obkv测试与调研,看能否替代Redis

2024年 5月 7日 78.3k 0

TableAPI 提供了对表模型数据的操作接口。同时,在内部,TableAPI 定义了客户端和数据库服务端之间的一组通用的交互协议。

1、前言:

   随着公司业务服务器慢慢云化,redis云化也提上了日程,但云redis是很贵的,当前业务规模的云redis每月费用达几万元,是否有一种数据库能替代redis的功能?于是就有了这篇测试文章, TableAPI文档地址

2、部署正式版OB4.1

配置文件

user:
   username: admin
#   password: your password if need
   key_file: /data/home/admin/.ssh/id_rsa
   port: 52898
oceanbase-ce:
  servers:
    # Please don't use hostname, only IP can be supported
    - 192.168.28.53
  global:
    #  The working directory for OceanBase Database. OceanBase Database is started under this directory. This is a required field.
    home_path: /data/home/admin/observer
    # The directory for data storage. The default value is $home_path/store.
    data_dir: /data/home/admin/data
    # The directory for clog, ilog, and slog. The default value is the same as the data_dir value.
    redo_dir: /data/home/admin/redo
    # Please set devname as the network adaptor's name whose ip is  in the setting of severs.
    # if set severs as "127.0.0.1", please set devname as "lo"
    # if current ip is 192.168.1.10, and the ip's network adaptor's name is "eth0", please use "eth0"
    devname: em2
    mysql_port: 8881 # External port for OceanBase Database. The default value is 2881. DO NOT change this value after the cluster is started.
    rpc_port: 2882 # Internal port for OceanBase Database. The default value is 2882. DO NOT change this value after the cluster is started.
    zone: zone1
    cluster_id: 1
    # please set memory limit to a suitable value which is matching resource. 
    memory_limit: 18G # The maximum running memory for an observer
    system_memory: 2G # The reserved system memory. system_memory is reserved for general tenants. The default value is 30G.
    datafile_size: 60G # Size of the data file. 
    log_disk_size: 45G # The size of disk space used by the clog files.
    cpu_count: 16
    production_mode: false
    enable_syslog_wf: false # Print system logs whose levels are higher than WARNING to a separate log file. The default value is true.
    enable_syslog_recycle: true # Enable auto system log recycling or not. The default value is false.
    max_syslog_file_count: 4 # The maximum number of reserved log files before enabling auto recycling. The default value is 0.
    root_password: pwd@***

安装和启动

[admin@node53 ~]$ obd cluster deploy obcluster -c mini-local-example.yaml
[admin@node53 ~]$ obd cluster start obcluster

配置租户资源

[shaqf@cmagent021017 ~]$ mysql -h192.168.28.53 -uroot@sys -P8881 -c -A oceanbase -ppwd@***;
mysql> SELECT SVR_IP,ZONE,(CPU_CAPACITY-CPU_ASSIGNED) cpu_free,round((MEM_CAPACITY-MEM_ASSIGNED)/1024/1024/1024) mem_free_gb FROM GV$OB_SERVERS;
+---------------+-------+----------+-------------+
| SVR_IP        | ZONE  | cpu_free | mem_free_gb |
+---------------+-------+----------+-------------+
| 192.168.28.53 | zone1 |       15 |          12 |
+---------------+-------+----------+-------------+
1 row in set (0.00 sec)

mysql> CREATE RESOURCE UNIT unit001 MAX_CPU 10,MEMORY_SIZE '12G';
Query OK, 0 rows affected (0.07 sec)

mysql> CREATE RESOURCE POOL pool001 UNIT='unit001',UNIT_NUM=1,ZONE_LIST=('zone1');
Query OK, 0 rows affected (0.17 sec)

mysql> CREATE TENANT IF NOT EXISTS m_bd
    ->      CHARSET='utf8mb4',
    ->      PRIMARY_ZONE='zone1',
    ->      RESOURCE_POOL_LIST=('pool001')
    ->      SET ob_tcp_invited_nodes='%';
Query OK, 0 rows affected (26.34 sec)

配置租户并创建数据库

[shaqf@cmagent021017 ~]$ mysql -h192.168.28.53 -uroot@m_bd -P8881 -c -A oceanbase;
mysql> alter user root identified by 'pwd@***' ;
Query OK, 0 rows affected (0.16 sec)

mysql> create database dw;
Query OK, 1 row affected (0.26 sec)

mysql> show databases;
+--------------------+
| Database           |
+--------------------+
| dw                 |
| information_schema |
| mysql              |
| oceanbase          |
| test               |
+--------------------+
5 rows in set (0.00 sec)

mysql> 

3、编译ob-configserver(需安装go环境)

[root@cmagent021017 codes]# git clone https://github.com/oceanbase/oceanbase.git
[root@cmagent021017 codes]# cd oceanbase/tools/ob-configserver/
[root@cmagent021017 ob-configserver]# make build
[root@cmagent021017 ob-configserver]# make build-release
[root@cmagent021017 ob-configserver]# cd rpm/
[root@cmagent021017 rpm]# bash ob-configserver-build.sh /data/codes/oceanbase/tools/ob-configserver ob-configserver 
[root@cmagent021017 rpm]# ll
总用量 7656
-rw-r--r-- 1 root root 7831112 4月  20 14:58 ob-configserver-1.0.0-1.el7.x86_64.rpm
-rw-r--r-- 1 root root     508 4月  20 14:43 ob-configserver-build.sh
-rw-r--r-- 1 root root    1100 4月  20 14:43 ob-configserver.spec
[root@cmagent021017 rpm]#

安装、配置ob-configserver

[root@node53 ~]# rpm -ivh ob-configserver-1.0.0-1.el7.x86_64.rpm
[root@node53 ~]# su - admin
[admin@node53 ~]$ cd ob-configserver
[admin@node53 ob-configserver]$ pwd
/data/home/admin/ob-configserver
[admin@node53 ob-configserver]$ ll
总用量 16
drwxr-xr-x 2 admin admin 4096 4月  20 15:00 bin
drwxr-xr-x 2 admin admin 4096 4月  21 10:51 conf
drwxr-xr-x 2 admin admin 4096 4月  20 15:51 log
drwxr-xr-x 2 admin admin 4096 4月  20 14:57 run
[admin@node53 ob-configserver]$ vim conf/config.yaml
## log config
log:
  level: info
  filename: ./log/ob-configserver.log
  maxsize: 30
  maxage: 7
  maxbackups: 10
  localtime: true
  compress: true

## server config
server:
  address: "0.0.0.0:8081"
  run_dir: run

## vip config, configserver will generate url with vip address and port and return it to the client
## if you don't hava a vip, use the server address and port is ok, but do not use some random value that can't be connected
vip:
  address: "127.0.0.1"
  port: 8080

## storage config
storage:
  ## database type, support sqlite3 or mysql
  database_type: mysql
  # database_type: sqlite3

  ## database connection config, should match database_type above
  connection_url: "root@m_bd:pwd@***@tcp(192.168.28.53:8881)/dw?parseTime=true"
  # connection_url: "/tmp/data.db?cache=shared&_fk=1"
  # connection_url: "file:ent?mode=memory&cache=shared&_fk=1"
  

在OB里面配置ob-configserver并启动,验证

[shaqf@cmagent021017 ~]$ mysql -h192.168.28.53 -uroot@sys -P8881 -c -A oceanbase -ppwd@***;
mysql> alter system set obconfig_url = 'http://192.168.28.53:8081/services?Action=ObRootServiceInfo&ObCluster=obcluster';
Query OK, 0 rows affected (0.12 sec)

[admin@node53 ob-configserver]$ bin/ob-configserver -c conf/config.yaml

# 等待一分钟后验证:
[root@cmagent021017 rpm]# curl 'http://192.168.28.53:8081/services?Action=ObRootServiceInfo&ObCluster=obcluster&database=dw' | more
  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                 Dload  Upload   Total   Spent    Left  Speed
100   340  100   340    0     0  67487      0 --:--:-- --:--:-- --:--:-- 85000
{"Code":200,"Message":"successful","Success":true,"Data":{"ObClusterId":1,"ObRegionId":1,"ObCluster":"obcluster","ObRegion":"obcluster","ReadonlyRsList":[],"RsList":[{"address":"192.168.28.53:2882","r
ole":"LEADER","sql_port":8881}],"Type":"PRIMARY","timestamp":1682059676578840},"Trace":"2a10c31d4c07c7f7","Server":"121.46.28.53","Cost":2}

# 验证:
[shaqf@cmagent021017 ~]$ mysql -h192.168.28.53 -uroot@sys -P8881 -c -A oceanbase -ppwd@***;
mysql> use dw;
Database changed
mysql> show tables;
+--------------+
| Tables_in_dw |
+--------------+
| ob_clusters  |
+--------------+
1 row in set (0.01 sec)

mysql> select * from ob_clusters;
+----+---------------------+---------------------+-----------+---------------+---------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| id | create_time         | update_time         | name      | ob_cluster_id | type    | rootservice_json                                                                                                                                                                                                              |
+----+---------------------+---------------------+-----------+---------------+---------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
|  1 | 2023-04-21 06:47:57 | 2023-04-21 06:47:57 | obcluster |             1 | PRIMARY | {"ObClusterId":1,"ObRegionId":1,"ObCluster":"obcluster","ObRegion":"obcluster","ReadonlyRsList":[],"RsList":[{"address":"192.168.28.53:2882","role":"LEADER","sql_port":8881}],"Type":"PRIMARY","timestamp":1682059676578840} |
+----+---------------------+---------------------+-----------+---------------+---------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
1 row in set (0.01 sec)

创建kv数据表,其中timestamp列是为了维护数据时间,另外起任务删除过时数据:

mysql> CREATE TABLE kvdb (`key` VARCHAR(64) NOT NULL, `value` VARCHAR(1024), `timestamp` int NOT NULL,PRIMARY KEY (`key`),INDEX index_time (`timestamp`));
Query OK, 0 rows affected (0.40 sec)

mysql> insert into kvdb(`key`,`value`,`timestamp`)
    ->            values('key_001','{ "name":"小明", "age":30, "city":"New York"}',1681983180),
    ->    ('key_002','{ "name":"小红", "age":31, "city":"Beijing"}',1681983181),
    ->    ('key_003','{ "name":"小花", "age":33, "city":"Shanghai"}',1681983182);
Query OK, 3 rows affected (0.26 sec)
Records: 3  Duplicates: 0  Warnings: 0

4、压测

编写Java Table API 测试代码:

其中maven依赖:

<dependency>
    <groupId>com.oceanbase</groupId>
    <artifactId>obkv-table-client</artifactId>
    <version>1.1.0</version>
</dependency>

java测试代码:

    public void test()  throws Exception{
        // import com.alipay.oceanbase.rpc.ObTableClient;
        ObTableClient client = new ObTableClient();
        client.setFullUserName("root@m_bd#obcluster");
        client.setParamURL("http://192.168.28.53:8081/services?Action=ObRootServiceInfo&ObCluster=obcluster&database=dw");
        client.setPassword("pwd@***");
        client.setSysUserName("root@sys");
        client.setSysPassword("pwd@***");
        client.init();
        Object[] key = {"key_002"};
        String[] c = {"value","timestamp"};
        client.addRowKeyElement("kvdb",new String[]{"key"});
        Map data = client.get("kvdb",key,c);
        logger.info(" data:{}", data);
    }

执行结果:

2023-04-21 15:44:35.056|INFO|https-jsse-nio-8089-exec-5|c.analyse.api.service.ExeTaskService|test|171| data:{value={ "name":"小红", "age":31, "city":"Beijing"}, timestamp=1681983181}

2亿条压测数据准备:

mysql> delimiter ;;
  create procedure proc_insert_kv(in n int)
  begin
    declare i int;
    set i=1;
    while(i<=n)do
      insert into dw.kvdb select MD5(i),'{"apid":"32344566423","chid":31,"gcid":1232,"aid":43256,"mid":212,"tid":32543,"pid":23423,"mn":2}',UNIX_TIMESTAMP(NOW());

      set i=i+1;
    end while;
  end;;
Query OK, 0 rows affected (0.37 sec)

mysql> delimiter ;

mysql> call proc_insert_kv(20009000);

准备压测用的Java table api

   @Test
   public void test()  throws Exception{ 
        // import com.alipay.oceanbase.rpc.ObTableClient;
        long startTime = System.currentTimeMillis();
        ObTableClient client = new ObTableClient();
        client.setFullUserName("root@m_bd#obcluster");
        client.setParamURL("http://192.168.28.53:8081/services?Action=ObRootServiceInfo&ObCluster=obcluster&database=dw");
        client.setPassword("pwd@***");
        client.setSysUserName("root@sys");
        client.setSysPassword("pwd@***");
        client.init();
        String[] c = {"value","timestamp"};
        client.addRowKeyElement("kvdb",new String[]{"key"});

        List<String> keyList = new ArrayList<>();
        Random rand = new Random();
        //两亿里面取两万个key
        int size = 20000;
        int max =200000000;
        for (int i = 0; i < size; i++) {
            keyList.add(md5(rand.nextInt(max)+""));
        }
        int j = 0;
        long toDb = System.currentTimeMillis();
        for (String keyStr : keyList) {
            Object[] key = {keyStr};
            Map data = client.get("kvdb",key,c);
            if(data !=null && data.size()>0){
                if(j%5000 == 0){
                    logger.info(" data:{}", data);
                    long end = System.currentTimeMillis();
                    logger.info("## data size: {}, deal time: {} ms, insert into db time: {} ms, qps:{}",j,toDb-startTime,end-toDb,j*1000/(end-toDb));
                }
                j = j+1;
            }
        }
        long endTime = System.currentTimeMillis();
        logger.info("#### data size: {}, deal time: {} ms, insert into db time: {} ms, qps:{}",j,toDb-startTime,endTime-toDb,j*1000/(endTime-toDb));
    }

测试输出:

2023-04-24 08:44:16.023|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|70| data:{value={"apid":"102550","chid":404,"gcid":356,"aid":263,"mid":62,"tid":430,"pid":19,"mn":86}, timestamp=1682240799}
2023-04-24 08:44:16.023|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|72|## data size: 0, deal time: 139 ms, insert into db time: 16 ms, qps:0
2023-04-24 08:44:20.435|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|70| data:{value={"apid":"126818","chid":622,"gcid":7637,"aid":256,"mid":162,"tid":783,"pid":853,"mn":94}, timestamp=1682240798}
2023-04-24 08:44:20.436|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|72|## data size: 5000, deal time: 139 ms, insert into db time: 4429 ms, qps:1128
2023-04-24 08:44:24.107|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|70| data:{value={"apid":"101834","chid":625,"gcid":5183,"aid":221,"mid":722,"tid":747,"pid":307,"mn":9}, timestamp=1682240799}
2023-04-24 08:44:24.108|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|72|## data size: 10000, deal time: 139 ms, insert into db time: 8101 ms, qps:1234
2023-04-24 08:44:27.942|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|70| data:{value={"apid":"152073","chid":366,"gcid":5862,"aid":325,"mid":335,"tid":425,"pid":57,"mn":61}, timestamp=1682240797}
2023-04-24 08:44:27.943|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|72|## data size: 15000, deal time: 139 ms, insert into db time: 11936 ms, qps:1256
2023-04-24 08:44:31.434|INFO|https-jsse-nio-8089-exec-10|c.analyse.api.service.ExeTaskService|test|78|#### data size: 20000, deal time: 139 ms, insert into db time: 15427 ms, qps:1296
2023-04-24 08:44:44.771|INFO|https-jsse-nio-8089-exec-2|c.a.api.controller.ExeTaskController|test|53|size 20000

obkv测试与调研,看能否替代Redis-1

5、结论

单线程吞吐达到预期。接下来将准备封装为多线程并替代redis的服务,验证业务逻辑。

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