <= 7.735 milliseconds (cumulative count 87507)
93.750% <= 9.207 milliseconds (cumulative count 93750)
96.875% <= 10.535 milliseconds (cumulative count 96886)
98.438% <= 11.623 milliseconds (cumulative count 98438)
99.219% <= 12.623 milliseconds (cumulative count 99219)
99.609% <= 13.567 milliseconds (cumulative count 99612)
99.805% <= 14.591 milliseconds (cumulative count 99805)
99.902% <= 15.791 milliseconds (cumulative count 99903)
99.951% <= 16.863 milliseconds (cumulative count 99952)
99.976% <= 17.631 milliseconds (cumulative count 99976)
99.988% <= 18.239 milliseconds (cumulative count 99989)
99.994% <= 18.479 milliseconds (cumulative count 99994)
99.997% <= 18.767 milliseconds (cumulative count 99997)
99.998% <= 19.359 milliseconds (cumulative count 99999)
99.999% <= 19.583 milliseconds (cumulative count 100000)
100.000% <= 19.583 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.002% <= 0.703 milliseconds (cumulative count 2)
0.007% <= 0.807 milliseconds (cumulative count 7)
0.031% <= 0.903 milliseconds (cumulative count 31)
0.060% <= 1.007 milliseconds (cumulative count 60)
0.086% <= 1.103 milliseconds (cumulative count 86)
0.132% <= 1.207 milliseconds (cumulative count 132)
0.213% <= 1.303 milliseconds (cumulative count 213)
0.379% <= 1.407 milliseconds (cumulative count 379)
0.584% <= 1.503 milliseconds (cumulative count 584)
0.842% <= 1.607 milliseconds (cumulative count 842)
1.078% <= 1.703 milliseconds (cumulative count 1078)
1.386% <= 1.807 milliseconds (cumulative count 1386)
1.700% <= 1.903 milliseconds (cumulative count 1700)
2.098% <= 2.007 milliseconds (cumulative count 2098)
2.528% <= 2.103 milliseconds (cumulative count 2528)
17.731% <= 3.103 milliseconds (cumulative count 17731)
47.834% <= 4.103 milliseconds (cumulative count 47834)
65.528% <= 5.103 milliseconds (cumulative count 65528)
76.414% <= 6.103 milliseconds (cumulative count 76414)
83.882% <= 7.103 milliseconds (cumulative count 83882)
89.354% <= 8.103 milliseconds (cumulative count 89354)
93.425% <= 9.103 milliseconds (cumulative count 93425)
96.003% <= 10.103 milliseconds (cumulative count 96003)
97.797% <= 11.103 milliseconds (cumulative count 97797)
98.897% <= 12.103 milliseconds (cumulative count 98897)
99.443% <= 13.103 milliseconds (cumulative count 99443)
99.719% <= 14.103 milliseconds (cumulative count 99719)
99.848% <= 15.103 milliseconds (cumulative count 99848)
99.920% <= 16.103 milliseconds (cumulative count 99920)
99.959% <= 17.103 milliseconds (cumulative count 99959)
99.985% <= 18.111 milliseconds (cumulative count 99985)
99.998% <= 19.103 milliseconds (cumulative count 99998)
100.000% <= 20.111 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 12655.02 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        4.921     0.632     4.199     9.671    12.239    19.583
====== LRANGE_500 (first 500 elements) ======
  100000 requests completed in 11.79 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.695 milliseconds (cumulative count 1)
50.000% <= 6.799 milliseconds (cumulative count 50021)
75.000% <= 9.127 milliseconds (cumulative count 75047)
87.500% <= 11.239 milliseconds (cumulative count 87512)
93.750% <= 13.247 milliseconds (cumulative count 93760)
96.875% <= 14.975 milliseconds (cumulative count 96878)
98.438% <= 16.703 milliseconds (cumulative count 98441)
99.219% <= 18.527 milliseconds (cumulative count 99220)
99.609% <= 20.191 milliseconds (cumulative count 99611)
99.805% <= 21.951 milliseconds (cumulative count 99807)
99.902% <= 25.119 milliseconds (cumulative count 99903)
99.951% <= 28.303 milliseconds (cumulative count 99952)
99.976% <= 30.495 milliseconds (cumulative count 99976)
99.988% <= 36.351 milliseconds (cumulative count 99988)
99.994% <= 37.279 milliseconds (cumulative count 99994)
99.997% <= 37.823 milliseconds (cumulative count 99997)
99.998% <= 38.367 milliseconds (cumulative count 99999)
99.999% <= 40.447 milliseconds (cumulative count 100000)
100.000% <= 40.447 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.001% <= 0.703 milliseconds (cumulative count 1)
0.004% <= 0.903 milliseconds (cumulative count 4)
0.008% <= 1.007 milliseconds (cumulative count 8)
0.013% <= 1.103 milliseconds (cumulative count 13)
0.025% <= 1.207 milliseconds (cumulative count 25)
0.035% <= 1.303 milliseconds (cumulative count 35)
0.050% <= 1.407 milliseconds (cumulative count 50)
0.068% <= 1.503 milliseconds (cumulative count 68)
0.094% <= 1.607 milliseconds (cumulative count 94)
0.123% <= 1.703 milliseconds (cumulative count 123)
0.161% <= 1.807 milliseconds (cumulative count 161)
0.208% <= 1.903 milliseconds (cumulative count 208)
0.258% <= 2.007 milliseconds (cumulative count 258)
0.322% <= 2.103 milliseconds (cumulative count 322)
1.931% <= 3.103 milliseconds (cumulative count 1931)
8.215% <= 4.103 milliseconds (cumulative count 8215)
22.058% <= 5.103 milliseconds (cumulative count 22058)
39.187% <= 6.103 milliseconds (cumulative count 39187)
54.186% <= 7.103 milliseconds (cumulative count 54186)
65.935% <= 8.103 milliseconds (cumulative count 65935)
74.859% <= 9.103 milliseconds (cumulative count 74859)
81.677% <= 10.103 milliseconds (cumulative count 81677)
86.936% <= 11.103 milliseconds (cumulative count 86936)
90.664% <= 12.103 milliseconds (cumulative count 90664)
93.422% <= 13.103 milliseconds (cumulative count 93422)
95.505% <= 14.103 milliseconds (cumulative count 95505)
97.038% <= 15.103 milliseconds (cumulative count 97038)
97.995% <= 16.103 milliseconds (cumulative count 97995)
98.700% <= 17.103 milliseconds (cumulative count 98700)
99.107% <= 18.111 milliseconds (cumulative count 99107)
99.366% <= 19.103 milliseconds (cumulative count 99366)
99.594% <= 20.111 milliseconds (cumulative count 99594)
99.732% <= 21.103 milliseconds (cumulative count 99732)
99.817% <= 22.111 milliseconds (cumulative count 99817)
99.867% <= 23.103 milliseconds (cumulative count 99867)
99.891% <= 24.111 milliseconds (cumulative count 99891)
99.902% <= 25.103 milliseconds (cumulative count 99902)
99.914% <= 26.111 milliseconds (cumulative count 99914)
99.925% <= 27.103 milliseconds (cumulative count 99925)
99.947% <= 28.111 milliseconds (cumulative count 99947)
99.964% <= 29.103 milliseconds (cumulative count 99964)
99.974% <= 30.111 milliseconds (cumulative count 99974)
99.977% <= 31.103 milliseconds (cumulative count 99977)
99.979% <= 33.119 milliseconds (cumulative count 99979)
99.981% <= 34.111 milliseconds (cumulative count 99981)
99.984% <= 35.103 milliseconds (cumulative count 99984)
99.986% <= 36.127 milliseconds (cumulative count 99986)
99.992% <= 37.119 milliseconds (cumulative count 99992)
99.998% <= 38.111 milliseconds (cumulative count 99998)
99.999% <= 39.103 milliseconds (cumulative count 99999)
100.000% <= 41.119 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 8480.33 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        7.548     0.688     6.799    13.831    17.775    40.447
====== LRANGE_600 (first 600 elements) ======
  100000 requests completed in 12.68 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 1.031 milliseconds (cumulative count 1)
50.000% <= 7.359 milliseconds (cumulative count 50051)
75.000% <= 9.415 milliseconds (cumulative count 75044)
87.500% <= 11.263 milliseconds (cumulative count 87504)
93.750% <= 13.191 milliseconds (cumulative count 93750)
96.875% <= 14.959 milliseconds (cumulative count 96887)
98.438% <= 16.655 milliseconds (cumulative count 98440)
99.219% <= 18.335 milliseconds (cumulative count 99223)
99.609% <= 20.047 milliseconds (cumulative count 99613)
99.805% <= 21.423 milliseconds (cumulative count 99805)
99.902% <= 22.767 milliseconds (cumulative count 99903)
99.951% <= 23.855 milliseconds (cumulative count 99952)
99.976% <= 24.655 milliseconds (cumulative count 99976)
99.988% <= 25.695 milliseconds (cumulative count 99988)
99.994% <= 26.239 milliseconds (cumulative count 99994)
99.997% <= 27.103 milliseconds (cumulative count 99997)
99.998% <= 27.487 milliseconds (cumulative count 99999)
99.999% <= 27.663 milliseconds (cumulative count 100000)
100.000% <= 27.663 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.001% <= 1.103 milliseconds (cumulative count 1)
0.003% <= 1.207 milliseconds (cumulative count 3)
0.006% <= 1.303 milliseconds (cumulative count 6)
0.010% <= 1.407 milliseconds (cumulative count 10)
0.018% <= 1.503 milliseconds (cumulative count 18)
0.029% <= 1.607 milliseconds (cumulative count 29)
0.040% <= 1.703 milliseconds (cumulative count 40)
0.053% <= 1.807 milliseconds (cumulative count 53)
0.067% <= 1.903 milliseconds (cumulative count 67)
0.087% <= 2.007 milliseconds (cumulative count 87)
0.112% <= 2.103 milliseconds (cumulative count 112)
0.763% <= 3.103 milliseconds (cumulative count 763)
3.657% <= 4.103 milliseconds (cumulative count 3657)
12.687% <= 5.103 milliseconds (cumulative count 12687)
28.413% <= 6.103 milliseconds (cumulative count 28413)
45.950% <= 7.103 milliseconds (cumulative count 45950)
60.620% <= 8.103 milliseconds (cumulative count 60620)
72.027% <= 9.103 milliseconds (cumulative count 72027)
80.797% <= 10.103 milliseconds (cumulative count 80797)
86.794% <= 11.103 milliseconds (cumulative count 86794)
90.699% <= 12.103 milliseconds (cumulative count 90699)
93.516% <= 13.103 milliseconds (cumulative count 93516)
95.652% <= 14.103 milliseconds (cumulative count 95652)
97.056% <= 15.103 milliseconds (cumulative count 97056)
98.029% <= 16.103 milliseconds (cumulative count 98029)
98.720% <= 17.103 milliseconds (cumulative count 98720)
99.153% <= 18.111 milliseconds (cumulative count 99153)
99.423% <= 19.103 milliseconds (cumulative count 99423)
99.626% <= 20.111 milliseconds (cumulative count 99626)
99.767% <= 21.103 milliseconds (cumulative count 99767)
99.859% <= 22.111 milliseconds (cumulative count 99859)
99.922% <= 23.103 milliseconds (cumulative count 99922)
99.962% <= 24.111 milliseconds (cumulative count 99962)
99.983% <= 25.103 milliseconds (cumulative count 99983)
99.992% <= 26.111 milliseconds (cumulative count 99992)
99.997% <= 27.103 milliseconds (cumulative count 99997)
100.000% <= 28.111 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 7885.19 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        7.973     1.024     7.359    13.751    17.695    27.663
====== MSET (10 keys) ======
  100000 requests completed in 1.23 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.271 milliseconds (cumulative count 4)
50.000% <= 0.895 milliseconds (cumulative count 50480)
75.000% <= 1.183 milliseconds (cumulative count 75341)
87.500% <= 1.463 milliseconds (cumulative count 87733)
93.750% <= 1.711 milliseconds (cumulative count 93755)
96.875% <= 1.975 milliseconds (cumulative count 96921)
98.438% <= 2.239 milliseconds (cumulative count 98440)
99.219% <= 2.503 milliseconds (cumulative count 99233)
99.609% <= 2.743 milliseconds (cumulative count 99610)
99.805% <= 3.191 milliseconds (cumulative count 99806)
99.902% <= 4.935 milliseconds (cumulative count 99903)
99.951% <= 7.159 milliseconds (cumulative count 99952)
99.976% <= 7.471 milliseconds (cumulative count 99976)
99.988% <= 7.591 milliseconds (cumulative count 99988)
99.994% <= 7.831 milliseconds (cumulative count 99994)
99.997% <= 7.871 milliseconds (cumulative count 99997)
99.998% <= 7.927 milliseconds (cumulative count 99999)
99.999% <= 7.943 milliseconds (cumulative count 100000)
100.000% <= 7.943 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.027% <= 0.303 milliseconds (cumulative count 27)
2.349% <= 0.407 milliseconds (cumulative count 2349)
8.318% <= 0.503 milliseconds (cumulative count 8318)
16.962% <= 0.607 milliseconds (cumulative count 16962)
28.738% <= 0.703 milliseconds (cumulative count 28738)
40.918% <= 0.807 milliseconds (cumulative count 40918)
51.381% <= 0.903 milliseconds (cumulative count 51381)
61.888% <= 1.007 milliseconds (cumulative count 61888)
70.083% <= 1.103 milliseconds (cumulative count 70083)
76.771% <= 1.207 milliseconds (cumulative count 76771)
81.783% <= 1.303 milliseconds (cumulative count 81783)
85.925% <= 1.407 milliseconds (cumulative count 85925)
88.919% <= 1.503 milliseconds (cumulative count 88919)
91.619% <= 1.607 milliseconds (cumulative count 91619)
93.620% <= 1.703 milliseconds (cumulative count 93620)
95.134% <= 1.807 milliseconds (cumulative count 95134)
96.247% <= 1.903 milliseconds (cumulative count 96247)
97.184% <= 2.007 milliseconds (cumulative count 97184)
97.761% <= 2.103 milliseconds (cumulative count 97761)
99.782% <= 3.103 milliseconds (cumulative count 99782)
99.893% <= 4.103 milliseconds (cumulative count 99893)
99.903% <= 5.103 milliseconds (cumulative count 99903)
99.904% <= 6.103 milliseconds (cumulative count 99904)
99.923% <= 7.103 milliseconds (cumulative count 99923)
100.000% <= 8.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 81632.65 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.982     0.264     0.895     1.799     2.407     7.943
====== XADD ======
  100000 requests completed in 0.99 seconds
  100 parallel clients
  10 bytes payload
  keep alive: 1
  host configuration "save": 3600 1 300 100 60 10000
  host configuration "appendonly": no
  multi-thread: no

Latency by percentile distribution:
0.000% <= 0.215 milliseconds (cumulative count 2)
50.000% <= 0.495 milliseconds (cumulative count 51336)
75.000% <= 0.759 milliseconds (cumulative count 75282)
87.500% <= 1.151 milliseconds (cumulative count 87654)
93.750% <= 1.559 milliseconds (cumulative count 93811)
96.875% <= 1.975 milliseconds (cumulative count 96885)
98.438% <= 2.255 milliseconds (cumulative count 98443)
99.219% <= 2.503 milliseconds (cumulative count 99220)
99.609% <= 2.831 milliseconds (cumulative count 99614)
99.805% <= 3.111 milliseconds (cumulative count 99808)
99.902% <= 3.271 milliseconds (cumulative count 99905)
99.951% <= 3.359 milliseconds (cumulative count 99952)
99.976% <= 3.439 milliseconds (cumulative count 99976)
99.988% <= 4.039 milliseconds (cumulative count 99993)
99.994% <= 4.047 milliseconds (cumulative count 99995)
99.997% <= 4.055 milliseconds (cumulative count 99998)
99.998% <= 4.063 milliseconds (cumulative count 99999)
99.999% <= 4.071 milliseconds (cumulative count 100000)
100.000% <= 4.071 milliseconds (cumulative count 100000)

Cumulative distribution of latencies:
0.000% <= 0.103 milliseconds (cumulative count 0)
0.143% <= 0.303 milliseconds (cumulative count 143)
21.288% <= 0.407 milliseconds (cumulative count 21288)
52.698% <= 0.503 milliseconds (cumulative count 52698)
65.226% <= 0.607 milliseconds (cumulative count 65226)
72.453% <= 0.703 milliseconds (cumulative count 72453)
77.144% <= 0.807 milliseconds (cumulative count 77144)
80.157% <= 0.903 milliseconds (cumulative count 80157)
83.744% <= 1.007 milliseconds (cumulative count 83744)
86.601% <= 1.103 milliseconds (cumulative count 86601)
88.864% <= 1.207 milliseconds (cumulative count 88864)
90.521% <= 1.303 milliseconds (cumulative count 90521)
91.983% <= 1.407 milliseconds (cumulative count 91983)
93.186% <= 1.503 milliseconds (cumulative count 93186)
94.244% <= 1.607 milliseconds (cumulative count 94244)
95.241% <= 1.703 milliseconds (cumulative count 95241)
96.049% <= 1.807 milliseconds (cumulative count 96049)
96.527% <= 1.903 milliseconds (cumulative count 96527)
97.034% <= 2.007 milliseconds (cumulative count 97034)
97.654% <= 2.103 milliseconds (cumulative count 97654)
99.802% <= 3.103 milliseconds (cumulative count 99802)
100.000% <= 4.103 milliseconds (cumulative count 100000)

Summary:
  throughput summary: 101419.88 requests per second
  latency summary (msec):
          avg       min       p50       p95       p99       max
        0.684     0.208     0.495     1.687     2.391     4.071
这是测试显示的页脚
Copyright © 2024 GIS-FSDE