zoukankan      html  css  js  c++  java
  • MySQL压力测试工具

    一、使用MySQL本身的Mysqlslap工具

    mysqlslap是mysql自带的基准测试工具,该工具查询数据,语法简单,灵活容易使用.该工具可以模拟多个客户端同时并发的向服务器发出查询更新,给出了性能测试数据而且提供了多种引擎的性能比较。mysqlslap为mysql性能优化前后提供了直观的验证依据,系统运维和DBA人员应该掌握一些常见的压力测试工具,才能准确的掌握线上数据库支撑的用户流量上限及其抗压性等问题。

    1.1 更改其默认的最大连接数

    在对MySQL进行压力测试之前,需要更改其默认的最大连接数,如下:

    [root@db01 ~]# vim /etc/my.cnf
    [mysqld]
    max_connections=1024
    [root@db01 ~]# systemctl restart mysqld
    [root@db01 ~]# mysql -uroot -p123
    mysql> show variables like 'max_connections';
    +-----------------+-------+
    | Variable_name   | Value |
    +-----------------+-------+
    | max_connections | 1024  |
    +-----------------+-------+
    #验证修改已经生效
    [root@db01 ~]# mysqlslap --defaults-file=/etc/my.cnf --concurrency=100,200 --iterations=1 
    --number-int-cols=20 --number-char-cols=30 --auto-generate-sql 
    --auto-generate-sql-add-autoincrement --auto-generate-sql-load-type=mixed 
    --engine=myisam,innodb --number-of-queries=2000 -uroot -p123 --verbose
    #模拟测试两次读写并发,第一次100,第二次200,自动生成SQL脚本,测试表包含20个init字段,30个char字段,每次执行2000查询请求。测试引擎分别是myisam,innodb。
    Benchmark
            Running for engine myisam
            Average number of seconds to run all queries: 0.325 seconds
            Minimum number of seconds to run all queries: 0.325 seconds
            Maximum number of seconds to run all queries: 0.325 seconds
            Number of clients running queries: 100
            Average number of queries per client: 20
    #Myisam第一次100客户端同时发起增查用0.325/s
    Benchmark
            Running for engine myisam
            Average number of seconds to run all queries: 0.331 seconds
            Minimum number of seconds to run all queries: 0.331 seconds
            Maximum number of seconds to run all queries: 0.331 seconds
            Number of clients running queries: 200
            Average number of queries per client: 10
    #Myisam第二次200客户端同时发起增查用0.331/s 
    Benchmark
            Running for engine innodb
            Average number of seconds to run all queries: 0.661 seconds
            Minimum number of seconds to run all queries: 0.661 seconds
            Maximum number of seconds to run all queries: 0.661 seconds
            Number of clients running queries: 100
            Average number of queries per client: 20
    #Innodb第一次100客户端同时发起增查用0.661/s
    Benchmark
            Running for engine innodb
            Average number of seconds to run all queries: 0.610 seconds
            Minimum number of seconds to run all queries: 0.610 seconds
            Maximum number of seconds to run all queries: 0.610 seconds
            Number of clients running queries: 200
            Average number of queries per client: 10
    #Innodb第二次200客户端同时发起增查用0.610/s
    

    可以根据实际需求,一点点的加大并发数量进行压力测试!

    关于mysqlslap工具各个选项的详细解释可以通过mysqlslap --help进行查询!

    二、使用第三方sysbench工具

    2.1 安装sysbench工具

    [root@db01 ~]# yum -y install epel-release 
    #安装epel源
    [root@db01 ~]# yum -y install sysbench
    #安装sysbench工具
    [root@db01 ~]# sysbench --version
    sysbench 1.0.17
    #查询sysbench工具的版本信息,确认sysbench工具已经安装
    

    sysbench可以进行以下测试:

    • CPU运算性能测试;
    • 磁盘IO性能测试;
    • 调度程序性能测试;
    • 内存分配及传输速度测试;
    • POSIX线程性能测试;
    • 数据库性能测试(OLTP 基准测试,需要通过 /usr/share/sysbench/ 目录中的 Lua 脚本执行,例如 oltp_read_only.lua 脚本执行只读测试);
    • sysbench还可以通过运行命令时指定自己的Lua脚本进行自定义测试;

    2.2 查看sysbench工具的帮助选项

    [root@mysql ~]# sysbench --help
    Usage:
      sysbench [options]... [testname] [command]
    
    Commands implemented by most tests: prepare run cleanup help # 可用的命令,四个
    
    General options:            # 通用选项
      --threads=N                     要使用的线程数,默认 1 个 [1]
      --events=N                      最大允许的事件个数 [0]
      --time=N                        最大的总执行时间,以秒为单位 [10]
      --forced-shutdown=STRING        在 --time 时间限制到达后,强制关闭之前等待的秒数,默认“off”禁用(number of seconds to wait after the --time limit before forcing shutdown, or 'off' to disable) [off]
      --thread-stack-size=SIZE        每个线程的堆栈大小 [64K]
      --rate=N                        平均传输速率。0 则无限制 [0]
      --report-interval=N             以秒为单位定期报告具有指定间隔的中间统计信息 0 禁用中间报告 [0]
      --report-checkpoints=[LIST,...] 转储完整的统计信息并在指定的时间点重置所有计数器。参数是一个逗号分隔的值列表,表示从测试开始经过这个时间量时必须执行报告检查点(以秒为单位)。报告检查点默认关闭。 []
      --debug[=on|off]                打印更多 debug 信息 [off]
      --validate[=on|off]             尽可能执行验证检查 [off]
      --help[=on|off]                 显示帮助信息并退出 [off]
      --version[=on|off]              显示版本信息并退出 [off]
      --config-file=FILENAME          包含命令行选项的文件
      --tx-rate=N                     废弃,改用 --rate [0]
      --max-requests=N                废弃,改用 --events [0]
      --max-time=N                    废弃,改用 --time [0]
      --num-threads=N                 废弃,改用 --threads [1]
    
    Pseudo-Random Numbers Generator options:    # 伪随机数发生器选项
      --rand-type=STRING random numbers distribution {uniform,gaussian,special,pareto} [special]
      --rand-spec-iter=N number of iterations used for numbers generation [12]
      --rand-spec-pct=N  percentage of values to be treated as 'special' (for special distribution) [1]
      --rand-spec-res=N  percentage of 'special' values to use (for special distribution) [75]
      --rand-seed=N      seed for random number generator. When 0, the current time is used as a RNG seed. [0]
      --rand-pareto-h=N  parameter h for pareto distribution [0.2]
    
    Log options:    # 日志选项
      --verbosity=N verbosity level {5 - debug, 0 - only critical messages} [3]
    
      --percentile=N       percentile to calculate in latency statistics (1-100). Use the special value of 0 to disable percentile calculations [95]
      --histogram[=on|off] print latency histogram in report [off]
    
    General database options:   # 通用的数据库选项
    
      --db-driver=STRING  指定要使用的数据库驱动程序 ('help' to get list of available drivers)
      --db-ps-mode=STRING prepared statements usage mode {auto, disable} [auto]
      --db-debug[=on|off] print database-specific debug information [off]
    
    Compiled-in database drivers:   # 內建的数据库驱动程序,默认支持 MySQL 和 PostgreSQL
      mysql - MySQL driver
      pgsql - PostgreSQL driver
    
    mysql options:              # MySQL 数据库专用选项
      --mysql-host=[LIST,...]          MySQL server host [localhost]
      --mysql-port=[LIST,...]          MySQL server port [3306]
      --mysql-socket=[LIST,...]        MySQL socket
      --mysql-user=STRING              MySQL user [sbtest]
      --mysql-password=STRING          MySQL password []
      --mysql-db=STRING                MySQL database name [sbtest]
      --mysql-ssl[=on|off]             use SSL connections, if available in the client library [off]
      --mysql-ssl-cipher=STRING        use specific cipher for SSL connections []
      --mysql-compression[=on|off]     use compression, if available in the client library [off]
      --mysql-debug[=on|off]           trace all client library calls [off]
      --mysql-ignore-errors=[LIST,...] list of errors to ignore, or "all" [1213,1020,1205]
      --mysql-dry-run[=on|off]         Dry run, pretend that all MySQL client API calls are successful without executing them [off]
    
    pgsql options:              # PostgreSQL 数据库专用选项
      --pgsql-host=STRING     PostgreSQL server host [localhost]
      --pgsql-port=N          PostgreSQL server port [5432]
      --pgsql-user=STRING     PostgreSQL user [sbtest]
      --pgsql-password=STRING PostgreSQL password []
      --pgsql-db=STRING       PostgreSQL database name [sbtest]
    
    Compiled-in tests:          # 內建测试类型
      fileio - File I/O test
      cpu - CPU performance test
      memory - Memory functions speed test
      threads - Threads subsystem performance test
      mutex - Mutex performance test
    
    See 'sysbench <testname> help' for a list of options for each test.
    

    2.3 sysbench测试MySQL性能

    ① 准备测试数据
    [root@db01 ~]# sysbench /usr/share/sysbench/oltp_common.lua help
    #查看sysbench自带的lua脚本使用方法
    [root@db01 ~]# mysqladmin -uroot -p123 create sbtest;
    #必须创建sbtest库,sbtest是sysbench默认使用的库名
    [root@db01 ~]# sysbench --mysql-host=127.0.0.1 
    --mysql-port=3306 
    --mysql-user=root 
    --mysql-password=123 
    /usr/share/sysbench/oltp_common.lua 
    --tables=10 
    --table_size=100000 
    prepare
    #准备测试所用的表,这些测试表放在测试库sbtest中。这里使用的lua脚本为/usr/share/sysbench/oltp_common.lua
    #--tables=10表示创建10个测试表
    #--table_size=100000表示每个表中插入10W行数据
    #prepare表示这是准备数的过程
    
    ② 确认测试数据存在
    [root@db01 ~]# mysql -uroot -p123 -e 'show tables from sbtest;'
    +------------------+
    | Tables_in_sbtest |
    +------------------+
    | sbtest1          |
    | sbtest10         |
    | sbtest2          |
    | sbtest3          |
    | sbtest4          |
    | sbtest5          |
    | sbtest6          |
    | sbtest7          |
    | sbtest8          |
    | sbtest9          |
    +------------------+
    [root@db01 ~]# mysql -uroot -p123 -e 'select count(*) from sbtest.sbtest1;'
    +----------+
    | count(*) |
    +----------+
    |   100000 |
    +----------+
    
    ③ 数据库测试和结果分析

    需要注意的是,之前使用的lua脚本为oltp_common.lua,它是一个通用脚本,是被其它lua脚本调用的,它不能直接拿来测试。

    所以,我这里用oltp_read_write.lua脚本来做读、写测试。还有很多其它类型的测试,比如只读测试、只写测试、删除测试、大批量插入测试等等。可找到对应的lua脚本进行调用即可。

    [root@db01 ~]# sysbench --threads=4 
    --time=20 
    --report-interval=5 
    --mysql-host=127.0.0.1 
    --mysql-port=3306 
    --mysql-user=root 
    --mysql-password=123 
    /usr/share/sysbench/oltp_read_write.lua 
    --tables=10 
    --table_size=100000 
    run
    sysbench 1.0.17 (using system LuaJIT 2.0.4)
    
    Running the test with following options:
    Number of threads: 4
    Report intermediate results every 5 second(s)
    Initializing random number generator from current time
    
    
    Initializing worker threads...
    
    Threads started!
    #以下是每5秒返回一次的结果,统计的指标包括:
    # 线程数、tps(每秒事务数)、qps(每秒查询数)、
    # 每秒的读/写/其它次数、延迟、每秒错误数、每秒重连次数
    [ 5s ] thds: 4 tps: 318.10 qps: 6371.34 (r/w/o: 4461.96/1272.39/636.99) lat (ms,95%): 20.37 err/s: 0.00 reconn/s: 0.00
    [ 10s ] thds: 4 tps: 340.15 qps: 6803.43 (r/w/o: 4760.92/1362.21/680.30) lat (ms,95%): 14.21 err/s: 0.00 reconn/s: 0.00
    [ 15s ] thds: 4 tps: 380.98 qps: 7622.45 (r/w/o: 5336.16/1524.33/761.97) lat (ms,95%): 13.22 err/s: 0.00 reconn/s: 0.00
    [ 20s ] thds: 4 tps: 387.29 qps: 7741.76 (r/w/o: 5420.03/1547.15/774.58) lat (ms,95%): 12.75 err/s: 0.00 reconn/s: 0.00
    SQL statistics:
        queries performed:
            read:                            99918   #执行的读操作数量
            write:                           28548   #执行的写操作数量
            other:                           14274   #执行的其他操作数量
            total:                           142740
        transactions:                        7137   (356.13 per sec.)   #执行事务的平均概率
        queries:                             142740 (7122.70 per sec.)  #平均每秒可以进行多少次查询
        ignored errors:                      0      (0.00 per sec.)
        reconnects:                          0      (0.00 per sec.)
    
    General statistics:
        total time:                          20.0391s    #总消耗时间
        total number of events:              7137        #总请求数量(读、写、其他)
    
    Latency (ms):
             min:                                    2.58
             avg:                                   11.22
             max:                                  450.05
             95th percentile:                       15.00   #采样计算的平均延迟
             sum:                                80067.39
    
    Threads fairness:
        events (avg/stddev):           1784.2500/7.43
        execution time (avg/stddev):   20.0168/0.01
    
    ④ cpu/io/内存等测试

    sysbench内置的几个测试指标如下:

    [root@db01 ~]# sysbench --help
          ..........  # 省略部分内容
    Compiled-in tests:
      fileio - File I/O test
      cpu - CPU performance test
      memory - Memory functions speed test
      threads - Threads subsystem performance test
      mutex - Mutex performance test
    

    可以直接help输出测试方法,例如,fileio测试:

    [root@db01 ~]# sysbench fileio help
    sysbench 1.0.17 (using system LuaJIT 2.0.4)
    
    fileio options:
      --file-num=N                  number of files to create [128]
      --file-block-size=N           block size to use in all IO operations [16384]
      --file-total-size=SIZE        total size of files to create [2G]
      --file-test-mode=STRING       test mode {seqwr, seqrewr, seqrd, rndrd, rndwr, rndrw}
      --file-io-mode=STRING         file operations mode {sync,async,mmap} [sync]
      --file-async-backlog=N        number of asynchronous operatons to queue per thread [128]
      --file-extra-flags=[LIST,...] list of additional flags to use to open files {sync,dsync,direct} []
      --file-fsync-freq=N           do fsync() after this number of requests (0 - don't use fsync()) [100]
      --file-fsync-all[=on|off]     do fsync() after each write operation [off]
      --file-fsync-end[=on|off]     do fsync() at the end of test [on]
      --file-fsync-mode=STRING      which method to use for synchronization {fsync, fdatasync} [fsync]
      --file-merged-requests=N      merge at most this number of IO requests if possible (0 - don't merge) [0]
      --file-rw-ratio=N             reads/writes ratio for combined test [1.5]
    
    1)测试IO性能
    [root@db01 ~]# sysbench fileio --file-num=5 --file-total-size=2G prepare
    [root@db01 ~]# ll
    总用量 2097200
    -rw------- 1 root root 429506560 4月  15 21:21 test_file.0
    -rw------- 1 root root 429506560 4月  15 21:21 test_file.1
    -rw------- 1 root root 429506560 4月  15 21:21 test_file.2
    -rw------- 1 root root 429506560 4月  15 21:21 test_file.3
    -rw------- 1 root root 429506560 4月  15 21:21 test_file.4
    [root@db01 ~]# sysbench --events=5000 
    --threads=16 
    fileio 
    --file-num=5 
    --file-total-size=2G 
    --file-test-mode=rndrw 
    --file-fsync-freq=0 
    --file-block-size=16384 
    run
    sysbench 1.0.17 (using system LuaJIT 2.0.4)
    
    Running the test with following options:
    Number of threads: 16
    Initializing random number generator from current time
    
    
    Extra file open flags: (none)
    5 files, 409.6MiB each
    2GiB total file size
    Block size 16KiB
    Number of IO requests: 5000
    Read/Write ratio for combined random IO test: 1.50
    Calling fsync() at the end of test, Enabled.
    Using synchronous I/O mode
    Doing random r/w test
    Initializing worker threads...
    
    Threads started!
    
    
    File operations:
        reads/s:                      4590.43
        writes/s:                     3067.95
        fsyncs/s:                     122.53
    
    Throughput:         #吞吐量
        read, MiB/s:                  71.73  #表示读带宽
        written, MiB/s:               47.94  #表示写带宽
    
    General statistics:
        total time:                          0.6517s
        total number of events:              5000
    
    Latency (ms):
             min:                                    0.00
             avg:                                    1.61
             max:                                   43.35
             95th percentile:                        5.47
             sum:                                 8035.39
    
    Threads fairness:
        events (avg/stddev):           312.5000/16.19
        execution time (avg/stddev):   0.5022/0.01
    
    2)测试CPU性能
    [root@db01 ~]# sysbench cpu --threads=40 --events=10000 --cpu-max-prime=20000 run
    sysbench 1.0.17 (using system LuaJIT 2.0.4)
    
    Running the test with following options:
    Number of threads: 40
    Initializing random number generator from current time
    
    
    Prime numbers limit: 20000
    
    Initializing worker threads...
    
    Threads started!
    
    CPU speed:
        events per second:   507.66
    
    General statistics:
        total time:                          10.0370s
        total number of events:              5096
    
    Latency (ms):
             min:                                    1.94
             avg:                                   77.06
             max:                                  775.00
             95th percentile:                      397.39
             sum:                               392676.67
    
    Threads fairness:
        events (avg/stddev):           127.4000/2.05
        execution time (avg/stddev):   9.8169/0.12
    
    *************** 当你发现自己的才华撑不起野心时,就请安静下来学习吧!***************
  • 相关阅读:
    OBS直播和相关操作
    计算机信息安全易错题目整理3
    计算机信息安全易错题目整理1
    LeetCode SQL题目(第一弹)
    操作系统及安全复习笔记
    网络安全web部分
    《算法分析与设计基础》考前复习提纲
    兼容新旧浏览器的flex写法
    特效背景粒子插件particles.js
    前端工程师必备的几个实用网站
  • 原文地址:https://www.cnblogs.com/lvzhenjiang/p/14197149.html
Copyright © 2011-2022 走看看