暂无图片
暂无图片
暂无图片
暂无图片
暂无图片

使用 datax 操作 OceanBase

SQL学习者 2023-07-23
215

1. 简介

本文简单介绍了 datax 操作 OceanBase 的过程,主要内容为:

1、MySQL 离线同步到 OceanBase。

2、OceanBase 数据写出到 csv 文件。

注:1.本次使用 obproxy ,不使用 obproxy 直连2881端口可能无法成功。

注:2.只提供 datax 操作 OceanBase 的细节部分,datax 的细节请参考 github 的介绍。

2. 环境准备

3. OceanBase

已准备好一个3节点的 OceanBase 集群(开源3.1.1版本),并建立了业务租户 obcp_t2 。搭建过程及业务租户操作等可参考官方文档或官方入门教程,地址:https://open.oceanbase.com

如下图,红色方框部分均有相关的搭建过程介绍。

3.1. MySQL

版本8.0.27,搭建过程省略,具体可参见 MySQL 官方文档,详见:https://dev.mysql.com/doc/

4. 编译datax

由于官方编译好的包不支持 OceanBase 的操作,所以需要从源码进行编译,过程如下:

# 下载源码

git clone https://github.com/alibaba/datax.git

# 安装编译工具maven,linux下可使用yum进行安装

yum install -y maven

# 进入到datax源码目录,执行编译:

mvn -U clean package assembly:assembly -Dmaven.test.skip=true

## 如没有报错,生成的编译包在target目录下。

## 为避免生成的包体积太大,可修改pom.xml文件删除一些不需要的reader、writer。

参考more pom.xml(截取一部分)

<modules>

<module>common</module>

<module>core</module>

<module>transformer</module>

<!-- reader -->

<module>mysqlreader</module>

<module>txtfilereader</module>

<module>streamreader</module>

<module>oceanbasev10reader</module>

<!-- writer -->

<module>mysqlwriter</module>

<module>txtfilewriter</module>

<module>ftpwriter</module>

<module>streamwriter</module>

<module>oceanbasev10writer</module>

<!-- common support module -->

<module>plugin-rdbms-util</module>

<module>plugin-unstructured-storage-util</module>

</modules>

5. MySQL离线同步到OceanBase

5.1. json 配置文件

说明:

oceanbasev10writer :"jdbcUrl": "||_dsc_ob10_dsc_||obcp_test:obcp_t2||_dsc_ob10_dsc_||jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true",

其中 obcp_test 为集群名,obcp_t2 为业务租户名,tpcc 为库名,2883为 obproxy 的端口。

more mysql2ob.json

{

"job": {

"setting": {

"speed": {

"channel": 4

},

"errorLimit": {

"record": 0,

"percentage": 0.1

}

},

"content": [

{

"reader": {

"name": "mysqlreader",

"parameter": {

"username": "root",

"password": "oracle_4U",

"column": [

"*"

],

"connection": [

{

"table": [

"customer"

],

"jdbcUrl": ["jdbc:mysql://127.0.0.1:3306/tpcc?useUnicode=true&characterEncoding=utf8&useSSL=false"]

}

]

}

},

"writer": {

"name": "oceanbasev10writer",

"parameter": {

"obWriteMode": "insert",

"column": [

"*"

],

"preSql": [

"truncate table customer"

],

"connection": [

{

"jdbcUrl": "||_dsc_ob10_dsc_||obcp_test:obcp_t2||_dsc_ob10_dsc_||jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSession

State=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true",

"table": [

"customer"

]

}

],

"username": "root",

"password": "oracle_4U",

"writerThreadCount":10,

"batchSize": 1000,

"memstoreThreshold": "0.9"

}

}

}

]

}

}

5.2. 执行同步

python bin/datax.py mysql2ob.json

DataX (DATAX-OPENSOURCE-3.0), From Alibaba !

Copyright (C) 2010-2017, Alibaba Group. All Rights Reserved.

2021-12-26 09:53:27.305 [main] INFO VMInfo - VMInfo# operatingSystem class => sun.management.OperatingSystemImpl

2021-12-26 09:53:27.317 [main] INFO Engine - the machine info =>

osInfo: Oracle Corporation 1.8 25.231-b11

jvmInfo: Linux amd64 3.10.0-1062.9.1.el7.x86_64

cpu num: 24

totalPhysicalMemory: -0.00G

freePhysicalMemory: -0.00G

maxFileDescriptorCount: -1

currentOpenFileDescriptorCount: -1

GC Names [PS MarkSweep, PS Scavenge]

MEMORY_NAME | allocation_size | init_size

PS Eden Space | 256.00MB | 256.00MB

Code Cache | 240.00MB | 2.44MB

Compressed Class Space | 1,024.00MB | 0.00MB

PS Survivor Space | 42.50MB | 42.50MB

PS Old Gen | 683.00MB | 683.00MB

Metaspace | -0.00MB | 0.00MB

2021-12-26 09:53:27.342 [main] INFO Engine -

{

"content":[

{

"reader":{

"name":"mysqlreader",

"parameter":{

"column":[

"*"

],

"connection":[

{

"jdbcUrl":[

"jdbc:mysql://127.0.0.1:3306/tpcc?useUnicode=true&characterEncoding=utf8&useSSL=false"

],

"table":[

"customer"

]

}

],

"password":"*********",

"username":"root"

}

},

"writer":{

"name":"oceanbasev10writer",

"parameter":{

"batchSize":1000,

"column":[

"*"

],

"connection":[

{

"jdbcUrl":"||_dsc_ob10_dsc_||obcp_test:obcp_t2||_dsc_ob10_dsc_||jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true",

"table":[

"customer"

]

}

],

"memstoreThreshold":"0.9",

"obWriteMode":"insert",

"password":"*********",

"preSql":[

"truncate table customer"

],

"username":"root",

"writerThreadCount":10

}

}

}

],

"setting":{

"errorLimit":{

"percentage":0.1,

"record":0

},

"speed":{

"channel":4

}

}

}

2021-12-26 09:53:27.369 [main] WARN Engine - prioriy set to 0, because NumberFormatException, the value is: null

2021-12-26 09:53:27.372 [main] INFO PerfTrace - PerfTrace traceId=job_-1, isEnable=false, priority=0

2021-12-26 09:53:27.372 [main] INFO JobContainer - DataX jobContainer starts job.

2021-12-26 09:53:27.376 [main] INFO JobContainer - Set jobId = 0

2021-12-26 09:53:27.920 [job-0] INFO OriginalConfPretreatmentUtil - Available jdbcUrl:jdbc:mysql://127.0.0.1:3306/tpcc?useUnicode=true&characterEncoding=utf8&useSSL=false&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true.

2021-12-26 09:53:27.921 [job-0] WARN OriginalConfPretreatmentUtil - 您的配置文件中的列配置存在一定的风险. 因为您未配置读取数据库表的列,当您的表字段个数、类型有变动时,可能影响任务正确性甚至会运行出错。请检查您的配置并作出修改.

2021-12-26 09:53:27.957 [job-0] INFO DBUtil - this is ob1_0 jdbc url.

2021-12-26 09:53:27.958 [job-0] INFO DBUtil - this is ob1_0 jdbc url. user=obcp_test:obcp_t2:root :url=jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true

2021-12-26 09:53:28.551 [job-0] INFO DbUtils - value for query [SHOW VARIABLES LIKE 'ob_compatibility_mode'] is [MYSQL]

2021-12-26 09:53:28.563 [job-0] INFO DBUtil - this is ob1_0 jdbc url.

2021-12-26 09:53:28.563 [job-0] INFO DBUtil - this is ob1_0 jdbc url. user=obcp_test:obcp_t2:root :url=jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true

2021-12-26 09:53:29.143 [job-0] INFO OriginalConfPretreatmentUtil - table:[customer] all columns:[

c_id,c_d_id,c_w_id,c_first,c_middle,c_last,c_street_1,c_street_2,c_city,c_state,c_zip,c_phone,c_since,c_credit,c_credit_lim,c_discount,c_balance,c_ytd_payment,c_payment_cnt,c_delivery_cnt,c_data

].

2021-12-26 09:53:29.144 [job-0] WARN OriginalConfPretreatmentUtil - 您的配置文件中的列配置信息存在风险. 因为您配置的写入数据库表的列为*,当您的表字段个数、类型有变动时,可能影响任务正确性甚至会运行出错。请检查您的配置并作出修改.

2021-12-26 09:53:29.153 [job-0] INFO OriginalConfPretreatmentUtil - Write data [

INSERT INTO %s (c_id,c_d_id,c_w_id,c_first,c_middle,c_last,c_street_1,c_street_2,c_city,c_state,c_zip,c_phone,c_since,c_credit,c_credit_lim,c_discount,c_balance,c_ytd_payment,c_payment_cnt,c_delivery_cnt,c_data) VALUES(?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)

], which jdbcUrl like:[||_dsc_ob10_dsc_||obcp_test:obcp_t2||_dsc_ob10_dsc_||jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true]

2021-12-26 09:53:29.154 [job-0] INFO JobContainer - jobContainer starts to do prepare ...

2021-12-26 09:53:29.155 [job-0] INFO JobContainer - DataX Reader.Job [mysqlreader] do prepare work .

2021-12-26 09:53:29.156 [job-0] INFO JobContainer - DataX Writer.Job [oceanbasev10writer] do prepare work .

2021-12-26 09:53:29.157 [job-0] INFO DBUtil - this is ob1_0 jdbc url.

2021-12-26 09:53:29.157 [job-0] INFO DBUtil - this is ob1_0 jdbc url. user=obcp_test:obcp_t2:root :url=jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true

2021-12-26 09:53:29.225 [job-0] INFO CommonRdbmsWriter$Job - Begin to execute preSqls:[truncate table customer]. context info:||_dsc_ob10_dsc_||obcp_test:obcp_t2||_dsc_ob10_dsc_||jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true.

2021-12-26 09:53:29.785 [job-0] INFO DBUtil - this is ob1_0 jdbc url.

2021-12-26 09:53:29.786 [job-0] INFO DBUtil - this is ob1_0 jdbc url. user=obcp_test:obcp_t2:root :url=jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true

2021-12-26 09:53:29.873 [job-0] INFO DbUtils - value for query [show variables like 'version'] is [3.1.1]

2021-12-26 09:53:29.874 [job-0] INFO JobContainer - jobContainer starts to do split ...

2021-12-26 09:53:29.875 [job-0] INFO JobContainer - Job set Channel-Number to 4 channels.

2021-12-26 09:53:29.880 [job-0] INFO JobContainer - DataX Reader.Job [mysqlreader] splits to [1] tasks.

2021-12-26 09:53:29.882 [job-0] INFO JobContainer - DataX Writer.Job [oceanbasev10writer] splits to [1] tasks.

2021-12-26 09:53:29.928 [job-0] INFO JobContainer - jobContainer starts to do schedule ...

2021-12-26 09:53:29.934 [job-0] INFO JobContainer - Scheduler starts [1] taskGroups.

2021-12-26 09:53:29.937 [job-0] INFO JobContainer - Running by standalone Mode.

2021-12-26 09:53:29.946 [taskGroup-0] INFO TaskGroupContainer - taskGroupId=[0] start [1] channels for [1] tasks.

2021-12-26 09:53:30.052 [taskGroup-0] INFO Channel - Channel set byte_speed_limit to -1, No bps activated.

2021-12-26 09:53:30.053 [taskGroup-0] INFO Channel - Channel set record_speed_limit to -1, No tps activated.

2021-12-26 09:53:30.084 [taskGroup-0] INFO TaskGroupContainer - taskGroup[0] taskId[0] attemptCount[1] is started

2021-12-26 09:53:30.087 [0-0-0-writer] INFO OceanBaseV10Writer$Task - tableNumber:1,writerTask Class:com.alibaba.datax.plugin.writer.oceanbasev10writer.task.ConcurrentTableWriterTask

2021-12-26 09:53:30.089 [0-0-0-writer] INFO ConcurrentTableWriterTask - configure url is unavailable, use obclient for connections.

2021-12-26 09:53:30.089 [0-0-0-reader] INFO CommonRdbmsReader$Task - Begin to read record by Sql: [select * from customer

] jdbcUrl:[jdbc:mysql://127.0.0.1:3306/tpcc?useUnicode=true&characterEncoding=utf8&useSSL=false&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true].

2021-12-26 09:53:30.171 [0-0-0-writer] INFO ConcurrentTableWriterTask - Disable partition calculation feature.

2021-12-26 09:53:30.370 [0-0-0-writer] INFO CommonRdbmsWriter$Task - write mode: insert

2021-12-26 09:53:30.371 [0-0-0-writer] INFO ConcurrentTableWriterTask - writeRecordSql :INSERT INTO customer (c_id,c_d_id,c_w_id,c_first,c_middle,c_last,c_street_1,c_street_2,c_city,c_state,c_zip,c_phone,c_since,c_credit,c_credit_lim,c_discount,c_balance,c_ytd_payment,c_payment_cnt,c_delivery_cnt,c_data) VALUES(?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)

2021-12-26 09:53:30.372 [0-0-0-writer] INFO DBUtil - this is ob1_0 jdbc url.

2021-12-26 09:53:30.372 [0-0-0-writer] INFO DBUtil - this is ob1_0 jdbc url. user=obcp_test:obcp_t2:root :url=jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true

2021-12-26 09:53:30.402 [0-0-0-writer] ERROR ConcurrentTableWriterTask - partCalculator is null

2021-12-26 09:53:30.402 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 1 insert task.

2021-12-26 09:53:30.459 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 2 insert task.

2021-12-26 09:53:30.502 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 3 insert task.

2021-12-26 09:53:30.523 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 4 insert task.

2021-12-26 09:53:30.543 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 5 insert task.

2021-12-26 09:53:30.562 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 6 insert task.

2021-12-26 09:53:30.589 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 7 insert task.

2021-12-26 09:53:30.615 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 8 insert task.

2021-12-26 09:53:30.647 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 9 insert task.

2021-12-26 09:53:30.672 [0-0-0-writer] INFO ConcurrentTableWriterTask - start 10 insert task.

2021-12-26 09:53:30.697 [0-0-0-writer] INFO DBUtil - this is ob1_0 jdbc url.

2021-12-26 09:53:30.697 [0-0-0-writer] INFO DBUtil - this is ob1_0 jdbc url. user=obcp_test:obcp_t2:root :url=jdbc:oceanbase://172.20.0.30:2883/tpcc?useLocalSessionState=true&allowBatch=true&allowMultiQueries=true&rewriteBatchedStatements=true&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true

2021-12-26 09:53:30.768 [0-0-0-writer] INFO ColumnMetaCache - fetch columnMeta of table customer success

2021-12-26 09:53:32.110 [0-0-0-writer] INFO CommonRdbmsWriter$Task - isMemstoreFull=false

2021-12-26 09:53:40.116 [job-0] INFO StandAloneJobContainerCommunicator - Total 0 records, 0 bytes | Speed 0B/s, 0 records/s | Error 0 records, 0 bytes | All Task WaitWriterTime 0.000s | All Task WaitReaderTime 0.000s | Percentage 0.00%

2021-12-26 09:53:44.968 [0-0-0-reader] INFO CommonRdbmsReader$Task - Finished read record by Sql: [select * from customer

] jdbcUrl:[jdbc:mysql://127.0.0.1:3306/tpcc?useUnicode=true&characterEncoding=utf8&useSSL=false&yearIsDateType=false&zeroDateTimeBehavior=convertToNull&tinyInt1isBit=false&rewriteBatchedStatements=true].

2021-12-26 09:53:44.991 [0-0-0-writer] INFO ConcurrentTableWriterTask - ConcurrentTableWriter has put all task in queue, queueSize = 0, total = 300, finished = 298

2021-12-26 09:53:45.158 [taskGroup-0] INFO TaskGroupContainer - taskGroup[0] taskId[0] is successed, used[15076]ms

2021-12-26 09:53:45.158 [taskGroup-0] INFO TaskGroupContainer - taskGroup[0] completed it's tasks.

2021-12-26 09:53:50.121 [job-0] INFO StandAloneJobContainerCommunicator - Total 300000 records, 160729712 bytes | Speed 15.33MB/s, 30000 records/s | Error 0 records, 0 bytes | All Task WaitWriterTime 10.871s | All Task WaitReaderTime 1.692s | Percentage 100.00%

2021-12-26 09:53:50.121 [job-0] INFO AbstractScheduler - Scheduler accomplished all tasks.

2021-12-26 09:53:50.122 [job-0] INFO JobContainer - DataX Writer.Job [oceanbasev10writer] do post work.

2021-12-26 09:53:50.122 [job-0] INFO JobContainer - DataX Reader.Job [mysqlreader] do post work.

2021-12-26 09:53:50.122 [job-0] INFO JobContainer - DataX jobId [0] completed successfully.

2021-12-26 09:53:50.124 [job-0] INFO HookInvoker - No hook invoked, because base dir not exists or is a file: /data/obdata/datax/target/datax/datax/hook

2021-12-26 09:53:50.125 [job-0] INFO JobContainer -

[total cpu info] =>

averageCpu | maxDeltaCpu | minDeltaCpu

-1.00% | -1.00% | -1.00%

[total gc info] =>

NAME | totalGCCount | maxDeltaGCCount | minDeltaGCCount | totalGCTime | maxDeltaGCTime | minDeltaGCTime

PS MarkSweep | 0 | 0 | 0 | 0.000s | 0.000s | 0.000s

PS Scavenge | 20 | 20 | 20 | 0.383s | 0.383s | 0.383s

2021-12-26 09:53:50.125 [job-0] INFO JobContainer - PerfTrace not enable!

2021-12-26 09:53:50.125 [job-0] INFO StandAloneJobContainerCommunicator - Total 300000 records, 160729712 bytes | Speed 7.66MB/s, 15000 records/s | Error 0 records, 0 bytes | All Task WaitWriterTime 10.871s | All Task WaitReaderTime 1.692s | Percentage 100.00%

2021-12-26 09:53:50.126 [job-0] INFO JobContainer -

任务启动时刻 : 2021-12-26 09:53:27

任务结束时刻 : 2021-12-26 09:53:50

任务总计耗时 : 22s

任务平均流量 : 7.66MB/s

记录写入速度 : 15000rec/s

读出记录总数 : 300000

读写失败总数 : 0

5.3. 验证

6. OceanBase 到 CSV

6.1. json配置文件

{

"job": {

"setting": {

"speed": {

"channel":3

},

"errorLimit": {

"record": 0

}

},

"content": [

{

"reader": {

"name": "oceanbasev10reader",

"parameter": {

"username": "root",

"password": "oracle_4U",

"column": [

"*"

],

"weakRead": "false",

"readBatchSize": 30,

"connection": [

{

"jdbcUrl": ["||_dsc_ob10_dsc_||obcp_test:obcp_t2||_dsc_ob10_dsc_||jdbc:oceanbase://172.20.0.30:2883/tpcc"],

"table": [

"customer"

]

}

]

}

},

"writer": {

"name": "txtfilewriter",

"parameter": {

"path": "/home/admin/",

"fileName": "txtfile",

"writeMode": "truncate",

"format": "yyyy-MM-dd"

}

}

}

]

}

}

6.2. 执行同步

python bin/datax.py ob2txt.json

「喜欢这篇文章,您的关注和赞赏是给作者最好的鼓励」
关注作者
【版权声明】本文为墨天轮用户原创内容,转载时必须标注文章的来源(墨天轮),文章链接,文章作者等基本信息,否则作者和墨天轮有权追究责任。如果您发现墨天轮中有涉嫌抄袭或者侵权的内容,欢迎发送邮件至:contact@modb.pro进行举报,并提供相关证据,一经查实,墨天轮将立刻删除相关内容。

评论