【大数据实时数据同步】超级详细的生产环境OGG(GoldenGate)12.2实时异构同步Oracle数据部署方案(下)

这篇具有很好参考价值的文章主要介绍了【大数据实时数据同步】超级详细的生产环境OGG(GoldenGate)12.2实时异构同步Oracle数据部署方案(下)。希望对大家有所帮助。如果存在错误或未考虑完全的地方,请大家不吝赐教,您也可以点击"举报违法"按钮提交疑问。

系列文章目录

【大数据实时数据同步】超级详细的生产环境OGG(GoldenGate)12.2实时异构同步Oracle数据部署方案(上)
【大数据实时数据同步】超级详细的生产环境OGG(GoldenGate)12.2实时异构同步Oracle数据部署方案(中)
【大数据实时数据同步】超级详细的生产环境OGG(GoldenGate)12.2实时异构同步Oracle数据部署方案(下)



前言

博主所在单位目前使用Oracle GoldenGate将各个业务生产库汇聚到一起做数仓实时ODS平台,源端库可能涉及Oracle、Mysql、达梦、Guassdb库。
之前写过一系列关于GoldenGate异构同步Mysql、Kafka、Kylin、Flink做实时计算的场景文章。但是突然发现,卧槽最最最应该第一个做的Oracle->Oracle的实时异构同步文档竟然没写!
来弥补一下这个空白!!!
好了,扯远了,回归技术!
下面是我给大家的生产环境下,如何部署GoldenGate12C及异构实时同步数据的解决方案。本文主要介绍如何实现实时异构的进行Oracle->Oracle的数据同步,这种数据同步适用于灾备、升级、实时ODS等场景使用。我这里给大家了三个GoldenGate部署方式,看大家喜欢用哪种吧!!
注意:本部署方案分为三章节,三章节的重点分别是:

  • GoldenGate12C安装前,数据库层面的准备工作!!!
  • 给你GoldenGate12C的三种部署方式,看你喜欢哪种部署方式!!!
  • 配置支持DDL操作的实时数据同步!!!

八、配置支持DDL同步操作

在源库执行,根据提示输入ogg管理账户:ogg

[oracle@source ogg12]$ cd $GGHOME
[oracle@source ogg12]$ sqlplus / as sysdba

执行如下脚本:

1、@marker_setup.sql

SQL>  @marker_setup.sql

Marker setup script

You will be prompted for the name of a schema for the Oracle GoldenGate database objects.
NOTE: The schema must be created prior to running this script.
NOTE: Stop all DDL replication before starting this installation.

Enter Oracle GoldenGate schema name:OGG


Marker setup table script complete, running verification script...
Please enter the name of a schema for the GoldenGate database objects:
Setting schema name to OGG

MARKER TABLE
-------------------------------
OK

MARKER SEQUENCE
-------------------------------
OK

Script complete.

2、@ddl_setup.sql

该脚本创建了进行DDL抽取所需要的触发器和包。
主要提示:执行此脚本时,所有发出DDL的会话都必须关闭并重新连接,否则可能会发生错误6508(找不到被调用的程序单元)并且DDL操作可能会失败。这是因为一个已知的Oracle bug#2747350。
未关闭的DDL会话会以列表的形式显示出来。

3、@role_setup.sql

该脚本删除并且重建DDL同步所需要的角色,它授权管理账户对DDL对象上的DML权限
根据提示执行如下授权操作:

Grant GGS_GGSUSER_ROLE to ogg;

4、@ddl_enable.sql

改脚本创建DDL触发器,以捕获DDL操作,用于向marker和history表插入DDL信息

5、@marker_status.sql

验证ddl安装
如下即正常安装ddl支持

SQL> @marker_status.sql
Please enter the name of a schema for the GoldenGate database objects:
OGG
Setting schema name to OGG

MARKER TABLE
-------------------------------
OK

MARKER SEQUENCE
-------------------------------
OK

九、配置主库到备库同步(支持DDL)

需求:将源端scott用户下的emp,dept 表通过ogg同步到目的端 ,逻辑同生产ODS

1、源端配置

MGR进程配置(源端和目的端都做下面操作,添加的参数也一样):

GGSCI (source) 6> info all    

Program     Status      Group       Lag at Chkpt  Time Since Chkpt

MANAGER     RUNNING   
GGSCI (source) 7> edit params mgr
--加入下面内容
PORT 7809
DYNAMICPORTLIST 7810-7860
AUTORESTART ER *, RETRIES 3, WAITMINUTES 5
PURGEOLDEXTRACTS ./dirdat/*, USECHECKPOINTS, MINKEEPDAYS 30
lagreporthours 1
laginfominutes 30
lagcriticalminutes 60
--保存退出后,重启管理进程,让配置生效:
GGSCI (source) 8> stop mgr
Manager process is required by other GGS processes.
Are you sure you want to stop it (y/n)?y

Sending STOP request to MANAGER ...
Request processed.
Manager stopped.

GGSCI (source) 9> start mgr
Manager started.
GGSCI (source) 10> info all

Program     Status      Group       Lag at Chkpt  Time Since Chkpt

MANAGER     RUNNING           

2、源端新增抽取进程配置

GGSCI (source) 12> edit params e_sc    
--加入如下内容:
extract e_sc
userid ogg,password ogg
setenv(NLS_LANG=AMERICAN_AMERICA.AL32UTF8)
setenv(ORACLE_SID="orcl")
reportcount every 30 minutes,rate
numfiles 5000
discardfile ./dirrpt/e_sc.dsc,append,megabytes 1000
warnlongtrans 2h,checkinterval 30m
exttrail ./dirdat/sc
dboptions allowunusedcolumn
tranlogoptions archivedlogonly
tranlogoptions altarchivelogdest primary /u01/arch
ddl include mapped
ddloptions addtrandata,report
notcpsourcetimer
nocompressupdates
fetchoptions USEROWID
NOCOMPRESSDELETES
----------scott.EMP
table SCOTT.EMP,tokens(
TKN-CSN = @GETENV('TRANSACTION', 'CSN'),
TKN-COMMIT-TS = @GETENV ('GGHEADER', 'COMMITTIMESTAMP'),
TKN-OP-TYPE = @GETENV ('GGHEADER', 'OPTYPE')
);
----------SCOTT.DEPT
table SCOTT.DEPT,tokens(
TKN-CSN = @GETENV('TRANSACTION', 'CSN'),
TKN-COMMIT-TS = @GETENV ('GGHEADER', 'COMMITTIMESTAMP'),
TKN-OP-TYPE = @GETENV ('GGHEADER', 'OPTYPE')
);

3、源端配置投递进程配置

GGSCI (source) 13>edit params d_sc
--加入如下内容:
extract d_sc
rmthost 192.168.1.10,mgrport 7809,compress
userid ogg,password ogg
PASSTHRU
numfiles 5000
rmttrail ./dirdat/sc
dynamicresolution
table scott.*;

4、源端增加抽取进程

GGSCI (source) 16> add extract e_sc,tranlog,begin now
EXTRACT added.

GGSCI (source) 17> add exttrail ./dirdat/sc,extract e_sc,megabytes 500
EXTTRAIL added.

5、源端增加投递进程

add extract d_sc,exttrailsource ./dirdat/sc
add rmttrail ./dirdat/sc,extract d_sc,megabytes 500

6、源端添加表级别附加日志

GGSCI (source) 40> dblogin userid ogg,password ogg
Successfully logged into database.

GGSCI (source as ogg@orcl) 41> add trandata SCOTT.EMP

Logging of supplemental redo data enabled for table SCOTT.EMP.
TRANDATA for scheduling columns has been added on table 'SCOTT.EMP'.
TRANDATA for instantiation CSN has been added on table 'SCOTT.EMP'.
GGSCI (source as ogg@orcl) 42> 

GGSCI (source as ogg@orcl) 42> add trandata SCOTT.DEPT

Logging of supplemental redo data enabled for table SCOTT.DEPT.
TRANDATA for scheduling columns has been added on table 'SCOTT.DEPT'.
TRANDATA for instantiation CSN has been added on table 'SCOTT.DEPT'.
GGSCI (source as ogg@orcl) 43> info trandata SCOTT.EMP

Logging of supplemental redo log data is enabled for table SCOTT.EMP.

Columns supplementally logged for table SCOTT.EMP: EMPNO.

Prepared CSN for table SCOTT.EMP: 1108355

7、启动Extract和PUMP进程

GGSCI (source) 38> start er *

Sending START request to MANAGER ...
EXTRACT D_SC starting

Sending START request to MANAGER ...
EXTRACT E_SC starting


GGSCI (source) 39> info all

Program     Status      Group       Lag at Chkpt  Time Since Chkpt

MANAGER     RUNNING                                           
EXTRACT     RUNNING     D_SC        00:00:00      00:00:04    
EXTRACT     RUNNING     E_SC        00:00:00      00:00:04    

8、目的端编辑REPLICAT进程配置

GGSCI (ogg) 1> edit params mgr
---加入下面配置
replicat r_sc
setenv(NLS_LANG=AMERICAN_AMERICA.UTF8)
userid ogg,password ogg
reportcount every 30 minutes,rate
reperror default,abend
numfiles 20000
checkpointsecs 40
assumetargetdefs
discardfile ./dirrpt/r_sc.dsc,append,megabytes 1000
allownoopupdates
ddl &
include mapped &
exclude objname scott.*_audit &
exclude optype create &
        objtype 'table' &
exclude optype drop &
        objtype 'table' &
exclude objtype 'index' &
        objname scott.*_his &
exclude instr 'constraint' &
--exclude instr 'null' &
exclude instr 'trigger' &
exclude instr 'rename to' &
exclude instr 'grant' &
exclude instr 'revoke' &
exclude instr 'analyze'
ddloptions report
allowduptargetmap
----------EMP
getinserts
getupdates
getdeletes
noupdatedeletes
map SCOTT.EMP,target SCOTT.EMP,keycols(EMPNO),colmap(
usedefaults,
etltime=@DATENOW()
);
ignoreinserts
ignoreupdates
getdeletes
INSERTDELETES
map SCOTT.EMP,target SCOTT.EMP_HIS,keycols(EMPNO),colmap(
usedefaults,
etltime=@DATENOW()
);
NOINSERTDELETES
updatedeletes
getinserts
getupdates
getdeletes
map SCOTT.EMP,target SCOTT.EMP_AUDIT,keycols(EMPNO),colmap(
EMPNO=@if(@strfind(@token('tkn-op-type'),'PK UPDATE')>0,before.EMPNO,EMPNO),
csn=@token('tkn-csn'),
optime=@token('tkn-commit-ts'),
optype=@if(@strfind(@token('tkn-op-type'),'PK UPDATE')>0,'DELETE',@token('tkn-op-type')),
inserttime=@eval(@strfind(@token('tkn-op-type'),'INSERT')>0,@token('tkn-commit-ts')),
curdate=@DATENOW()
);
ignoreinserts
getupdates
ignoredeletes
map SCOTT.EMP,target SCOTT.EMP_AUDIT,keycols(EMPNO),colmap(
usedefaults,
csn=@token('tkn-csn'),
optime=@token('tkn-commit-ts'),
optype=@case(@token('tkn-op-type'),'PK UPDATE','INSERT'),
inserttime=@token('tkn-commit-ts'),
curdate=@DATENOW()
),filter(@strfind(@token('tkn-op-type'),'PK UPDATE') >0),insertallrecords;
----------DEPT
getinserts
getupdates
getdeletes
noupdatedeletes
map SCOTT.DEPT,target SCOTT.DEPT,keycols(DEPTNO),colmap(
usedefaults,
etltime=@DATENOW()
);
ignoreinserts
ignoreupdates
getdeletes
INSERTDELETES
map SCOTT.DEPT,target SCOTT.DEPT_HIS,keycols(DEPTNO),colmap(
usedefaults,
etltime=@DATENOW()
);
NOINSERTDELETES
updatedeletes
getinserts
getupdates
getdeletes
map SCOTT.DEPT,target SCOTT.DEPT_AUDIT,keycols(DEPTNO),colmap(
DEPTNO=@if(@strfind(@token('tkn-op-type'),'PK UPDATE')>0,before.DEPTNO,DEPTNO),
csn=@token('tkn-csn'),
optime=@token('tkn-commit-ts'),
optype=@if(@strfind(@token('tkn-op-type'),'PK UPDATE')>0,'DELETE',@token('tkn-op-type')),
inserttime=@eval(@strfind(@token('tkn-op-type'),'INSERT')>0,@token('tkn-commit-ts')),
curdate=@DATENOW()
);
ignoreinserts
getupdates
ignoredeletes
map SCOTT.DEPT,target SCOTT.DEPT_AUDIT,keycols(DEPTNO),colmap(
usedefaults,
csn=@token('tkn-csn'),
optime=@token('tkn-commit-ts'),
optype=@case(@token('tkn-op-type'),'PK UPDATE','INSERT'),
inserttime=@token('tkn-commit-ts'),
curdate=@DATENOW()
),filter(@strfind(@token('tkn-op-type'),'PK UPDATE') >0),insertallrecords;

9、添加应用进程

GGSCI (ogg) 8> dblogin userid ogg,password ogg
Successfully logged into database.

GGSCI (ogg as ogg@ogg) 9> ADD CHECKPOINTTABLE ogg.ckpt
Successfully created checkpoint table ogg.ckpt.

GGSCI (ogg as ogg@ogg) 10> add replicat r_sc,exttrail ./dirdat/sc checkpointtable ogg.ckpt

10、源端导出emp.dept表并传到目的端应用

10.1、源端通过数据泵导出表

[oracle@source ogg12]$ mkdir /u01/exp--创建目录
[oracle@source ogg12]$ sqlplus / as sysdba

SQL*Plus: Release 11.2.0.4.0 Production on Thu Sep 20 18:34:35 2018

Copyright (c) 1982, 2013, Oracle.  All rights reserved.

Connected to:
Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options

SQL> create directory expdir as '/u01/exp';

Directory created.

SQL> grant read,write on directory  expdir to scott;

Grant succeeded.

SQL> grant dba to scott;--这个权限是为了测试方便所以给的dba权限。生产慎用

Grant succeeded.
SQL> set num 50
SQL> select current_scn from v$database;---查询当前scn

				       CURRENT_SCN
--------------------------------------------------
					   1108836
SQL> exit 
Disconnected from Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options

[oracle@source ~]$ expdp \' / as sysdba\' directory=EXPDIR dumpfile=expdp_20180920.dmp logfile=expdp_20180920.log tables=SCOTT.EMP,SCOTT.DEPT exclude=ref_constraint flashback_scn=1108836 

Export: Release 11.2.0.4.0 - Production on Thu Sep 20 18:45:47 2018

Copyright (c) 1982, 2011, Oracle and/or its affiliates.  All rights reserved.

Connected to: Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options
FLASHBACK automatically enabled to preserve database integrity.
Starting "SYS"."SYS_EXPORT_TABLE_01":  "/******** AS SYSDBA" directory=EXPDIR dumpfile=expdp_20180920.dmp logfile=expdp_20180920.log tables=SCOTT.EMP,SCOTT.DEPT exclude=ref_constraint flash
back_scn=1108836 Estimate in progress using BLOCKS method...
Processing object type TABLE_EXPORT/TABLE/TABLE_DATA
Total estimation using BLOCKS method: 128 KB
Processing object type TABLE_EXPORT/TABLE/PROCACT_INSTANCE
Processing object type TABLE_EXPORT/TABLE/TABLE
Processing object type TABLE_EXPORT/TABLE/INDEX/INDEX
Processing object type TABLE_EXPORT/TABLE/CONSTRAINT/CONSTRAINT
Processing object type TABLE_EXPORT/TABLE/INDEX/STATISTICS/INDEX_STATISTICS
Processing object type TABLE_EXPORT/TABLE/STATISTICS/TABLE_STATISTICS
. . exported "SCOTT"."DEPT"                              5.929 KB       4 rows
. . exported "SCOTT"."EMP"                               8.562 KB      14 rows
Master table "SYS"."SYS_EXPORT_TABLE_01" successfully loaded/unloaded
******************************************************************************
Dump file set for SYS.SYS_EXPORT_TABLE_01 is:
  /u01/exp/expdp_20180920.dmp
Job "SYS"."SYS_EXPORT_TABLE_01" successfully completed at Thu Sep 20 18:46:21 2018 elapsed 0 00:00:24
 

10.2、目的端配置导入目录

[oracle@ogg ~]$ mkdir /u01/imp
[oracle@ogg ~]$ sqlplus / as sysdba

SQL*Plus: Release 11.2.0.4.0 Production on Thu Sep 20 18:34:24 2018

Copyright (c) 1982, 2013, Oracle.  All rights reserved.


Connected to:
Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options

SQL> create directory expdir as '/u01/exp';

Directory created.

SQL> create directory impdir as '/u01/imp';

Directory created.

SQL> grant read,write on directory  impdir to scott;

Grant succeeded.

10.3、将源端导出的dump文件传到目的端

[oracle@source ~]$ scp /u01/exp/expdp_20180920.* 192.168.1.10:/u01/imp/
oracle@192.168.1.10's password: 
expdp_20180920.dmp                                                                                                                                         100%  168KB 168.0KB/s   00:00    
expdp_20180920.log    

10.4、目标端导入数据到原表

impdp \' / as sysdba\' directory=IMPDIR dumpfile=expdp_20180920.dmp logfile=expdp_20180920.log

10.5、OGG库审计表数据初始化

create table SCOTT.EMP_AUDIT
(
  EMPNO   NUMBER(4),
  CSN        NUMBER,
  OPTIME     TIMESTAMP(6),
  OPTYPE     VARCHAR2(20),
  INSERTTIME TIMESTAMP(6),
  CURDATE    TIMESTAMP(6)
);
create table SCOTT.DEPT_AUDIT
(
  DEPTNO   NUMBER(2),
  CSN        NUMBER,
  OPTIME     TIMESTAMP(6),
  OPTYPE     VARCHAR2(20),
  INSERTTIME TIMESTAMP(6),
  CURDATE    TIMESTAMP(6)
);
insert into SCOTT.EMP_AUDIT select EMPNO,1108836,sysdate,'INITIAL',sysdate,'' from SCOTT.EMP;
insert into SCOTT.DEPT_AUDIT select DEPTNO,1108836,sysdate,'INITIAL',sysdate,'' from SCOTT.DEPT;
commit;

10.6、OGG库添加ETLTIME字段

---目标表
alter table  scott.emp add etltime timestamp;
alter table  scott.dept add etltime timestamp;
---HIS表
alter table  scott.emp_HIS add etltime timestamp;
alter table  scott.dept_HIS add etltime timestamp;

10.7、OGG库ETLTIME字段数据初始化

----目标表
update scott.emp set etltime=sysdate;
update scott.dept set etltime=sysdate;
commit;

10.8、OGG库添加索引,防止进程lag过高

CREATE INDEX scott.emp_idx  ON scott.emp_audit(empno);
CREATE INDEX scott.dept_idx  ON scott.dept_audit(deptno);

11、启动应用进程

start replicat r_sc aftercsn 1108836

12、验证

12.1、源端操作

[oracle@source ~]$ sqlplus scott/tiger

SQL*Plus: Release 11.2.0.4.0 Production on Thu Sep 20 19:11:57 2018

Copyright (c) 1982, 2013, Oracle.  All rights reserved.


Connected to:
Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options

SQL> alter table dept add test number;

Table altered.

SQL> insert into dept values(50,'a','a','1');

1 row created.

SQL> alter table dept drop column test;

Table altered.

SQL> alter system switch logfile;

System altered.

SQL> alter system switch logfile;
alter system switch logfile;

System altered.

12.2、目的端查看

ogg方案在两个系统中的实施方案,GoldenGate,oracle,大数据,GoldenGate,ogg进程延迟,DDL同步
看一下日志,DDL也正常应用了:

2018-09-20 19:00:49  INFO    OGG-06510  Using the following key columns for target table SCOTT.DEPT_AUDIT: DEPTNO.


2018-09-20 19:00:49  INFO    OGG-03010  Performing implicit conversion of column data from character set UTF-8 to zhs16gbk.

2018-09-20 19:00:49  INFO    OGG-00482  DDL found, operation [alter table dept drop column test  (size 34)].

2018-09-20 19:00:49  INFO    OGG-00489  DDL is of mapped scope, after mapping new operation [alter table "SCOTT"."DEPT" drop column test  (size 44)].

2018-09-20 19:00:49  INFO    OGG-00487  DDL operation included [include mapped], optype [ALTER], objtype [TABLE], objowner [SCOTT], objname [DEPT].

2018-09-20 19:00:49  INFO    OGG-01407  Setting current schema for DDL operation to [SCOTT].

2018-09-20 19:00:49  INFO    OGG-00484  Executing DDL operation.

2018-09-20 19:00:50  INFO    OGG-00483  DDL operation successful.

2018-09-20 19:00:50  INFO    OGG-01408  Restoring current schema for DDL operation to [OGG].

2018-09-20 19:00:50  INFO    OGG-00489  DDL is of mapped scope, after mapping new operation [alter table "SCOTT"."DEPT_HIS" drop column test  /* GOLDENGATE_DDL_REPLICATION */ (size 81)].

2018-09-20 19:00:50  INFO    OGG-00487  DDL operation included [include mapped], optype [ALTER], objtype [TABLE], objowner [SCOTT], objname [DEPT_HIS].

2018-09-20 19:00:50  INFO    OGG-01407  Setting current schema for DDL operation to [SCOTT].

2018-09-20 19:00:50  INFO    OGG-00484  Executing DDL operation.

2018-09-20 19:00:50  INFO    OGG-00483  DDL operation successful.

2018-09-20 19:00:50  INFO    OGG-01408  Restoring current schema for DDL operation to [OGG].

2018-09-20 19:00:50  INFO    OGG-00489  DDL is of mapped scope, after mapping new operation [alter table "SCOTT"."DEPT_AUDIT" drop column test  /* GOLDENGATE_DDL_REPLICATION */ (size 83)].

2018-09-20 19:00:50  INFO    OGG-00488  DDL operation excluded [exclude objname scott.*_audit], optype [ALTER], objtype [TABLE], objowner [SCOTT], objname [DEPT_AUDIT].



总结

我用了三个章节介绍完了生产环境下如何实时异构同步Oracle->Oracle,且其中包括了如何初始化以及增量应该从哪个时间点开始才能够保证数据不重复、不丢失,如果有用到的各位可以作为参考!!!文章来源地址https://www.toymoban.com/news/detail-780385.html

到了这里,关于【大数据实时数据同步】超级详细的生产环境OGG(GoldenGate)12.2实时异构同步Oracle数据部署方案(下)的文章就介绍完了。如果您还想了解更多内容,请在右上角搜索TOY模板网以前的文章或继续浏览下面的相关文章,希望大家以后多多支持TOY模板网!

本文来自互联网用户投稿,该文观点仅代表作者本人,不代表本站立场。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。如若转载,请注明出处: 如若内容造成侵权/违法违规/事实不符,请点击违法举报进行投诉反馈,一经查实,立即删除!

领支付宝红包 赞助服务器费用

相关文章

  • 看这篇就明白大数据实时数仓、离线数仓、数据湖之间的关系

      20世纪70年代,MIT(麻省理工)的研究员致力于研究一种优化的技术架构,该架构试图将业务处理系统和分析系统分开,即将业务处理和分析处理分为不同层次,针对各自的特点采取不同的架构设计原则,MIT的研究员认为这两种信息处理的方式具有显著差别,以至于必须采取完

    2024年02月08日
    浏览(48)
  • 【大数据实训】基于当当网图书信息的数据分析与可视化(八)

    温馨提示:文末有 CSDN 平台官方提供的博主 的联系方式,有偿帮忙部署 一、实验环境 (1)Linux: Ubuntu 16.04 (2)Python: 3.5 (3)Hadoop:3.1.3(4)Spark: 2.4.0(5)Web框架:flask 1.0.3 (6)可视化工具:Echarts (7)开发工具:Visual Studio Code 二、小组成员及分工 (1)成员:林海滢,

    2024年02月04日
    浏览(65)
  • 【大数据实训】基于Hadoop的2019年11月至2020年2月宁波天气数据分析(五)

    博主介绍 : ✌ 全网粉丝6W+,csdn特邀作者、博客专家、Java领域优质创作者,博客之星、掘金/华为云/阿里云/InfoQ等平台优质作者、专注于大数据技术领域和毕业项目实战 ✌ 🍅 文末获取项目联系 🍅 2019—2020 学年第二学期《分布式系统原理与技术》期末大作业评分表 评价内容

    2024年02月06日
    浏览(53)
  • 【大数据实验系列】一文轻松搞定云服务器Centos8.x下安装MySQL5.x版本,以阿里云服务器为例!(超详细安装流程)

           本篇博客主要涉及云服务器(以阿里云服务器为例子)Centos8.x下安装MySQL软件。( 通读本篇博客需要10分钟左右的时间) 。         本篇博客内容参考于:centOS8安装MySql5.7 2.1 MySQL rpm源包下载        我们首先点击官网MySQL下载地址,如下图所示:        博主这里选择上

    2024年02月03日
    浏览(63)
  • 大数据实训

    1、Hadoop集群框架搭建(学过,但是没有现成的) 2、python(机器学习) 3、Spark(没有) 4、Flume(没有) 5、Sqoop(没有接触) 6、编程语言: SpringBoot(有)+echarts(数据可视化框架) 1.1 百度百科:大数据,短期无法运用常规一些手段去及时处理海量数据,需要使用新型的技术

    2024年02月02日
    浏览(42)
  • 泰迪大数据实训平台产品介绍

          大数据产品包括: 大数据实训管理平台、大数据开发实训平台、大数据编程实训平台 等      大数据实训管理平台      泰迪大数据实训平台从课程管理、资源管理、实训管理等方面出发,主要解决现有实验室无法满足教学需求、传统教学流程和工具低效耗时和内部

    2024年02月11日
    浏览(40)
  • 大数据实验三-HBase编程实践

    目录 一.实验内容 二.实验目的 三.实验过程截图及说明 1、安装HBase 2、配置伪分布式模式: 3、使用hbase的shell命令来操作表: 4、使用hbase提供的javaAPI来编程实现类似操作: 5、实验总结及心得体会 6、完整报告在文章开头,挂载。 HBase编程实践: 1)在Hadoop基础上安装H

    2024年04月12日
    浏览(63)
  • 【大数据实验五】 MapReduce初级编程实践

    1实验目的 1.通过实验掌握基本的MapReduce编程方法; 2.掌握用MapReduce解决一些常见的数据处理问题,包括数据去重、数据排序和数据挖掘等。 2实验平台 已经配置完成的Hadoop伪分布式环境。 (1)操作系统:Linux(Ubuntu18.04) (2)Hadoop版本:3.1.3 3实验内容和要求 1.编程实现文件

    2024年02月03日
    浏览(150)
  • 大数据实验 实验六:Spark初级编程实践

    实验环境:Windows 10 Oracle VM VirtualBox 虚拟机:cnetos 7 Hadoop 3.3 因为Hadoop版本为3.3所以在官网选择支持3.3的spark安装包 解压安装包到指定文件夹 配置spark-env.sh 启动成功 (1) 在spark-shell中读取Linux系统本地文件“/home/hadoop/test.txt”,然后统计出文件的行数; (2) 在spark-shell中读

    2024年02月04日
    浏览(83)

觉得文章有用就打赏一下文章作者

支付宝扫一扫打赏

博客赞助

微信扫一扫打赏

请作者喝杯咖啡吧~博客赞助

支付宝扫一扫领取红包,优惠每天领

二维码1

领取红包

二维码2

领红包