大数据学习(12)—— Hive Server2服务
什么是Hive Server2
上一篇我们启动了hive --service metastore服务,可以通过命令行来访问hive服务,但是它不支持多客户端同时访问,参见官网说明:HiveServer cannot handle concurrent requests from more than one client. 。
那么什么是Hive Server2呢?看看官网定义:HiveServer2 (HS2) is a service that enables clients to execute queries against Hive. HiveServer2 is the successor to HiveServer1 which has been deprecated. HS2 supports multi-client concurrency and authentication.
修改HDFS配置
Hive Server2的客户端访问服务时,需要HDFS的超级用户权限。修改core-site.xml配置,新增如下配置项。
<property> <name>hadoop.proxyuser.hadoop.groups</name> <value>*</value> </property> <property> <name>hadoop.proxyuser.hadoop.hosts</name> <value>*</value> </property>
重启hadoop集群,或者在namenode节点刷新配置
hdfs dfsadmin -fs hdfs://server01:8020 -refreshSuperUserGroupsConfiguration hdfs dfsadmin -fs hdfs://server02:8020 -refreshSuperUserGroupsConfiguration
启动服务
在server03上启动hiveserver2,这也是个阻塞式窗口,不要等它退回命令行了。
[hadoop@server03 ~]$ hiveserver2 which: no hbase in (/usr/local/bin:/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/usr/java/jdk1.8.0/bin:/usr/apache-zookeeper-3.5.8/bin:/usr/hadoop-3.3.0/bin:/usr/hadoop-3.3.0/sbin:/usr/apache-hive-3.1.2/bin:/home/hadoop/.local/bin:/home/hadoop/bin) 2020-11-05 12:57:33: Starting HiveServer2 SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/usr/apache-hive-3.1.2/lib/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/usr/hadoop-3.3.0/share/hadoop/common/lib/slf4j-log4j12-1.7.25.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] Hive Session ID = 3d80adcc-a6f1-4169-a978-e0333adda98c Hive Session ID = 00604d67-6b34-40c1-b7a0-3ef567729821
启动客户端
在server02上启动beeline客户端,语法是beeline -u url -n username
[hadoop@server02 ~]$ beeline -u jdbc:hive2://server03:10000/test -n hadoop SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/usr/apache-hive-3.1.2/lib/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/usr/hadoop-3.3.0/share/hadoop/common/lib/slf4j-log4j12-1.7.25.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] Connecting to jdbc:hive2://server03:10000/test Connected to: Apache Hive (version 3.1.2) Driver: Hive JDBC (version 3.1.2) Transaction isolation: TRANSACTION_REPEATABLE_READ Beeline version 3.1.2 by Apache Hive 0: jdbc:hive2://server03:10000/test>
试着做几个查询,看看结果。从输出结果可以看到,它默认输出了表头信息,不需要做额外的设置。
0: jdbc:hive2://server03:10000/test> show tables; INFO : Compiling command(queryId=hadoop_20201105130410_fc4b7b23-99b4-4756-8226-2462e6f07d3e): show tables INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial = false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:tab_name, type:string, comment:from deserializer)], properties:null) INFO : Completed compiling command(queryId=hadoop_20201105130410_fc4b7b23-99b4-4756-8226-2462e6f07d3e); Time taken: 3.008 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryId=hadoop_20201105130410_fc4b7b23-99b4-4756-8226-2462e6f07d3e): show tables INFO : Starting task [Stage-0:DDL] in serial mode INFO : Completed executing command(queryId=hadoop_20201105130410_fc4b7b23-99b4-4756-8226-2462e6f07d3e); Time taken: 2.923 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager +------------+ | tab_name | +------------+ | hive1 | | hive1_mid | +------------+ 2 rows selected (8.343 seconds) 0: jdbc:hive2://server03:10000/test> select * from hive1_mid; INFO : Compiling command(queryId=hadoop_20201105130432_de6a9f65-796a-4056-98e0-7275ce206382): select * from hive1_mid INFO : Concurrency mode is disabled, not creating a lock manager INFO : Semantic Analysis Completed (retrial = false) INFO : Returning Hive schema: Schema(fieldSchemas:[FieldSchema(name:hive1_mid.year, type:string, comment:null), FieldSchema(name:hive1_mid.month, type:string, comment:null), FieldSchema(name:hive1_mid.day, type:string, comment:null), FieldSchema(name:hive1_mid.temperature, type:smallint, comment:null)], properties:null) INFO : Completed compiling command(queryId=hadoop_20201105130432_de6a9f65-796a-4056-98e0-7275ce206382); Time taken: 7.958 seconds INFO : Concurrency mode is disabled, not creating a lock manager INFO : Executing command(queryId=hadoop_20201105130432_de6a9f65-796a-4056-98e0-7275ce206382): select * from hive1_mid INFO : Completed executing command(queryId=hadoop_20201105130432_de6a9f65-796a-4056-98e0-7275ce206382); Time taken: 0.356 seconds INFO : OK INFO : Concurrency mode is disabled, not creating a lock manager +-----------------+------------------+----------------+------------------------+ | hive1_mid.year | hive1_mid.month | hive1_mid.day | hive1_mid.temperature | +-----------------+------------------+----------------+------------------------+ | 1949 | 10 | 01 | 38 | | 1949 | 10 | 02 | 36 | | 1950 | 01 | 01 | 32 | | 1950 | 10 | 01 | 37 | | 1950 | 10 | 02 | 41 | | 1950 | 10 | 03 | 27 | | 1951 | 07 | 01 | 45 | | 1951 | 07 | 02 | 46 | | 1951 | 07 | 03 | 47 | | 1951 | 12 | 01 | 23 | +-----------------+------------------+----------------+------------------------+ 10 rows selected (11.496 seconds)
通过IDEA访问
新建一个maven工程。在src下创建resources目录,标记为resoure root,放入相关配置文件。结构非常简单。
在pom中引入依赖。
<!-- https://mvnrepository.com/artifact/org.apache.hive/hive-jdbc --> <dependency> <groupId>org.apache.hive</groupId> <artifactId>hive-jdbc</artifactId> <version>3.1.2</version> </dependency> <!-- https://mvnrepository.com/artifact/org.apache.hadoop/hadoop-common --> <dependency> <groupId>org.apache.hadoop</groupId> <artifactId>hadoop-common</artifactId> <version>3.3.0</version> </dependency>
这两个依赖会下载很多jar包,引起大量jar包冲突,不管他。
新建HiveClient类,代码如下
private static String driverName = "org.apache.hive.jdbc.HiveDriver"; /** * @param args * @throws SQLException */ public static void main(String[] args) throws SQLException { try { Class.forName(driverName); } catch (ClassNotFoundException e) { // TODO Auto-generated catch block e.printStackTrace(); System.exit(1); } //replace "hive" here with the name of the user the queries should run as Connection con = DriverManager.getConnection("jdbc:hive2://server03:10000/test", "hadoop", ""); Statement stmt = con.createStatement(); String tableName = "hive1_mid"; // describe table String sql = "describe " + tableName; System.out.println("Running: " + sql); ResultSet res = stmt.executeQuery(sql); while (res.next()) { System.out.println(res.getString(1) + "\t" + res.getString(2)); } // select * query sql = "select * from " + tableName; System.out.println("Running: " + sql); res = stmt.executeQuery(sql); while (res.next()) { System.out.println(String.valueOf(res.getInt(1)) + "\t" + res.getString(2)+ "\t" +res.getString(3)+ "\t" +res.getString(4)); } // regular hive query sql = "select count(1) from " + tableName; System.out.println("Running: " + sql); res = stmt.executeQuery(sql); while (res.next()) { System.out.println(res.getString(1)); } }
在IDEA中执行,控制台输出结果如下
"C:\Program Files\Java\jdk1.8.0_271\bin\java.exe" "-javaagent:C:\Program Files\JetBrains\IntelliJ IDEA Community Edition 2019.2.4\lib\idea_rt.jar=61314:C:\Program Files\JetBrains\IntelliJ IDEA Community Edition 2019.2.4\bin" -Dfile.encoding=UTF-8 -classpath "C:\Program Files\Java\jdk1.8.0_271\jre\lib\charsets.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\deploy.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\access-bridge-64.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\cldrdata.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\dnsns.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\jaccess.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\jfxrt.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\localedata.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\nashorn.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\sunec.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\sunjce_provider.jar;C:\Program Files\Java\jdk1.8.0_271\jre\lib\ext\sunmscapi.jar;C:\Program 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ository\org\eclipse\jetty\jetty-servlet\9.4.20.v20190813\jetty-servlet-9.4.20.v20190813.jar;C:\Users\cq\.m2\repository\org\eclipse\jetty\jetty-security\9.4.20.v20190813\jetty-security-9.4.20.v20190813.jar;C:\Users\cq\.m2\repository\org\eclipse\jetty\jetty-webapp\9.4.20.v20190813\jetty-webapp-9.4.20.v20190813.jar;C:\Users\cq\.m2\repository\org\eclipse\jetty\jetty-xml\9.4.20.v20190813\jetty-xml-9.4.20.v20190813.jar;C:\Users\cq\.m2\repository\javax\servlet\jsp\jsp-api\2.1\jsp-api-2.1.jar;C:\Users\cq\.m2\repository\com\sun\jersey\jersey-core\1.19\jersey-core-1.19.jar;C:\Users\cq\.m2\repository\javax\ws\rs\jsr311-api\1.1.1\jsr311-api-1.1.1.jar;C:\Users\cq\.m2\repository\com\sun\jersey\jersey-servlet\1.19\jersey-servlet-1.19.jar;C:\Users\cq\.m2\repository\com\sun\jersey\jersey-json\1.19\jersey-json-1.19.jar;C:\Users\cq\.m2\repository\org\codehaus\jettison\jettison\1.1\jettison-1.1.jar;C:\Users\cq\.m2\repository\com\sun\xml\bind\jaxb-impl\2.2.3-1\jaxb-impl-2.2.3-1.jar;C:\Users\cq\.m2\repository\org\codehaus\jackson\jackson-core-asl\1.9.2\jackson-core-asl-1.9.2.jar;C:\Users\cq\.m2\repository\org\codehaus\jackson\jackson-mapper-asl\1.9.2\jackson-mapper-asl-1.9.2.jar;C:\Users\cq\.m2\repository\org\codehaus\jackson\jackson-jaxrs\1.9.2\jackson-jaxrs-1.9.2.jar;C:\Users\cq\.m2\repository\org\codehaus\jackson\jackson-xc\1.9.2\jackson-xc-1.9.2.jar;C:\Users\cq\.m2\repository\com\sun\jersey\jersey-server\1.19\jersey-server-1.19.jar;C:\Users\cq\.m2\repository\commons-logging\commons-logging\1.1.3\commons-logging-1.1.3.jar;C:\Users\cq\.m2\repository\log4j\log4j\1.2.17\log4j-1.2.17.jar;C:\Users\cq\.m2\repository\commons-beanutils\commons-beanutils\1.9.4\commons-beanutils-1.9.4.jar;C:\Users\cq\.m2\repository\org\apache\commons\commons-configuration2\2.1.1\commons-configuration2-2.1.1.jar;C:\Users\cq\.m2\repository\org\apache\commons\commons-lang3\3.7\commons-lang3-3.7.jar;C:\Users\cq\.m2\repository\org\apache\commons\commons-text\1.4\commons-text-1.4.jar;C:\Users\cq\.m2\repository\org\slf4j\slf4j-log4j12\1.7.25\slf4j-log4j12-1.7.25.jar;C:\Users\cq\.m2\repository\org\apache\avro\avro\1.7.7\avro-1.7.7.jar;C:\Users\cq\.m2\repository\com\thoughtworks\paranamer\paranamer\2.3\paranamer-2.3.jar;C:\Users\cq\.m2\repository\org\xerial\snappy\snappy-java\1.0.5\snappy-java-1.0.5.jar;C:\Users\cq\.m2\repository\com\google\re2j\re2j\1.1\re2j-1.1.jar;C:\Users\cq\.m2\repository\com\google\protobuf\protobuf-java\2.5.0\protobuf-java-2.5.0.jar;C:\Users\cq\.m2\repository\com\google\code\gson\gson\2.2.4\gson-2.2.4.jar;C:\Users\cq\.m2\repository\org\apache\hadoop\hadoop-auth\3.3.0\hadoop-auth-3.3.0.jar;C:\Users\cq\.m2\repository\com\nimbusds\nimbus-jose-jwt\7.9\nimbus-jose-jwt-7.9.jar;C:\Users\cq\.m2\repository\com\github\stephenc\jcip\jcip-annotations\1.0-1\jcip-annotations-1.0-1.jar;C:\Users\cq\.m2\repository\net\minidev\json-smart\2.3\json-smart-2.3.jar;C:\Users\cq\.m2\repository\net\minidev\accessors-smart\1.2\accessors-smart-1.2.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-simplekdc\1.0.1\kerb-simplekdc-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-client\1.0.1\kerb-client-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerby-config\1.0.1\kerby-config-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-common\1.0.1\kerb-common-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-crypto\1.0.1\kerb-crypto-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-util\1.0.1\kerb-util-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\token-provider\1.0.1\token-provider-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-admin\1.0.1\kerb-admin-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-server\1.0.1\kerb-server-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-identity\1.0.1\kerb-identity-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerby-xdr\1.0.1\kerby-xdr-1.0.1.jar;C:\Users\cq\.m2\repository\com\jcraft\jsch\0.1.55\jsch-0.1.55.jar;C:\Users\cq\.m2\repository\org\apache\curator\curator-client\4.2.0\curator-client-4.2.0.jar;C:\Users\cq\.m2\repository\org\apache\curator\curator-recipes\4.2.0\curator-recipes-4.2.0.jar;C:\Users\cq\.m2\repository\com\google\code\findbugs\jsr305\3.0.2\jsr305-3.0.2.jar;C:\Users\cq\.m2\repository\org\apache\htrace\htrace-core4\4.1.0-incubating\htrace-core4-4.1.0-incubating.jar;C:\Users\cq\.m2\repository\org\apache\commons\commons-compress\1.19\commons-compress-1.19.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerb-core\1.0.1\kerb-core-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerby-pkix\1.0.1\kerby-pkix-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerby-asn1\1.0.1\kerby-asn1-1.0.1.jar;C:\Users\cq\.m2\repository\org\apache\kerby\kerby-util\1.0.1\kerby-util-1.0.1.jar;C:\Users\cq\.m2\repository\com\fasterxml\jackson\core\jackson-databind\2.10.3\jackson-databind-2.10.3.jar;C:\Users\cq\.m2\repository\com\fasterxml\jackson\core\jackson-annotations\2.10.3\jackson-annotations-2.10.3.jar;C:\Users\cq\.m2\repository\com\fasterxml\jackson\core\jackson-core\2.10.3\jackson-core-2.10.3.jar;C:\Users\cq\.m2\repository\org\codehaus\woodstox\stax2-api\3.1.4\stax2-api-3.1.4.jar;C:\Users\cq\.m2\repository\com\fasterxml\woodstox\woodstox-core\5.0.3\woodstox-core-5.0.3.jar;C:\Users\cq\.m2\repository\dnsjava\dnsjava\2.1.7\dnsjava-2.1.7.jar" gov.czt.HiveClient SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/C:/Users/cq/.m2/repository/org/apache/logging/log4j/log4j-slf4j-impl/2.10.0/log4j-slf4j-impl-2.10.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/C:/Users/cq/.m2/repository/org/slf4j/slf4j-log4j12/1.7.25/slf4j-log4j12-1.7.25.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] ERROR StatusLogger No log4j2 configuration file found. Using default configuration: logging only errors to the console. Set system property 'log4j2.debug' to show Log4j2 internal initialization logging. Running: describe hive1_mid year string month string day string temperature smallint Running: select * from hive1_mid 1949 10 01 38 1949 10 02 36 1950 01 01 32 1950 10 01 37 1950 10 02 41 1950 10 03 27 1951 07 01 45 1951 07 02 46 1951 07 03 47 1951 12 01 23 Running: select count(1) from hive1_mid 10 Process finished with exit code 0
Hive的介绍到此结束,如果想了解更详细的内容,建议看hive官网APACHE HIVE TM,非常详细,比市面上的书籍更新快且权威,缺点是知识点太零散,不好找。