【大数据开发运维解决方案】Oracle通过sqoop同步数据到hive

本文涉及的产品
云原生网关 MSE Higress,422元/月
服务治理 MSE Sentinel/OpenSergo,Agent数量 不受限
注册配置 MSE Nacos/ZooKeeper,182元/月
简介: 将关系型数据库ORACLE的数据导入到HDFS中,可以通过Sqoop、OGG来实现,相比较ORACLE GOLDENGATE,Sqoop不仅不需要复杂的安装配置,而且传输效率很高,同时也能实现增量数据同步。本文档将在以上两个文章的基础上操作,是对第二篇文章环境的一个简单使用测试,使用过程中出现的错误亦可以验证暴漏第二篇文章安装的问题出现的错误,至于sqoop增量同步到hive请看本人在这篇文章之后写的测试文档。

一、介绍

将关系型数据库ORACLE的数据导入到HDFS中,可以通过Sqoop、OGG来实现,相比较ORACLE GOLDENGATE,Sqoop不仅不需要复杂的安装配置,而且传输效率很高,同时也能实现增量数据同步。
本文档将在以上两个文章的基础上操作,是对第二篇文章环境的一个简单使用测试,使用过程中出现的错误亦可以验证暴漏第二篇文章安装的问题出现的错误,至于sqoop增量同步到hive请看本人在这篇文章之后写的测试文档。

二、环境配置

image.png

三、实验过程

1、Oracle源端创建测试用表并初始化

--scott用户下创建此表
create table ora_hive(
empno number  primary key,
ename varchar2(30),
hiredate date
);
--简单初始化出近1000天数据
insert into ora_hive
  select level, dbms_random.string('u', 20), sysdate - level
    from dual
  connect by level <= 1000;
commit;
--现在表中存在2019,2018,2017,2016四年的数据

2、hive创建目标表

切换到hive目录:
[root@hadoop ~]# cd /hadoop/hive/
[root@hadoop hive]# cd bin
[root@hadoop bin]# ./hive
SLF4J: Class path contains multiple SLF4J bindings.
SLF4J: Found binding in [jar:file:/hadoop/hive/lib/log4j-slf4j-impl-2.6.2.jar!/org/slf4j/imp
l/StaticLoggerBinder.class]SLF4J: Found binding in [jar:file:/hadoop/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar!/
org/slf4j/impl/StaticLoggerBinder.class]SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory]

Logging initialized using configuration in jar:file:/hadoop/hive/lib/hive-common-2.3.2.jar!/
hive-log4j2.properties Async: trueHive-on-MR is deprecated in Hive 2 and may not be available in the future versions. Consider
 using a different execution engine (i.e. spark, tez) or using Hive 1.X releases.hive> show databases;
OK
default
sbux
Time taken: 1.508 seconds, Fetched: 2 row(s)
hive> create database oracle;
OK
Time taken: 1.729 seconds
hive> show databases;
OK
default
oracle
sbux
Time taken: 0.026 seconds, Fetched: 3 row(s)
hive> use oracle;
OK
Time taken: 0.094 seconds
hive> create table ora_hive(
    > empno int,
    > ename string,
    > hiredate date
    > );
OK
Time taken: 0.744 seconds
hive> show tables;

3、导入数据:

[root@hadoop bin]# sqoop import --connect jdbc:oracle:thin:@192.168.1.6:1521:orcl --username scott --password tiger --table ORA_HIVE -m 1 --hive-import --hive-database oracle
Warning: /hadoop/sqoop/../accumulo does not exist! Accumulo imports will fail.
Please set $ACCUMULO_HOME to the root of your Accumulo installation.
Warning: /hadoop/sqoop/../zookeeper does not exist! Accumulo imports will fail.
Please set $ZOOKEEPER_HOME to the root of your Zookeeper installation.
19/03/12 14:38:11 INFO sqoop.Sqoop: Running Sqoop version: 1.4.7
19/03/12 14:38:11 WARN tool.BaseSqoopTool: Setting your password on the command-line is insecure. Consider using -P instead.
19/03/12 14:38:11 INFO tool.BaseSqoopTool: Using Hive-specific delimiters for output. You can override
19/03/12 14:38:11 INFO tool.BaseSqoopTool: delimiters with --fields-terminated-by, etc.
19/03/12 14:38:12 INFO oracle.OraOopManagerFactory: Data Connector for Oracle and Hadoop is disabled.
19/03/12 14:38:12 INFO manager.SqlManager: Using default fetchSize of 1000
19/03/12 14:38:12 INFO tool.CodeGenTool: Beginning code generation
SLF4J: Class path contains multiple SLF4J bindings.
SLF4J: Found binding in [jar:file:/hadoop/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/hadoop/hbase/lib/slf4j-log4j12-1.7.10.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/hadoop/hive/lib/log4j-slf4j-impl-2.6.2.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory]
19/03/12 14:38:12 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:38:12 INFO manager.SqlManager: Executing SQL statement: SELECT t.* FROM ORA_HIVE t WHERE 1=0
19/03/12 14:38:12 INFO orm.CompilationManager: HADOOP_MAPRED_HOME is /hadoop
Note: /tmp/sqoop-root/compile/e198fef468abdfcbc531a36035dd6646/ORA_HIVE.java uses or overrides a deprecated API.
Note: Recompile with -Xlint:deprecation for details.
19/03/12 14:38:16 INFO orm.CompilationManager: Writing jar file: /tmp/sqoop-root/compile/e198fef468abdfcbc531a36035dd6646/ORA_HIVE.jar
19/03/12 14:38:16 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:38:16 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:38:16 INFO mapreduce.ImportJobBase: Beginning import of ORA_HIVE
19/03/12 14:38:17 INFO Configuration.deprecation: mapred.jar is deprecated. Instead, use mapreduce.job.jar
19/03/12 14:38:17 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:38:18 INFO Configuration.deprecation: mapred.map.tasks is deprecated. Instead, use mapreduce.job.maps
19/03/12 14:38:18 INFO client.RMProxy: Connecting to ResourceManager at /192.168.1.66:8032
19/03/12 14:38:21 INFO db.DBInputFormat: Using read commited transaction isolation
19/03/12 14:38:21 INFO mapreduce.JobSubmitter: number of splits:1
19/03/12 14:38:22 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1552371714699_0001
19/03/12 14:38:23 INFO impl.YarnClientImpl: Submitted application application_1552371714699_0001
19/03/12 14:38:23 INFO mapreduce.Job: The url to track the job: http://hadoop:8088/proxy/application_1552371714699_0001/
19/03/12 14:38:23 INFO mapreduce.Job: Running job: job_1552371714699_0001
19/03/12 14:38:35 INFO mapreduce.Job: Job job_1552371714699_0001 running in uber mode : false
19/03/12 14:38:35 INFO mapreduce.Job:  map 0% reduce 0%
19/03/12 14:38:42 INFO mapreduce.Job:  map 100% reduce 0%
19/03/12 14:38:43 INFO mapreduce.Job: Job job_1552371714699_0001 completed successfully
19/03/12 14:38:44 INFO mapreduce.Job: Counters: 30
    File System Counters
        FILE: Number of bytes read=0
        FILE: Number of bytes written=140340
        FILE: Number of read operations=0
        FILE: Number of large read operations=0
        FILE: Number of write operations=0
        HDFS: Number of bytes read=87
        HDFS: Number of bytes written=46893
        HDFS: Number of read operations=4
        HDFS: Number of large read operations=0
        HDFS: Number of write operations=2
    Job Counters 
        Launched map tasks=1
        Other local map tasks=1
        Total time spent by all maps in occupied slots (ms)=4625
        Total time spent by all reduces in occupied slots (ms)=0
        Total time spent by all map tasks (ms)=4625
        Total vcore-milliseconds taken by all map tasks=4625
        Total megabyte-milliseconds taken by all map tasks=4736000
    Map-Reduce Framework
        Map input records=1000
        Map output records=1000
        Input split bytes=87
        Spilled Records=0
        Failed Shuffles=0
        Merged Map outputs=0
        GC time elapsed (ms)=101
        CPU time spent (ms)=2730
        Physical memory (bytes) snapshot=203558912
        Virtual memory (bytes) snapshot=2137956352
        Total committed heap usage (bytes)=100139008
    File Input Format Counters 
        Bytes Read=0
    File Output Format Counters 
        Bytes Written=46893
19/03/12 14:38:44 INFO mapreduce.ImportJobBase: Transferred 45.7939 KB in 25.921 seconds (1.7667 KB/sec)
19/03/12 14:38:44 INFO mapreduce.ImportJobBase: Retrieved 1000 records.
19/03/12 14:38:44 INFO mapreduce.ImportJobBase: Publishing Hive/Hcat import job data to Listeners for table ORA_HIVE
19/03/12 14:38:44 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:38:44 INFO manager.SqlManager: Executing SQL statement: SELECT t.* FROM ORA_HIVE t WHERE 1=0
19/03/12 14:38:44 WARN hive.TableDefWriter: Column EMPNO had to be cast to a less precise type in Hive
19/03/12 14:38:44 WARN hive.TableDefWriter: Column HIREDATE had to be cast to a less precise type in Hive
19/03/12 14:38:44 INFO hive.HiveImport: Loading uploaded data into Hive
19/03/12 14:38:44 INFO conf.HiveConf: Found configuration file file:/hadoop/hive/conf/hive-site.xml
2019-03-12 06:38:47,077 main ERROR Could not register mbeans java.security.AccessControlException: access denied ("javax.management.MBeanTrustPermission" "register")
    at java.security.AccessControlContext.checkPermission(AccessControlContext.java:472)
    at java.lang.SecurityManager.checkPermission(SecurityManager.java:585)
    at com.sun.jmx.interceptor.DefaultMBeanServerInterceptor.checkMBeanTrustPermission(DefaultMBeanServerInterceptor.java:1848)
    at com.sun.jmx.interceptor.DefaultMBeanServerInterceptor.registerMBean(DefaultMBeanServerInterceptor.java:322)
    at com.sun.jmx.mbeanserver.JmxMBeanServer.registerMBean(JmxMBeanServer.java:522)
    at org.apache.logging.log4j.core.jmx.Server.register(Server.java:380)
    at org.apache.logging.log4j.core.jmx.Server.reregisterMBeansAfterReconfigure(Server.java:165)
    at org.apache.logging.log4j.core.jmx.Server.reregisterMBeansAfterReconfigure(Server.java:138)
    at org.apache.logging.log4j.core.LoggerContext.setConfiguration(LoggerContext.java:507)
    at org.apache.logging.log4j.core.LoggerContext.start(LoggerContext.java:249)
    at org.apache.logging.log4j.core.async.AsyncLoggerContext.start(AsyncLoggerContext.java:86)
    at org.apache.logging.log4j.core.impl.Log4jContextFactory.getContext(Log4jContextFactory.java:239)
    at org.apache.logging.log4j.core.config.Configurator.initialize(Configurator.java:157)
    at org.apache.logging.log4j.core.config.Configurator.initialize(Configurator.java:130)
    at org.apache.logging.log4j.core.config.Configurator.initialize(Configurator.java:100)
    at org.apache.logging.log4j.core.config.Configurator.initialize(Configurator.java:187)
    at org.apache.hadoop.hive.common.LogUtils.initHiveLog4jDefault(LogUtils.java:154)
    at org.apache.hadoop.hive.common.LogUtils.initHiveLog4jCommon(LogUtils.java:90)
    at org.apache.hadoop.hive.common.LogUtils.initHiveLog4jCommon(LogUtils.java:82)
    at org.apache.hadoop.hive.common.LogUtils.initHiveLog4j(LogUtils.java:65)
    at org.apache.hadoop.hive.cli.CliDriver.run(CliDriver.java:702)
    at org.apache.hadoop.hive.cli.CliDriver.main(CliDriver.java:686)
    at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:498)
    at org.apache.sqoop.hive.HiveImport.executeScript(HiveImport.java:331)
    at org.apache.sqoop.hive.HiveImport.importTable(HiveImport.java:241)
    at org.apache.sqoop.tool.ImportTool.importTable(ImportTool.java:537)
    at org.apache.sqoop.tool.ImportTool.run(ImportTool.java:628)
    at org.apache.sqoop.Sqoop.run(Sqoop.java:147)
    at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70)
    at org.apache.sqoop.Sqoop.runSqoop(Sqoop.java:183)
    at org.apache.sqoop.Sqoop.runTool(Sqoop.java:234)
    at org.apache.sqoop.Sqoop.runTool(Sqoop.java:243)
    at org.apache.sqoop.Sqoop.main(Sqoop.java:252)


Logging initialized using configuration in jar:file:/hadoop/hive/lib/hive-common-2.3.2.jar!/hive-log4j2.properties Async: true
19/03/12 14:38:47 INFO SessionState: 
Logging initialized using configuration in jar:file:/hadoop/hive/lib/hive-common-2.3.2.jar!/hive-log4j2.properties Async: true
19/03/12 14:38:47 INFO session.SessionState: Created HDFS directory: /tmp/hive/root/0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:47 INFO session.SessionState: Created local directory: /hadoop/hive/tmp/root/0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:47 INFO session.SessionState: Created HDFS directory: /tmp/hive/root/0a864287-81f1-47f6-80fb-8ea3cf0b2faf/_tmp_space.db
19/03/12 14:38:47 INFO conf.HiveConf: Using the default value passed in for log id: 0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:47 INFO session.SessionState: Updating thread name to 0a864287-81f1-47f6-80fb-8ea3cf0b2faf main
19/03/12 14:38:47 INFO conf.HiveConf: Using the default value passed in for log id: 0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:47 INFO ql.Driver: Compiling command(queryId=root_20190312063847_496038e3-f0ee-4f95-b35b-bfd1746cfd09): CREATE TABLE IF NOT EXISTS `oracle`.`ORA_HIVE` ( `EMPNO` DOUBLE, `ENAM
E` STRING, `HIREDATE` STRING) COMMENT 'Imported by sqoop on 2019/03/12 06:38:44' ROW FORMAT DELIMITED FIELDS TERMINATED BY '\001' LINES TERMINATED BY '\012' STORED AS TEXTFILE19/03/12 14:38:50 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:38:50 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:38:50 INFO hive.metastore: Connected to metastore.
19/03/12 14:38:50 INFO parse.CalcitePlanner: Starting Semantic Analysis
19/03/12 14:38:50 INFO parse.CalcitePlanner: Creating table oracle.ORA_HIVE position=27
19/03/12 14:38:51 INFO ql.Driver: Semantic Analysis Completed
19/03/12 14:38:51 INFO ql.Driver: Returning Hive schema: Schema(fieldSchemas:null, properties:null)
19/03/12 14:38:51 INFO ql.Driver: Completed compiling command(queryId=root_20190312063847_496038e3-f0ee-4f95-b35b-bfd1746cfd09); Time taken: 3.385 seconds
19/03/12 14:38:51 INFO ql.Driver: Concurrency mode is disabled, not creating a lock manager
19/03/12 14:38:51 INFO ql.Driver: Executing command(queryId=root_20190312063847_496038e3-f0ee-4f95-b35b-bfd1746cfd09): CREATE TABLE IF NOT EXISTS `oracle`.`ORA_HIVE` ( `EMPNO` DOUBLE, `ENAM
E` STRING, `HIREDATE` STRING) COMMENT 'Imported by sqoop on 2019/03/12 06:38:44' ROW FORMAT DELIMITED FIELDS TERMINATED BY '\001' LINES TERMINATED BY '\012' STORED AS TEXTFILE19/03/12 14:38:51 INFO sqlstd.SQLStdHiveAccessController: Created SQLStdHiveAccessController for session context : HiveAuthzSessionContext [sessionString=0a864287-81f1-47f6-80fb-8ea3cf0b2fa
f, clientType=HIVECLI]19/03/12 14:38:51 WARN session.SessionState: METASTORE_FILTER_HOOK will be ignored, since hive.security.authorization.manager is set to instance of HiveAuthorizerFactory.
19/03/12 14:38:51 INFO hive.metastore: Mestastore configuration hive.metastore.filter.hook changed from org.apache.hadoop.hive.metastore.DefaultMetaStoreFilterHookImpl to org.apache.hadoop.
hive.ql.security.authorization.plugin.AuthorizationMetaStoreFilterHook19/03/12 14:38:51 INFO hive.metastore: Closed a connection to metastore, current connections: 0
19/03/12 14:38:51 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:38:51 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:38:51 INFO hive.metastore: Connected to metastore.
19/03/12 14:38:51 INFO ql.Driver: Completed executing command(queryId=root_20190312063847_496038e3-f0ee-4f95-b35b-bfd1746cfd09); Time taken: 0.134 seconds
OK
19/03/12 14:38:51 INFO ql.Driver: OK
Time taken: 3.534 seconds
19/03/12 14:38:51 INFO CliDriver: Time taken: 3.534 seconds
19/03/12 14:38:51 INFO conf.HiveConf: Using the default value passed in for log id: 0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:51 INFO session.SessionState: Resetting thread name to  main
19/03/12 14:38:51 INFO conf.HiveConf: Using the default value passed in for log id: 0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:51 INFO session.SessionState: Updating thread name to 0a864287-81f1-47f6-80fb-8ea3cf0b2faf main
19/03/12 14:38:51 INFO ql.Driver: Compiling command(queryId=root_20190312063851_88f08fef-b111-439a-ac51-62b91c507927): 
LOAD DATA INPATH 'hdfs://192.168.1.66:9000/user/root/ORA_HIVE' INTO TABLE `oracle`.`ORA_HIVE`
19/03/12 14:38:51 INFO ql.Driver: Semantic Analysis Completed
19/03/12 14:38:51 INFO ql.Driver: Returning Hive schema: Schema(fieldSchemas:null, properties:null)
19/03/12 14:38:51 INFO ql.Driver: Completed compiling command(queryId=root_20190312063851_88f08fef-b111-439a-ac51-62b91c507927); Time taken: 0.451 seconds
19/03/12 14:38:51 INFO ql.Driver: Concurrency mode is disabled, not creating a lock manager
19/03/12 14:38:51 INFO ql.Driver: Executing command(queryId=root_20190312063851_88f08fef-b111-439a-ac51-62b91c507927): 
LOAD DATA INPATH 'hdfs://192.168.1.66:9000/user/root/ORA_HIVE' INTO TABLE `oracle`.`ORA_HIVE`
19/03/12 14:38:51 INFO ql.Driver: Starting task [Stage-0:MOVE] in serial mode
19/03/12 14:38:51 INFO hive.metastore: Closed a connection to metastore, current connections: 0
Loading data to table oracle.ora_hive
19/03/12 14:38:51 INFO exec.Task: Loading data to table oracle.ora_hive from hdfs://192.168.1.66:9000/user/root/ORA_HIVE
19/03/12 14:38:51 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:38:51 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:38:51 INFO hive.metastore: Connected to metastore.
19/03/12 14:38:51 ERROR hdfs.KeyProviderCache: Could not find uri with key [dfs.encryption.key.provider.uri] to create a keyProvider !!
19/03/12 14:38:52 ERROR exec.TaskRunner: Error in executeTask
java.lang.NoSuchMethodError: com.fasterxml.jackson.databind.ObjectMapper.readerFor(Ljava/lang/Class;)Lcom/fasterxml/jackson/databind/ObjectReader;
    at org.apache.hadoop.hive.common.StatsSetupConst$ColumnStatsAccurate.<clinit>(StatsSetupConst.java:165)
    at org.apache.hadoop.hive.common.StatsSetupConst.parseStatsAcc(StatsSetupConst.java:300)
    at org.apache.hadoop.hive.common.StatsSetupConst.clearColumnStatsState(StatsSetupConst.java:261)
    at org.apache.hadoop.hive.ql.metadata.Hive.loadTable(Hive.java:2032)
    at org.apache.hadoop.hive.ql.exec.MoveTask.execute(MoveTask.java:360)
    at org.apache.hadoop.hive.ql.exec.Task.executeTask(Task.java:199)
    at org.apache.hadoop.hive.ql.exec.TaskRunner.runSequential(TaskRunner.java:100)
    at org.apache.hadoop.hive.ql.Driver.launchTask(Driver.java:2183)
    at org.apache.hadoop.hive.ql.Driver.execute(Driver.java:1839)
    at org.apache.hadoop.hive.ql.Driver.runInternal(Driver.java:1526)
    at org.apache.hadoop.hive.ql.Driver.run(Driver.java:1237)
    at org.apache.hadoop.hive.ql.Driver.run(Driver.java:1227)
    at org.apache.hadoop.hive.cli.CliDriver.processLocalCmd(CliDriver.java:233)
    at org.apache.hadoop.hive.cli.CliDriver.processCmd(CliDriver.java:184)
    at org.apache.hadoop.hive.cli.CliDriver.processLine(CliDriver.java:403)
    at org.apache.hadoop.hive.cli.CliDriver.processLine(CliDriver.java:336)
    at org.apache.hadoop.hive.cli.CliDriver.processReader(CliDriver.java:474)
    at org.apache.hadoop.hive.cli.CliDriver.processFile(CliDriver.java:490)
    at org.apache.hadoop.hive.cli.CliDriver.executeDriver(CliDriver.java:793)
    at org.apache.hadoop.hive.cli.CliDriver.run(CliDriver.java:759)
    at org.apache.hadoop.hive.cli.CliDriver.main(CliDriver.java:686)
    at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:498)
    at org.apache.sqoop.hive.HiveImport.executeScript(HiveImport.java:331)
    at org.apache.sqoop.hive.HiveImport.importTable(HiveImport.java:241)
    at org.apache.sqoop.tool.ImportTool.importTable(ImportTool.java:537)
    at org.apache.sqoop.tool.ImportTool.run(ImportTool.java:628)
    at org.apache.sqoop.Sqoop.run(Sqoop.java:147)
    at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70)
    at org.apache.sqoop.Sqoop.runSqoop(Sqoop.java:183)
    at org.apache.sqoop.Sqoop.runTool(Sqoop.java:234)
    at org.apache.sqoop.Sqoop.runTool(Sqoop.java:243)
    at org.apache.sqoop.Sqoop.main(Sqoop.java:252)
FAILED: Execution Error, return code -101 from org.apache.hadoop.hive.ql.exec.MoveTask. com.fasterxml.jackson.databind.ObjectMapper.readerFor(Ljava/lang/Class;)Lcom/fasterxml/jackson/databi
nd/ObjectReader;19/03/12 14:38:52 ERROR ql.Driver: FAILED: Execution Error, return code -101 from org.apache.hadoop.hive.ql.exec.MoveTask. com.fasterxml.jackson.databind.ObjectMapper.readerFor(Ljava/lang/C
lass;)Lcom/fasterxml/jackson/databind/ObjectReader;19/03/12 14:38:52 INFO ql.Driver: Completed executing command(queryId=root_20190312063851_88f08fef-b111-439a-ac51-62b91c507927); Time taken: 0.497 seconds
19/03/12 14:38:52 INFO conf.HiveConf: Using the default value passed in for log id: 0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:52 INFO session.SessionState: Resetting thread name to  main
19/03/12 14:38:52 INFO conf.HiveConf: Using the default value passed in for log id: 0a864287-81f1-47f6-80fb-8ea3cf0b2faf
19/03/12 14:38:52 INFO session.SessionState: Deleted directory: /tmp/hive/root/0a864287-81f1-47f6-80fb-8ea3cf0b2faf on fs with scheme hdfs
19/03/12 14:38:52 INFO session.SessionState: Deleted directory: /hadoop/hive/tmp/root/0a864287-81f1-47f6-80fb-8ea3cf0b2faf on fs with scheme file
19/03/12 14:38:52 INFO hive.metastore: Closed a connection to metastore, current connections: 0
19/03/12 14:38:52 ERROR tool.ImportTool: Import failed: java.io.IOException: Hive CliDriver exited with status=-101
    at org.apache.sqoop.hive.HiveImport.executeScript(HiveImport.java:355)
    at org.apache.sqoop.hive.HiveImport.importTable(HiveImport.java:241)
    at org.apache.sqoop.tool.ImportTool.importTable(ImportTool.java:537)
    at org.apache.sqoop.tool.ImportTool.run(ImportTool.java:628)
    at org.apache.sqoop.Sqoop.run(Sqoop.java:147)
    at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70)
    at org.apache.sqoop.Sqoop.runSqoop(Sqoop.java:183)
    at org.apache.sqoop.Sqoop.runTool(Sqoop.java:234)
    at org.apache.sqoop.Sqoop.runTool(Sqoop.java:243)
    at org.apache.sqoop.Sqoop.main(Sqoop.java:252)

发现报错,先看第一个报错内容:

2019-03-12 06:38:47,077 main ERROR Could not register mbeans java.security.AccessControlException: access denied ("javax.management.MBeanTrustPermission" "register")

这个报错内容是Oracle jdbc驱动连接数据库时报的错,解决办法为:

修改$JAVA_HOME/jre/lib/security/java.policy文件,添加一行:
permission javax.management.MBeanTrustPermission "register";

来看第二个错误:

java.lang.NoSuchMethodError: com.fasterxml.jackson.databind.ObjectMapper.readerFor(Ljava/lang/Class;)Lcom/fasterxml/jackson/databind/ObjectReader;

这个报错原因是hive+sqoop的jackson版本不一致导致的问题,解决办法为:
将$SQOOP_HOME/lib/jackson*.jar 文件bak,再把$HIVE_HOME/lib/jackson*.jar 拷贝替换至 $SQOOP_HOME/lib 目录中。

[root@hadoop bin]# cd /hadoop/sqoop/lib/
[root@hadoop lib]# mkdir /hadoop/bak
[root@hadoop lib]# mv jackson*.jar /hadoop/bak/
[root@hadoop lib]# cp $HIVE_HOME/lib/jackson*.jar .

这时候先删除一次已经创建的ORA_HIVE再执行一次导入:

[root@hadoop ~]# hadoop fs -rmr ORA_HIVE
rmr: DEPRECATED: Please use 'rm -r' instead.
19/03/12 14:54:21 INFO fs.TrashPolicyDefault: Namenode trash configuration: Deletion interval = 0 minut
es, Emptier interval = 0 minutes.Deleted ORA_HIVE
[root@hadoop ~]# sqoop import --connect jdbc:oracle:thin:@192.168.1.6:1521:orcl --username scott --password tiger --table ORA_HIVE -m 1 --hive-import --hive-database oracle
Warning: /hadoop/sqoop/../accumulo does not exist! Accumulo imports will fail.
Please set $ACCUMULO_HOME to the root of your Accumulo installation.
Warning: /hadoop/sqoop/../zookeeper does not exist! Accumulo imports will fail.
Please set $ZOOKEEPER_HOME to the root of your Zookeeper installation.
19/03/12 14:55:21 INFO sqoop.Sqoop: Running Sqoop version: 1.4.7
19/03/12 14:55:21 WARN tool.BaseSqoopTool: Setting your password on the command-line is insecure. Consider using -P instead.
19/03/12 14:55:21 INFO tool.BaseSqoopTool: Using Hive-specific delimiters for output. You can override
19/03/12 14:55:21 INFO tool.BaseSqoopTool: delimiters with --fields-terminated-by, etc.
19/03/12 14:55:21 INFO oracle.OraOopManagerFactory: Data Connector for Oracle and Hadoop is disabled.
19/03/12 14:55:21 INFO manager.SqlManager: Using default fetchSize of 1000
19/03/12 14:55:21 INFO tool.CodeGenTool: Beginning code generation
SLF4J: Class path contains multiple SLF4J bindings.
SLF4J: Found binding in [jar:file:/hadoop/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/hadoop/hbase/lib/slf4j-log4j12-1.7.10.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/hadoop/hive/lib/log4j-slf4j-impl-2.6.2.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory]
19/03/12 14:55:22 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:55:22 INFO manager.SqlManager: Executing SQL statement: SELECT t.* FROM ORA_HIVE t WHERE 1=0
19/03/12 14:55:22 INFO orm.CompilationManager: HADOOP_MAPRED_HOME is /hadoop
Note: /tmp/sqoop-root/compile/a53ff4a6266b4f7f9f659e0a43fa9e7e/ORA_HIVE.java uses or overrides a deprecated API.
Note: Recompile with -Xlint:deprecation for details.
19/03/12 14:55:24 INFO orm.CompilationManager: Writing jar file: /tmp/sqoop-root/compile/a53ff4a6266b4f7f9f659e0a43fa9e7e/ORA_HIVE.jar
19/03/12 14:55:24 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:55:24 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:55:24 INFO mapreduce.ImportJobBase: Beginning import of ORA_HIVE
19/03/12 14:55:25 INFO Configuration.deprecation: mapred.jar is deprecated. Instead, use mapreduce.job.jar
19/03/12 14:55:25 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:55:26 INFO Configuration.deprecation: mapred.map.tasks is deprecated. Instead, use mapreduce.job.maps
19/03/12 14:55:26 INFO client.RMProxy: Connecting to ResourceManager at /192.168.1.66:8032
19/03/12 14:55:29 INFO db.DBInputFormat: Using read commited transaction isolation
19/03/12 14:55:29 INFO mapreduce.JobSubmitter: number of splits:1
19/03/12 14:55:29 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1552371714699_0002
19/03/12 14:55:30 INFO impl.YarnClientImpl: Submitted application application_1552371714699_0002
19/03/12 14:55:30 INFO mapreduce.Job: The url to track the job: http://hadoop:8088/proxy/application_1552371714699_0002/
19/03/12 14:55:30 INFO mapreduce.Job: Running job: job_1552371714699_0002
19/03/12 14:55:39 INFO mapreduce.Job: Job job_1552371714699_0002 running in uber mode : false
19/03/12 14:55:39 INFO mapreduce.Job:  map 0% reduce 0%
19/03/12 14:55:46 INFO mapreduce.Job:  map 100% reduce 0%
19/03/12 14:55:47 INFO mapreduce.Job: Job job_1552371714699_0002 completed successfully
19/03/12 14:55:47 INFO mapreduce.Job: Counters: 30
    File System Counters
        FILE: Number of bytes read=0
        FILE: Number of bytes written=143639
        FILE: Number of read operations=0
        FILE: Number of large read operations=0
        FILE: Number of write operations=0
        HDFS: Number of bytes read=87
        HDFS: Number of bytes written=46893
        HDFS: Number of read operations=4
        HDFS: Number of large read operations=0
        HDFS: Number of write operations=2
    Job Counters 
        Launched map tasks=1
        Other local map tasks=1
        Total time spent by all maps in occupied slots (ms)=4765
        Total time spent by all reduces in occupied slots (ms)=0
        Total time spent by all map tasks (ms)=4765
        Total vcore-milliseconds taken by all map tasks=4765
        Total megabyte-milliseconds taken by all map tasks=4879360
    Map-Reduce Framework
        Map input records=1000
        Map output records=1000
        Input split bytes=87
        Spilled Records=0
        Failed Shuffles=0
        Merged Map outputs=0
        GC time elapsed (ms)=152
        CPU time spent (ms)=2670
        Physical memory (bytes) snapshot=201306112
        Virtual memory (bytes) snapshot=2138767360
        Total committed heap usage (bytes)=101187584
    File Input Format Counters 
        Bytes Read=0
    File Output Format Counters 
        Bytes Written=46893
19/03/12 14:55:47 INFO mapreduce.ImportJobBase: Transferred 45.7939 KB in 21.7019 seconds (2.1101 KB/sec)
19/03/12 14:55:47 INFO mapreduce.ImportJobBase: Retrieved 1000 records.
19/03/12 14:55:47 INFO mapreduce.ImportJobBase: Publishing Hive/Hcat import job data to Listeners for table ORA_HIVE
19/03/12 14:55:47 INFO manager.OracleManager: Time zone has been set to GMT
19/03/12 14:55:47 INFO manager.SqlManager: Executing SQL statement: SELECT t.* FROM ORA_HIVE t WHERE 1=0
19/03/12 14:55:47 WARN hive.TableDefWriter: Column EMPNO had to be cast to a less precise type in Hive
19/03/12 14:55:47 WARN hive.TableDefWriter: Column HIREDATE had to be cast to a less precise type in Hive
19/03/12 14:55:47 INFO hive.HiveImport: Loading uploaded data into Hive
19/03/12 14:55:47 INFO conf.HiveConf: Found configuration file file:/hadoop/hive/conf/hive-site.xml

Logging initialized using configuration in jar:file:/hadoop/hive/lib/hive-common-2.3.2.jar!/hive-log4j2.properties Async: true
19/03/12 14:55:50 INFO SessionState: 
Logging initialized using configuration in jar:file:/hadoop/hive/lib/hive-common-2.3.2.jar!/hive-log4j2.properties Async: true
19/03/12 14:55:50 INFO session.SessionState: Created HDFS directory: /tmp/hive/root/4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:50 INFO session.SessionState: Created local directory: /hadoop/hive/tmp/root/4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:50 INFO session.SessionState: Created HDFS directory: /tmp/hive/root/4a5f4f66-31eb-4a12-95d2-bf22d45ecde4/_tmp_space.db
19/03/12 14:55:50 INFO conf.HiveConf: Using the default value passed in for log id: 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:50 INFO session.SessionState: Updating thread name to 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4 main
19/03/12 14:55:50 INFO conf.HiveConf: Using the default value passed in for log id: 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:51 INFO ql.Driver: Compiling command(queryId=root_20190312065551_050b64c3-f5a1-4073-addd-a838c3585502): CREATE TABLE IF NOT EXISTS `oracle`.`ORA_HIVE` ( `EMPNO` DOUBLE, `ENAM
E` STRING, `HIREDATE` STRING) COMMENT 'Imported by sqoop on 2019/03/12 06:55:47' ROW FORMAT DELIMITED FIELDS TERMINATED BY '\001' LINES TERMINATED BY '\012' STORED AS TEXTFILE19/03/12 14:55:53 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:55:53 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:55:53 INFO hive.metastore: Connected to metastore.
19/03/12 14:55:53 INFO parse.CalcitePlanner: Starting Semantic Analysis
19/03/12 14:55:53 INFO parse.CalcitePlanner: Creating table oracle.ORA_HIVE position=27
19/03/12 14:55:53 INFO ql.Driver: Semantic Analysis Completed
19/03/12 14:55:53 INFO ql.Driver: Returning Hive schema: Schema(fieldSchemas:null, properties:null)
19/03/12 14:55:53 INFO ql.Driver: Completed compiling command(queryId=root_20190312065551_050b64c3-f5a1-4073-addd-a838c3585502); Time taken: 2.75 seconds
19/03/12 14:55:53 INFO ql.Driver: Concurrency mode is disabled, not creating a lock manager
19/03/12 14:55:53 INFO ql.Driver: Executing command(queryId=root_20190312065551_050b64c3-f5a1-4073-addd-a838c3585502): CREATE TABLE IF NOT EXISTS `oracle`.`ORA_HIVE` ( `EMPNO` DOUBLE, `ENAM
E` STRING, `HIREDATE` STRING) COMMENT 'Imported by sqoop on 2019/03/12 06:55:47' ROW FORMAT DELIMITED FIELDS TERMINATED BY '\001' LINES TERMINATED BY '\012' STORED AS TEXTFILE19/03/12 14:55:53 INFO sqlstd.SQLStdHiveAccessController: Created SQLStdHiveAccessController for session context : HiveAuthzSessionContext [sessionString=4a5f4f66-31eb-4a12-95d2-bf22d45ecde
4, clientType=HIVECLI]19/03/12 14:55:53 WARN session.SessionState: METASTORE_FILTER_HOOK will be ignored, since hive.security.authorization.manager is set to instance of HiveAuthorizerFactory.
19/03/12 14:55:53 INFO hive.metastore: Mestastore configuration hive.metastore.filter.hook changed from org.apache.hadoop.hive.metastore.DefaultMetaStoreFilterHookImpl to org.apache.hadoop.
hive.ql.security.authorization.plugin.AuthorizationMetaStoreFilterHook19/03/12 14:55:53 INFO hive.metastore: Closed a connection to metastore, current connections: 0
19/03/12 14:55:53 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:55:53 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:55:53 INFO hive.metastore: Connected to metastore.
19/03/12 14:55:53 INFO ql.Driver: Completed executing command(queryId=root_20190312065551_050b64c3-f5a1-4073-addd-a838c3585502); Time taken: 0.088 seconds
OK
19/03/12 14:55:53 INFO ql.Driver: OK
Time taken: 2.851 seconds
19/03/12 14:55:53 INFO CliDriver: Time taken: 2.851 seconds
19/03/12 14:55:53 INFO conf.HiveConf: Using the default value passed in for log id: 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:53 INFO session.SessionState: Resetting thread name to  main
19/03/12 14:55:53 INFO conf.HiveConf: Using the default value passed in for log id: 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:53 INFO session.SessionState: Updating thread name to 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4 main
19/03/12 14:55:53 INFO ql.Driver: Compiling command(queryId=root_20190312065553_81be5e55-9c13-4ad8-86e0-3ec286bea2e0): 
LOAD DATA INPATH 'hdfs://192.168.1.66:9000/user/root/ORA_HIVE' INTO TABLE `oracle`.`ORA_HIVE`
19/03/12 14:55:54 INFO ql.Driver: Semantic Analysis Completed
19/03/12 14:55:54 INFO ql.Driver: Returning Hive schema: Schema(fieldSchemas:null, properties:null)
19/03/12 14:55:54 INFO ql.Driver: Completed compiling command(queryId=root_20190312065553_81be5e55-9c13-4ad8-86e0-3ec286bea2e0); Time taken: 0.414 seconds
19/03/12 14:55:54 INFO ql.Driver: Concurrency mode is disabled, not creating a lock manager
19/03/12 14:55:54 INFO ql.Driver: Executing command(queryId=root_20190312065553_81be5e55-9c13-4ad8-86e0-3ec286bea2e0): 
LOAD DATA INPATH 'hdfs://192.168.1.66:9000/user/root/ORA_HIVE' INTO TABLE `oracle`.`ORA_HIVE`
19/03/12 14:55:54 INFO ql.Driver: Starting task [Stage-0:MOVE] in serial mode
19/03/12 14:55:54 INFO hive.metastore: Closed a connection to metastore, current connections: 0
Loading data to table oracle.ora_hive
19/03/12 14:55:54 INFO exec.Task: Loading data to table oracle.ora_hive from hdfs://192.168.1.66:9000/user/root/ORA_HIVE
19/03/12 14:55:54 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:55:54 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:55:54 INFO hive.metastore: Connected to metastore.
19/03/12 14:55:54 ERROR hdfs.KeyProviderCache: Could not find uri with key [dfs.encryption.key.provider.uri] to create a keyProvider !!
19/03/12 14:55:55 INFO ql.Driver: Starting task [Stage-1:STATS] in serial mode
19/03/12 14:55:55 INFO exec.StatsTask: Executing stats task
19/03/12 14:55:55 INFO hive.metastore: Closed a connection to metastore, current connections: 0
19/03/12 14:55:55 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:55:55 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:55:55 INFO hive.metastore: Connected to metastore.
19/03/12 14:55:55 INFO hive.metastore: Closed a connection to metastore, current connections: 0
19/03/12 14:55:55 INFO hive.metastore: Trying to connect to metastore with URI thrift://192.168.1.66:9083
19/03/12 14:55:55 INFO hive.metastore: Opened a connection to metastore, current connections: 1
19/03/12 14:55:55 INFO hive.metastore: Connected to metastore.
19/03/12 14:55:55 INFO exec.StatsTask: Table oracle.ora_hive stats: [numFiles=2, numRows=0, totalSize=93786, rawDataSize=0]
19/03/12 14:55:55 INFO ql.Driver: Completed executing command(queryId=root_20190312065553_81be5e55-9c13-4ad8-86e0-3ec286bea2e0); Time taken: 1.186 seconds
OK
19/03/12 14:55:55 INFO ql.Driver: OK
Time taken: 1.6 seconds
19/03/12 14:55:55 INFO CliDriver: Time taken: 1.6 seconds
19/03/12 14:55:55 INFO conf.HiveConf: Using the default value passed in for log id: 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:55 INFO session.SessionState: Resetting thread name to  main
19/03/12 14:55:55 INFO conf.HiveConf: Using the default value passed in for log id: 4a5f4f66-31eb-4a12-95d2-bf22d45ecde4
19/03/12 14:55:55 INFO session.SessionState: Deleted directory: /tmp/hive/root/4a5f4f66-31eb-4a12-95d2-bf22d45ecde4 on fs with scheme hdfs
19/03/12 14:55:55 INFO session.SessionState: Deleted directory: /hadoop/hive/tmp/root/4a5f4f66-31eb-4a12-95d2-bf22d45ecde4 on fs with scheme file
19/03/12 14:55:55 INFO hive.metastore: Closed a connection to metastore, current connections: 0
19/03/12 14:55:55 INFO hive.HiveImport: Hive import complete.
19/03/12 14:55:55 INFO hive.HiveImport: Export directory is contains the _SUCCESS file only, removing the directory.

这次导入成功了,去hive验证一下:

[root@hadoop bin]# ./hive
SLF4J: Class path contains multiple SLF4J bindings.
SLF4J: Found binding in [jar:file:/hadoop/hive/lib/log4j-slf4j-impl-2.6.2.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/hadoop/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory]

Logging initialized using configuration in jar:file:/hadoop/hive/lib/hive-common-2.3.2.jar!/hive-log4j2.properties Async: true
Hive-on-MR is deprecated in Hive 2 and may not be available in the future versions. Consider using a different execution engine (i.e. spark, tez) or using Hive 1.X releases.
hive> use oracle;
OK
Time taken: 1.111 seconds
hive> select * from ORA_HIVE;
。。。。。。。
997    XAOOEHXITLWEFBZFCNAB    NULL
998    IZVWHVGTEJHCJWJZTDXK    NULL
999    YMBFLJTTWPENEBXEWVIJ    NULL
1000    QFKDIGEYFWQBZBGTJPPD    NULL
Time taken: 2.092 seconds, Fetched: 2000 row(s)
已经导入进来了
相关实践学习
基于MaxCompute的热门话题分析
Apsara Clouder大数据专项技能认证配套课程:基于MaxCompute的热门话题分析
相关文章
|
5月前
|
运维 监控 关系型数据库
AI 时代的 MySQL 数据库运维解决方案
本文探讨了大模型与MySQL数据库运维结合所带来的变革,介绍了构建结构化运维知识库、选择合适的大模型、设计Prompt调用策略、开发MCP Server以及建立监控优化闭环等关键步骤。通过将自然语言处理能力与数据库运维相结合,实现了故障智能诊断、SQL自动优化等功能,显著提升了MySQL运维效率和准确性。
479 18
|
5月前
|
数据采集 人工智能 大数据
10倍处理效率提升!阿里云大数据AI平台发布智能驾驶数据预处理解决方案
阿里云大数据AI平台推出智能驾驶数据预处理解决方案,助力车企构建高效稳定的数据处理流程。相比自建方案,数据包处理效率提升10倍以上,推理任务提速超1倍,产能翻番,显著提高自动驾驶模型产出效率。该方案已服务80%以上中国车企,支持多模态数据处理与百万级任务调度,全面赋能智驾技术落地。
544 0
|
5月前
|
SQL 运维 自然语言处理
Dataphin智能化重磅升级!编码难题一扫光,开发运维更高效!
Dataphin重磅推出三大核心智能化能力:智能代码助手提升SQL开发效率;智能运维助手实现移动化任务管理;智能分析通过自然语言生成SQL,助力数据价值释放。未来将持续开放智能ETL、安全助手等能力,助力企业构建高效、稳定的数据资产体系。
486 0
|
6月前
|
人工智能 OLAP 数据处理
解锁数仓内AI流水线,AnalyticDB Ray基于多模ETL+ML提效开发与运维
AnalyticDB Ray 是AnalyticDB MySQL 推出的全托管Ray服务,基于开源 Ray 的丰富生态,经过多模态处理、具身智能、搜索推荐、金融风控等场景的锤炼,对Ray内核和服务能力进行了全栈增强。
|
4月前
|
人工智能 运维 监控
智能运维与数据治理:基于 Apache Doris 的 Data Agent 解决方案
本文基于 Apache Doris 数据运维治理 Agent 展开讨论,如何让 AI 成为 Doris 数据运维工程师和数据治理专家的智能助手,并在某些场景下实现对人工操作的全面替代。这种变革不仅仅是技术层面的进步,更是数据运维治理思维方式的根本性转变:从“被动响应”到“主动预防”,从“人工判断”到“智能决策”,从“孤立处理”到“协同治理”。
672 11
智能运维与数据治理:基于 Apache Doris 的 Data Agent 解决方案
|
9月前
|
人工智能 运维 安全
AI大模型运维开发探索第四篇:智能体分阶段演进路线
本文探讨了智能体工程的演进历程,从最初的思维链(智能体1.0)到实例化智能体(智能体2.0),再到结构化智能体(智能体3.0),最终展望了自演进智能体(智能体4.0)。文章详细分析了各阶段遇到的问题及解决策略,如工具调用可靠性、推理能力提升等,并引入了大模型中间件的概念以优化业务平台与工具间的协调。此外,文中还提到了RunnableHub开源项目,为读者提供了实际落地的参考方案。通过不断迭代,智能体逐渐具备更强的适应性和解决问题的能力,展现了未来AI发展的潜力。
|
6月前
|
运维 监控 关系型数据库
AI 时代的 MySQL 数据库运维解决方案
本方案将大模型与MySQL运维深度融合,构建智能诊断、SQL优化与知识更新的自动化系统。通过知识库建设、大模型调用策略、MCP Server开发及监控闭环设计,全面提升数据库运维效率与准确性,实现从人工经验到智能决策的跃迁。
734 27
|
5月前
|
敏捷开发 运维 数据可视化
DevOps看板工具中的协作功能:如何打破开发、测试与运维之间的沟通壁垒
在DevOps实践中,看板工具通过可视化任务管理和自动化流程,提升开发与运维团队的协作效率。它支持敏捷开发、持续交付,助力团队高效应对需求变化,实现跨职能协作与流程优化。
|
5月前
|
人工智能 运维 自然语言处理
首个智能体模型实测:产品、开发、运维“全包了”
2025年,AI进入“动手”时代。智谱发布新一代大模型GLM-4.5,全球排名第三、国产第一,专为智能体设计,融合推理、编码与智能体能力,实现自主规划与执行任务。通过8个Demo展示其强大能力,涵盖网页设计、课件制作、小游戏开发等,展现其“带手的脑”特性,推动AI从实验室走向真实场景。
318 0

热门文章

最新文章