临文乍了了,彻卷兀若无。这篇文章主要讲述Atlas2.1.0集成CDH6.3.0部署相关的知识,希望能为你提供帮助。
Atlas 是什么?
Atlas是一组可扩展和可扩展的核心基础治理服务,使企业能够有效地满足Hadoop中的合规性要求,并允许与整个企业数据生态系统集成。
Apache Atlas为组织提供了开放的元数据管理和治理功能,以建立其数据资产的目录,对这些资产进行分类和治理,并为数据科学家,分析师和数据治理团队提供围绕这些数据资产的协作功能。
如果没有Atlas大数据表依赖问题不好解决,元数据管理需要自行开发,如:hive血缘依赖图
对于表依赖问题,没有一个可以查询的工具,不方便错误定位,即业务sql开发
官网:http://atlas.apache.org
表与表之间的血缘依赖
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字段与字段之间的血缘依赖
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1 Atlas 架构原理
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2 Atlas 安装及使用安装需要组件,HDFS、Yarn、Zookeeper、Kafka、Hbase、Solr、Hive,python2.7环境
需要Maven3.6.3版本,jdk_180以上,python2.7,idea 2020.3.2。
2.1 下载源码包2.0.0,IDEA打开
> 因为要与CDH集成,修改pom文件
> 在repositories标签中增加CDH仓库
<
repository>
<
id>
cloudera<
/id>
<
url>
https://repository.cloudera.com/artifactory/cloudera-repos<
/url>
<
releases>
<
enabled>
true<
/enabled>
<
/releases>
<
snapshots>
<
enabled>
false<
/enabled>
<
/snapshots>
<
/repository>
2.2 修改相关版本与CDH版本对应
<
lucene-solr.version>
7.4.0<
/lucene-solr.version>
<
hadoop.version>
3.0.0-cdh6.3.0<
/hadoop.version>
<
hbase.version>
2.1.0-cdh6.3.0<
/hbase.version>
<
solr.version>
7.4.0-cdh6.3.0<
/solr.version>
<
hive.version>
2.1.1-cdh6.3.0<
/hive.version>
<
kafka.version>
2.2.1-cdh6.3.0<
/kafka.version>
<
kafka.scala.binary.version>
2.11<
/kafka.scala.binary.version>
<
calcite.version>
1.16.0<
/calcite.version>
<
zookeeper.version>
3.4.5-cdh6.3.0<
/zookeeper.version>
<
falcon.version>
0.8<
/falcon.version>
<
sqoop.version>
1.4.7-cdh6.3.0<
/sqoop.version>
2.3 兼容Hive2.1.1
所需修改的项目位置:
apache-atlas-sources-2.1.0\\addons\\hive-bridge
①.org/apache/atlas/hive/bridge/HiveMetaStoreBridge.java 577行
String catalogName = hiveDB.getCatalogName() != null ? hiveDB.getCatalogName().toLowerCase() : null;
改为:
String catalogName = null;
②.org/apache/atlas/hive/hook/AtlasHiveHookContext.java 81行
this.metastoreHandler = (listenerEvent != null) ? metastoreEvent.getIHMSHandler() : null;
改为:
this.metastoreHandler = null;
2.3 编译
mvn clean -DskipTests package -Pdist -X -T 8
编译完成的文件在此目录
apache-atlas-sources-2.1.0\\distro\\target
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2.5 安装
mkdir /usr/local/src/atlas
cd /usr/local/src/atlas
#复制apache-atlas-2.1.0-bin.tar.gz到安装目录
tar -zxvf apache-atlas-2.1.0-bin.tar.gz
cd apache-atlas-2.1.0/
2.6 修改配置文件
vim conf\\atlas-application.properties
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License");
you may not use this file except in compliance
# with the License.You may obtain a copy of the License at
#
#http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
##########Graph Database Configs########## Graph Database#Configures the graph database to use.Defaults to JanusGraph
#atlas.graphdb.backend=org.apache.atlas.repository.graphdb.janus.AtlasJanusGraphDatabase# Graph Storage
# Set atlas.graph.storage.backend to the correct value for your desired storage
# backend. Possible values:
#
# hbase
# cassandra
# embeddedcassandra - Should only be set by building Atlas with-Pdist,embedded-cassandra-solr
# berkeleyje
#
# See the configuration documentation for more information about configuring the variousstorage backends.
#
atlas.graph.storage.backend=hbase
atlas.graph.storage.hbase.table=apache_atlas_janus
${graph.storage.properties}
#Hbase
#For standalone mode , specify localhost
#for distributed mode, specify zookeeper quorum here
#atlas.graph.storage.hostname=
#atlas.graph.storage.hbase.regions-per-server=1
#atlas.graph.storage.lock.wait-time=10000#In order to use Cassandra as a backend, comment out the hbase specific properties above, and uncomment the
#the following properties
#atlas.graph.storage.clustername=
#atlas.graph.storage.port=# Gremlin Query Optimizer
#
# Enables rewriting gremlin queries to maximize performance. This flag is provided as
# a possible way to work around any defects that are found in the optimizer until they
# are resolved.
#atlas.query.gremlinOptimizerEnabled=true# Delete handler
#
# This allows the default behavior of doing "soft" deletes to be changed.
#
# Allowed Values:
# org.apache.atlas.repository.store.graph.v1.SoftDeleteHandlerV1 - all deletes are "soft" deletes
# org.apache.atlas.repository.store.graph.v1.HardDeleteHandlerV1 - all deletes are "hard" deletes
#
#atlas.DeleteHandlerV1.impl=org.apache.atlas.repository.store.graph.v1.SoftDeleteHandlerV1
${entity.repository.properties
# Entity audit repository
#
# This allows the default behavior of logging entity changes to hbase to be changed.
#
# Allowed Values:
# org.apache.atlas.repository.audit.HBaseBasedAuditRepository - log entity changes to hbase
# org.apache.atlas.repository.audit.CassandraBasedAuditRepository - log entity changes to cassandra
# org.apache.atlas.repository.audit.NoopEntityAuditRepository - disable the audit repository
#
# atlas.EntityAuditRepository.impl=org.apache.atlas.repository.audit.HBaseBasedAuditRepository# if Cassandra is used as a backend for audit from the above property, uncomment and set the following
# properties appropriately. If using the embedded cassandra profile, these properties can remain
# commented out.
# atlas.EntityAuditRepository.keyspace=atlas_audit
# atlas.EntityAuditRepository.replicationFactor=1# Graph Search Index
${graph.index.properties}
atlas.graph.index.search.backend=solr#Solr
#Solr cloud mode properties
atlas.graph.index.search.solr.mode=cloud
atlas.graph.index.search.solr.zookeeper-url=dbos-bigdata-test003:2181/solr,dbos-bigdata-test005:2181/solr,dbos-bigdata-test004:218/solr
atlas.graph.index.search.solr.zookeeper-connect-timeout=60000
atlas.graph.index.search.solr.zookeeper-session-timeout=60000
#atlas.graph.index.search.solr.wait-searcher=true#Solr http mode properties
#atlas.graph.index.search.solr.mode=http
#atlas.graph.index.search.solr.http-urls=http://localhost:8983/solr# ElasticSearch support (Tech Preview)
# Comment out above solr configuration, and uncomment the following two lines. Additionally, make sure the
# hostname field is set to a comma delimited set of elasticsearch master nodes, or an ELB that fronts the masters.
#
# Elasticsearch does not provide authentication out of the box, but does provide an option with the X-Pack product
# https://www.elastic.co/products/x-pack/security
#
# Alternatively, the JanusGraph documentation provides some tips on how to secure Elasticsearch without additional
# plugins: https://docs.janusgraph.org/latest/elasticsearch.html
#atlas.graph.index.search.hostname=localhost
#atlas.graph.index.search.elasticsearch.client-only=true# Solr-specific configuration property
atlas.graph.index.search.max-result-set-size=150#########Import Configs#########
#atlas.import.temp.directory=/temp/import#########Notification Configs#########
atlas.notification.embedded=false
atlas.kafka.data=https://www.songbingjia.com/android/${sys:atlas.home}/data/kafka
atlas.kafka.zookeeper.connect=dbos-bigdata-test003:2181,dbos-bigdata-test005:2181,dbos-bigdata-test004:2181
atlas.kafka.bootstrap.servers=dbos-bigdata-test003:9092,dbos-bigdata-test004:9092,dbos-bigdata-test005:9092
atlas.kafka.zookeeper.session.timeout.ms=60000
atlas.kafka.zookeeper.connection.timeout.ms=30000
atlas.kafka.zookeeper.sync.time.ms=20
atlas.kafka.auto.commit.interval.ms=1000
atlas.kafka.hook.group.id=atlasatlas.kafka.enable.auto.commit=false
atlas.kafka.auto.offset.reset=earliest
atlas.kafka.session.timeout.ms=30000
atlas.kafka.offsets.topic.replication.factor=1
atlas.kafka.poll.timeout.ms=1000atlas.notification.create.topics=true
atlas.notification.replicas=1
atlas.notification.topics=ATLAS_HOOK,ATLAS_ENTITIES
atlas.notification.log.failed.messages=true
atlas.notification.consumer.retry.interval=500
atlas.notification.hook.retry.interval=1000
# Enable for Kerberized Kafka clusters
#atlas.notification.kafka.service.principal=kafka/_HOST@EXAMPLE.COM
#atlas.notification.kafka.keytab.location=/etc/security/keytabs/kafka.service.keytab## Server port configuration
#atlas.server.http.port=21000
#atlas.server.https.port=21443#########Security Properties########## SSL config
atlas.enableTLS=false#truststore.file=/path/to/truststore.jks
#cert.stores.credential.provider.path=jceks://file/path/to/credentialstore.jceks#following only required for 2-way SSL
#keystore.file=/path/to/keystore.jks# Authentication configatlas.authentication.method.kerberos=false
atlas.authentication.method.file=true#### ldap.type= LDAP or AD
atlas.authentication.method.ldap.type=none#### user credentials file
atlas.authentication.method.file.filename=${sys:atlas.home}/conf/users-credentials.properties### groups from UGI
#atlas.authentication.method.ldap.ugi-groups=true######## LDAP properties #########
#atlas.authentication.method.ldap.url=ldap://<
ldap server url>
:389
#atlas.authentication.method.ldap.userDNpattern=uid={0},ou=People,dc=example,dc=com
#atlas.authentication.method.ldap.groupSearchBase=dc=example,dc=com
#atlas.authentication.method.ldap.groupSearchFilter=(member=uid={0},ou=Users,dc=example,dc=com)
#atlas.authentication.method.ldap.groupRoleAttribute=cn
#atlas.authentication.method.ldap.base.dn=dc=example,dc=com
#atlas.authentication.method.ldap.bind.dn=cn=Manager,dc=example,dc=com
#atlas.authentication.method.ldap.bind.password=<
password>
#atlas.authentication.method.ldap.referral=ignore
#atlas.authentication.method.ldap.user.searchfilter=(uid={0})
#atlas.authentication.method.ldap.default.role=<
default role>
######### Active directory properties #######
#atlas.authentication.method.ldap.ad.domain=example.com
#atlas.authentication.method.ldap.ad.url=ldap://<
AD server url>
:389
#atlas.authentication.method.ldap.ad.base.dn=(sAMAccountName={0})
#atlas.authentication.method.ldap.ad.bind.dn=CN=team,CN=Users,DC=example,DC=com
#atlas.authentication.method.ldap.ad.bind.password=<
password>
#atlas.authentication.method.ldap.ad.referral=ignore
#atlas.authentication.method.ldap.ad.user.searchfilter=(sAMAccountName={0})
#atlas.authentication.method.ldap.ad.default.role=<
default role>
#########JAAS Configuration #########atlas.jaas.KafkaClient.loginModuleName = com.sun.security.auth.module.Krb5LoginModule
#atlas.jaas.KafkaClient.loginModuleControlFlag = required
#atlas.jaas.KafkaClient.option.useKeyTab = true
#atlas.jaas.KafkaClient.option.storeKey = true
#atlas.jaas.KafkaClient.option.serviceName = kafka
#atlas.jaas.KafkaClient.option.keyTab = /etc/security/keytabs/atlas.service.keytab
#atlas.jaas.KafkaClient.option.principal = atlas/_HOST@EXAMPLE.COM#########Server Properties#########
atlas.rest.address=http://localhost:21000
# If enabled and set to true, this will run setup steps when the server starts
atlas.server.run.setup.on.start=false#########Entity Audit Configs#########
atlas.audit.hbase.tablename=apache_atlas_entity_audit
atlas.audit.zookeeper.session.timeout.ms=1000
atlas.audit.hbase.zookeeper.quorum=dbos-bigdata-test003:2181,dbos-bigdata-test005:2181,dbos-bigdata-test004:2181# Hive
atlas.hook.hive.synchronous=false
atlas.hook.hive.numRetries=3
atlas.hook.hive.queueSize=10000
atlas.cluster.name=primary#########High Availability Configuration ########
atlas.server.ha.enabled=false
#### Enabled the configs below as per need if HA is enabled #####
#atlas.server.ids=id1
#atlas.server.address.id1=localhost:21000
#atlas.server.ha.zookeeper.connect=localhost:2181
#atlas.server.ha.zookeeper.retry.sleeptime.ms=1000
#atlas.server.ha.zookeeper.num.retries=3
#atlas.server.ha.zookeeper.session.timeout.ms=20000
## if ACLs need to be set on the created nodes, uncomment these lines and set the values ##
#atlas.server.ha.zookeeper.acl=<
scheme>
:<
id>
#atlas.server.ha.zookeeper.auth=<
scheme>
:<
authinfo>
######### Atlas Authorization #########
atlas.authorizer.impl=simple
atlas.authorizer.simple.authz.policy.file=atlas-simple-authz-policy.json#########Type Cache Implementation ########
# A type cache class which implements
# org.apache.atlas.typesystem.types.cache.TypeCache.
# The default implementation is org.apache.atlas.typesystem.types.cache.DefaultTypeCache which is a local in-memory type cache.
#atlas.TypeCache.impl=#########Performance Configs#########
#atlas.graph.storage.lock.retries=10
#atlas.graph.storage.cache.db-cache-time=120000#########CSRF Configs#########
atlas.rest-csrf.enabled=true
atlas.rest-csrf.browser-useragents-regex=^Mozilla.*,^Opera.*,^Chrome.*
atlas.rest-csrf.methods-to-ignore=GET,OPTIONS,HEAD,TRACE
atlas.rest-csrf.custom-header=X-XSRF-HEADER############ KNOX Configs ################
#atlas.sso.knox.browser.useragent=Mozilla,Chrome,Opera
#atlas.sso.knox.enabled=true
#atlas.sso.knox.providerurl=https://<
knox gateway ip>
:8443/gateway/knoxsso/api/v1/websso
#atlas.sso.knox.publicKey=############ Atlas Metric/Stats configs ################
# Format: atlas.metric.query.<
key>
.<
name>
atlas.metric.query.cache.ttlInSecs=900
#atlas.metric.query.general.typeCount=
#atlas.metric.query.general.typeUnusedCount=
#atlas.metric.query.general.entityCount=
#atlas.metric.query.general.tagCount=
#atlas.metric.query.general.entityDeleted=
#
#atlas.metric.query.entity.typeEntities=
#atlas.metric.query.entity.entityTagged=
#
#atlas.metric.query.tags.entityTags=#########Compiled Query Cache Configuration########## The size of the compiled query cache.Older queries will be evicted from the cache
# when we reach the capacity.#atlas.CompiledQueryCache.capacity=1000# Allows notifications when items are evicted from the compiled query
# cache because it has become full.A warning will be issued when
# the specified number of evictions have occurred.If the eviction
# warning threshold <
= 0, no eviction warnings will be issued.#atlas.CompiledQueryCache.evictionWarningThrottle=0#########Full Text Search Configuration##########Set to false to disable full text search.
#atlas.search.fulltext.enable=true#########Gremlin Search Configuration##########Set to false to disable gremlin search.
atlas.search.gremlin.enable=false########## Add http headers ############atlas.headers.Access-Control-Allow-Origin=*
#atlas.headers.Access-Control-Allow-Methods=GET,OPTIONS,HEAD,PUT,POST
#atlas.headers.<
headerName>
=<
headerValue>
#########UI Configuration ########atlas.ui.default.version=v1
atlas.hook.sqoop.synchronous=false
atlas.hook.sqoop.numRetries=3
atlas.hook.sqoop.queueSize=10000
atlas.kafka.metric.reporters=org.apache.kafka.common.metrics.JmxReporter
atlas.kafka.client.id=sqoop-atlas
vim conf/atlas-env.sh
#!/usr/bin/env bash
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License");
you may not use this file except in compliance
# with the License.You may obtain a copy of the License at
#
#http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
# The java implementation to use. If JAVA_HOME is not found we expect java and jar to be in path
#export JAVA_HOME=# any additional java opts you want to set. This will apply to both client and server operations
#export ATLAS_OPTS=# any additional java opts that you want to set for client only
#export ATLAS_CLIENT_OPTS=# java heap size we want to set for the client. Default is 1024MB
#export ATLAS_CLIENT_HEAP=# any additional opts you want to set for atlas service.
#export ATLAS_SERVER_OPTS=# indicative values for large number of metadata entities (equal or more than 10,000s)
#export ATLAS_SERVER_OPTS="-server -XX:SoftRefLRUPolicyMSPerMB=0 -XX:+CMSClassUnloadingEnabled -XX:+UseConcMarkSweepGC -XX:+CMSParallelRemarkEnabled -XX:+PrintTenuringDistribution -XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=dumps/atlas_server.hprof -Xloggc:logs/gc-worker.log -verbose:gc -XX:+UseGCLogFileRotation -XX:NumberOfGCLogFiles=10 -XX:GCLogFileSize=1m -XX:+PrintGCDetails -XX:+PrintHeapAtGC -XX:+PrintGCTimeStamps"# java heap size we want to set for the atlas server. Default is 1024MB
#export ATLAS_SERVER_HEAP=# indicative values for large number of metadata entities (equal or more than 10,000s) for JDK 8
#export ATLAS_SERVER_HEAP="-Xms15360m -Xmx15360m -XX:MaxNewSize=5120m -XX:MetaspaceSize=100M -XX:MaxMetaspaceSize=512m"# What is is considered as atlas home dir. Default is the base locaion of the installed software
#export ATLAS_HOME_DIR=# Where log files are stored. Defatult is logs directory under the base install location
#export ATLAS_LOG_DIR=# Where pid files are stored. Defatult is logs directory under the base install location
#export ATLAS_PID_DIR=# where the atlas titan db data is stored. Defatult is logs/data directory under the base install location
#export ATLAS_DATA_DIR=# Where do you want to expand the war file. By Default it is in /server/webapp dir under the base install dir.
#export ATLAS_EXPANDED_WEBAPP_DIR=
export HBASE_CONF_DIR=/etc/hbase/confexport ATLAS_SERVER_HEAP="-Xms15360m -Xmx15360m -XX:MaxNewSize=5120m -XX:MetaspaceSize=100M -XX:MaxMetaspaceSize=512m"export ATLAS_SERVER_OPTS="-server -XX:SoftRefLRUPolicyMSPerMB=0 -XX:+CMSClassUnloadingEnabled -XX:+UseConcMarkSweepGC -XX:+CMSParallelRemarkEnabled -XX:+PrintTenuringDistribution -XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=dumps/atlas_server.hprof -Xloggc:logs/gc-worker.log -verbose:gc -XX:+UseGCLogFileRotation -XX:NumberOfGCLogFiles=10 -XX:GCLogFileSize=1m -XX:+PrintGCDetails -XX:+PrintHeapAtGC -XX:+PrintGCTimeStamps"
# indicates whether or not a local instance of HBase should be started for Atlas
export MANAGE_LOCAL_HBASE=false# indicates whether or not a local instance of Solr should be started for Atlas
export MANAGE_LOCAL_SOLR=false# indicates whether or not cassandra is the embedded backend for Atlas
export MANAGE_EMBEDDED_CASSANDRA=false# indicates whether or not a local instance of Elasticsearch should be started for Atlas
export MANAGE_LOCAL_ELASTICSEARCH=false
vim conf/atlas-log4j.xml
#去掉如下代码的注释(开启如下代码)
<
appender name="perf_appender" class="org.apache.log4j.DailyRollingFileAppender">
<
param name="file" value="https://www.songbingjia.com/android/${atlas.log.dir}/atlas_perf.log" />
<
param name="datePattern" value="https://www.songbingjia.com/'.\'yyyy-MM-dd" />
<
param name="append" value="https://www.songbingjia.com/android/true" />
<
layout class="org.apache.log4j.PatternLayout">
<
param name="ConversionPattern" value="https://www.songbingjia.com/android/%d|%t|%m%n" />
<
/layout>
<
/appender>
<
logger name="org.apache.atlas.perf" additivity="false">
<
level value="https://www.songbingjia.com/android/debug" />
<
appender-ref ref="perf_appender" />
<
/logger>
2.7 集成Hbase
添加hbase集群配置文件到apache-atlas-2.0.0/conf/hbase下(这里连接的路径需要和上面atlas-env.sh配置中一样)
ln -s /etc/hbase/conf/ /usr/local/src/atlas/apache-atlas-2.1.0/conf/hbase/
2.8 集成Solr
将apache-atlas-2.1.0/conf/solr文件拷贝到solr所有节点的安装目录下,更名为
atlas-solr
scp -r /usr/local/src/atlas/apache-atlas-2.1.0/conf/solr root@dbos-bigdata-test002:/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/
scp -r /usr/local/src/atlas/apache-atlas-2.1.0/conf/solr root@dbos-bigdata-test003:/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/
scp -r /usr/local/src/atlas/apache-atlas-2.1.0/conf/solr root@dbos-bigdata-test004:/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/#在solr节点
cd /opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/
mv solr/ atlas-solr 注意:三个solr节点都要修改
#在任意solr节点修改solr对应的bash
vim /etc/passwd
/sbin/nologin 修改为 /bin/bash
#切换solr用户执行
su solr
/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/bin/solr create -cvertex_index -d /opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/atlas-solr -shards 3 -replicationFactor 2/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/bin/solr create -cedge_index -d /opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/atlas-solr -shards 3 -replicationFactor 2/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/bin/solr create -cfulltext_index -d /opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/solr/atlas-solr -shards 3 -replicationFactor 2#如果创建错误,可使用 /opt/cloudera/parcels/CDH/lib/solr/bin/solr delete -c ${collection_name} 删除
#切换root用户继续配置其他
su root
solr web控制台:http://dbos-bigdata-test002:8983/solr/#/~cloud 验证是否启动成功
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2.9 集成kafka
创建kafka-topic
kafka-topics --zookeeper dbos-bigdata-test003:2181,dbos-bigdata-test005:2181,dbos-bigdata-test004:2181/kafka --create --replication-factor 3 --partitions 3 --topic _HOATLASOK
kafka-topics --zookeeper dbos-bigdata-test003:2181,dbos-bigdata-test005:2181,dbos-bigdata-test004:2181/kafka --create --replication-factor 3 --partitions 3 --topic ATLAS_ENTITIES
kafka-topics --zookeeper dbos-bigdata-test003:2181,dbos-bigdata-test005:2181,dbos-bigdata-test004:2181/kafka --create --replication-factor 3 --partitions 3 --topic ATLAS_HOOK
注意:
在最后的zookeeper主机的后面要加上/kafka,不然toppic创建不成功,原因是CDH6.3.0默认配置的zookepper root的kafka加了/kafka
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查看kafka是否创建成功
kafka-topics --list --zookeeper dbos-bigdata-test003:2181,dbos-bigdata-test005:2181,dbos-bigdata-test004:2181/kafka
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2.10 集成Hive
将 atlas-application.properties 配置文件,压缩加入到 atlas-plugin-classloader-2.0.0.jar 中
#必须在此路径打包,才能打到第一级目录下
cd /usr/local/src/atlas/apache-atlas-2.1.0/confzip -u /usr/local/src/atlas/apache-atlas-2.1.0/hook/hive/atlas-plugin-classloader-2.1.0.jar atlas-application.properties
修改hive-site.xml
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<
property>
<
name>
hive.exec.post.hooks<
/name>
<
value>
org.apache.atlas.hive.hook.HiveHook<
/value>
<
/property>
修改 hive-env.sh 的 Gateway 客户端环境高级配置代码段(安全阀)
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修改Hive的jar的辅助目录
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修改 hive-site.xml 的 HiveServer2 高级配置代码段(安全阀)
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<
property>
<
name>
hive.exec.post.hooks<
/name>
<
value>
org.apache.atlas.hive.hook.HiveHook<
/value>
<
/property>
<
property>
<
name>
hive.reloadable.aux.jars.path<
/name>
<
value>
/usr/local/src/atlas/apache-atlas-2.1.0/hook/hive<
/value>
<
/property>
修改 HiveServer2 环境高级配置代码段
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HIVE_AUX_JARS_PATH=/usr/local/src/atlas/apache-atlas-2.1.0/hook/hive
原来我配置的是以上的配置,后来发现hue无法连接后台,报错。
后来在网上查我又改成以下的配置
HIVE_AUX_JARS_PATH=/opt/cloudera/parcels/CDH/lib/hive/auxlib
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以上是报错。
将配置好的Atlas包发往各个hive节点后重启集群
scp -P65322 -r/usr/local/src/atlas/apache-atlas-2.1.0 root@dbos-bigdata-test002:/usr/local/src/atlas/scp -P65322 -r/usr/local/src/atlas/apache-atlas-2.1.0 root@dbos-bigdata-test003:/usr/local/src/atlas/scp -P65322 -r/usr/local/src/atlas/apache-atlas-2.1.0 root@dbos-bigdata-test004:/usr/local/src/atlas/
更新后并重启集群的配置并分发客户端到各个节点
2.12 再次启动 Atlas
cd/usr/local/src/atlas/apache-atlas-2.1.0/
#启动
./bin/atlas_start.py
#停止:./bin/atlas_stop.py
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注意监控日志,查看是否有报错。主要是看application.log
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2.13 将 Hive 元数据导入 Atlas
atlas添加hive的环境变量
vim /etc/profile
#>
>
>
#hive
export HIVE_HOME=/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/hive
export HIVE_CONF_DIR=/etc/hive/conf
export PATH=$HIVE_HOME/bin:$PATH
#<
<
<
source /etc/profile我的最终的profile的配置是:
#set default jdk1.8 env
export JAVA_HOME=/usr/java/jdk1.8.0_181-cloudera
export JRE_HOME=/usr/java/jdk1.8.0_181-cloudera/jre
export CLASSPATH=.:${JAVA_HOME}/lib:${JRE_HOME}/lib
export HADOOP_CONF_DIR=/etc/hadoop/conf
export HADOOP_CLASSPATH=`hadoop classpath`
export HBASE_CONF_DIR=/etc/hbase/conf
export FLINK_HOME=/opt/flink
export HIVE_HOME=/opt/cloudera/parcels/CDH-6.3.0-1.cdh6.3.0.p0.1279813/lib/hive
export HIVE_CONF_DIR=/etc/hive/conf
export M2_HOME=/usr/local/maven/apache-maven-3.5.4
export PATH=${JAVA_HOME}/bin:${JRE_HOME}/bin:${FLINK_HOME}/bin:${M2_HOME}/bin:${HIVE_HOME}/bin:$PATH
【Atlas2.1.0集成CDH6.3.0部署】
执行atlas脚本
./bin/import-hive.sh
#输入用户名:admin;输入密码:admin(如修改请使用修改的)
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以上提示导入成功
插入数据查看数据的血缘关系
CREATE TABLE t_ppp(
id int ,
pice decimal(2, 1)
) ;
insert into t_ppp values (1,2.2);
CREATE TABLE t_ppp_bak(
id int ,
pice decimal(2, 1)
) ;
insert overwrite table t_ppp_bak select id,pice from t_ppp;
CREATE VIEWIF NOT EXISTS t_ppp_view AS SELECT id,pice FROM t_ppp_bak;
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以下是数据血缘关系的地图。
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少包报错如下:
[root@dbos-bigdata-test005 apache-atlas-2.1.0]# ./bin/import-hive.sh
Using Hive configuration directory [/etc/hive/conf/conf]
Log file for import is /usr/local/src/atlas/apache-atlas-2.1.0/logs/import-hive.log
Error: A JNI error has occurred, please check your installation and try again
Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/hadoop/hive/ql/metadata/Hive
at java.lang.Class.getDeclaredMethods0(Native Method)
at java.lang.Class.privateGetDeclaredMethods(Class.java:2701)
at java.lang.Class.privateGetMethodRecursive(Class.java:3048)
at java.lang.Class.getMethod0(Class.java:3018)
at java.lang.Class.getMethod(Class.java:1784)
at sun.launcher.LauncherHelper.validateMainClass(LauncherHelper.java:544)
at sun.launcher.LauncherHelper.checkAndLoadMain(LauncherHelper.java:526)
Caused by: java.lang.ClassNotFoundException: org.apache.hadoop.hive.ql.metadata.Hive
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
解决方案:
cp /opt/cloudera/parcels/CDH/lib/hive/lib/hive-exec-2.1.1-cdh6.3.0.jar /usr/local/src/atlas/apache-atlas-2.1.0/hook/hive/atlas-hive-plugin-impl
cd /usr/local/src/atlas/apache-atlas-2.1.0/hook/hive/
mv atlas-hive-plugin-impl/* ./
rm -rf hive-bridge-shim-2.1.0.jar
cp /opt/cloudera/parcels/CDH/lib/hive/lib/hive-exec-2.1.1-cdh6.3.0.jar /usr/local/src/atlas/apache-atlas-2.1.0/hook/hive/
报错2
Please set HIVE_HOME to the root of Hive installation 解决方案 在profile设置HIVE_HOME环境变量
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