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[ZEPPELIN-1280][Spark on Yarn] Documents for running zeppelin on production environments using docker. #1318
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@@ -170,6 +170,7 @@ Join to our [Mailing list](https://zeppelin.apache.org/community.html) and repor | |
| * Advanced | ||
| * [Apache Zeppelin on Vagrant VM](./install/virtual_machine.html) | ||
| * [Zeppelin on Spark Cluster Mode (Standalone via Docker)](./install/spark_cluster_mode.html#spark-standalone-mode) | ||
| * [Zeppelin on Spark Cluster Mode (Yarn via Docker)](./install/spark_cluster_mode.html#spark-yarn-mode) | ||
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| * Contribute | ||
| * [Writing Zeppelin Interpreter](./development/writingzeppelininterpreter.html) | ||
| * [Writing Zeppelin Application (Experimental)](./development/writingzeppelinapplication.html) | ||
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| --- | ||
| layout: page | ||
| title: "Apache Zeppelin on Spark cluster mode" | ||
| description: "" | ||
| description: "This document will guide you how you can build and configure the environment on 3 types of Spark cluster manager with Apache Zeppelin using docker scripts." | ||
| group: install | ||
| --- | ||
| <!-- | ||
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@@ -56,12 +56,12 @@ spark_standalone bash; | |
| ``` | ||
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| ### 3. Configure Spark interpreter in Zeppelin | ||
| Set Spark master as `spark://localhost:7077` in Zeppelin **Interpreters** setting page. | ||
| Set Spark master as `spark://<hostname>:7077` in Zeppelin **Interpreters** setting page. | ||
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| <img src="../assets/themes/zeppelin/img/docs-img/standalone_conf.png" /> | ||
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| ### 4. Run Zeppelin with Spark interpreter | ||
| After running single paragraph with Spark interpreter in Zeppelin, browse `https://localhost:8080` and check whether Spark cluster is running well or not. | ||
| After running single paragraph with Spark interpreter in Zeppelin, browse `https://<hostname>:8080` and check whether Spark cluster is running well or not. | ||
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| <img src="../assets/themes/zeppelin/img/docs-img/spark_ui.png" /> | ||
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@@ -72,3 +72,71 @@ ps -ef | grep spark | |
| ``` | ||
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| ## Spark on Yarn mode | ||
| You can simply set up [Spark on Yarn](http://spark.apache.org/docs/latest/running-on-yarn.html) environment with below steps using Docker scripts. | ||
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| > **Note :** Since Apache Zeppelin and Spark use same `8080` port for their web UI, you might need to change `zeppelin.server.port` in `conf/zeppelin-site.xml`. | ||
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| ### 1. Build Docker file | ||
| You can find docker script files under `scripts/docker/spark-cluster-managers`. | ||
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| ``` | ||
| cd $ZEPPELIN_HOME/scripts/docker/spark-cluster-managers/spark_yarn | ||
| docker build -t "spark_yarn" . | ||
| ``` | ||
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| ### 2. Run docker | ||
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| ``` | ||
| docker run -it \ | ||
| -p 5000:5000 \ | ||
| -p 9000:9000 \ | ||
| -p 9001:9001 \ | ||
| -p 8088:8088 \ | ||
| -p 8042:8042 \ | ||
| -p 8030:8030 \ | ||
| -p 8031:8031 \ | ||
| -p 8032:8032 \ | ||
| -p 8033:8033 \ | ||
| -p 8080:8080 \ | ||
| -p 7077:7077 \ | ||
| -p 8888:8888 \ | ||
| -p 8081:8081 \ | ||
| -p 50010:50010 \ | ||
| -p 50075:50075 \ | ||
| -p 50020:50020 \ | ||
| -p 50070:50070 \ | ||
| --name spark_yarn \ | ||
| -h sparkmaster \ | ||
| spark_yarn bash; | ||
| ``` | ||
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| ### 3. Verify running Spark on Yarn. | ||
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| You can simply verify the processes of Spark and Yarn are running well in Docker with below command. | ||
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| ``` | ||
| ps -ef | grep spark | ||
| ``` | ||
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| You can also check each application web UI for HDFS on `http://<hostname>:50070/`, YARN on `http://<hostname>:8088/cluster` and Spark on `http://<hostname>:8080/`. | ||
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| ### 4. Configure Spark interpreter in Zeppelin | ||
| Set following configurations to `conf/zeppelin-env.sh`. | ||
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| ``` | ||
| export MASTER=yarn-client | ||
| export HADOOP_CONF_DIR=[your_hadoop_conf_path] | ||
| export SPARK_HOME=[your_spark_home_path] | ||
| ``` | ||
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| `HADOOP_CONF_DIR`(Hadoop configuration path) is defined in `/scripts/docker/spark-cluster-managers/spark_yarn_cluster/hdfs_conf`. | ||
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| Don't forget to set Spark `master` as `yarn-client` in Zeppelin **Interpreters** setting page like below. | ||
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| <img src="../assets/themes/zeppelin/img/docs-img/zeppelin_yarn_conf.png" /> | ||
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| ### 5. Run Zeppelin with Spark interpreter | ||
| After running a single paragraph with Spark interpreter in Zeppelin, browse `http://<hostname>:8088/cluster/apps` and check Zeppelin application is running well or not. | ||
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| <img src="../assets/themes/zeppelin/img/docs-img/yarn_applications.png" /> | ||
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| # 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. | ||
| FROM centos:centos6 | ||
| MAINTAINER hsshim@nflabs.com | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. we generally don't put author or maintainer in source? |
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| ENV SPARK_PROFILE 1.6 | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. does this work with Spark 2.0? |
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| ENV SPARK_VERSION 1.6.1 | ||
| ENV HADOOP_PROFILE 2.3 | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. does this work with Hadoop 2.7? |
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| ENV HADOOP_VERSION 2.3.0 | ||
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| # Update the image with the latest packages | ||
| RUN yum update -y; yum clean all | ||
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| # Get utils | ||
| RUN yum install -y \ | ||
| wget \ | ||
| tar \ | ||
| curl \ | ||
| && \ | ||
| yum clean all | ||
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| # Remove old jdk | ||
| RUN yum remove java; yum remove jdk | ||
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| # install jdk7 | ||
| RUN yum install -y java-1.7.0-openjdk-devel | ||
| ENV JAVA_HOME /usr/lib/jvm/java | ||
| ENV PATH $PATH:$JAVA_HOME/bin | ||
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| # install hadoop | ||
| RUN yum install -y curl which tar sudo openssh-server openssh-clients rsync | ||
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| # hadoop | ||
| RUN curl -s https://archive.apache.org/dist/hadoop/core/hadoop-$HADOOP_VERSION/hadoop-$HADOOP_VERSION.tar.gz | tar -xz -C /usr/local/ | ||
| RUN cd /usr/local && ln -s ./hadoop-$HADOOP_VERSION hadoop | ||
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| ENV HADOOP_PREFIX /usr/local/hadoop | ||
| ENV HADOOP_COMMON_HOME /usr/local/hadoop | ||
| ENV HADOOP_HDFS_HOME /usr/local/hadoop | ||
| ENV HADOOP_MAPRED_HOME /usr/local/hadoop | ||
| ENV HADOOP_YARN_HOME /usr/local/hadoop | ||
| ENV HADOOP_CONF_DIR /usr/local/hadoop/etc/hadoop | ||
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| RUN sed -i '/^export JAVA_HOME/ s:.*:export JAVA_HOME=/usr/lib/jvm/jre-1.7.0-openjdk.x86_64\nexport HADOOP_PREFIX=/usr/local/hadoop\nexport HADOOP_HOME=/usr/local/hadoop\n:' $HADOOP_PREFIX/etc/hadoop/hadoop-env.sh | ||
| RUN sed -i '/^export HADOOP_CONF_DIR/ s:.*:export HADOOP_CONF_DIR=/usr/local/hadoop/etc/hadoop/:' $HADOOP_PREFIX/etc/hadoop/hadoop-env.sh | ||
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| RUN mkdir $HADOOP_PREFIX/input | ||
| RUN cp $HADOOP_PREFIX/etc/hadoop/*.xml $HADOOP_PREFIX/input | ||
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| # hadoop configurations | ||
| ADD hdfs_conf/core-site.xml $HADOOP_PREFIX/etc/hadoop/core-site.xml | ||
| ADD hdfs_conf/hdfs-site.xml $HADOOP_PREFIX/etc/hadoop/hdfs-site.xml | ||
| ADD hdfs_conf/mapred-site.xml $HADOOP_PREFIX/etc/hadoop/mapred-site.xml | ||
| ADD hdfs_conf/yarn-site.xml $HADOOP_PREFIX/etc/hadoop/yarn-site.xml | ||
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| RUN mkdir /data/ | ||
| RUN chmod 777 /data/ | ||
| RUN $HADOOP_PREFIX/bin/hdfs namenode -format | ||
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| RUN rm /usr/local/hadoop/lib/native/* | ||
| RUN curl -Ls http://dl.bintray.com/sequenceiq/sequenceiq-bin/hadoop-native-64.tar|tar -x -C /usr/local/hadoop/lib/native/ | ||
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| # install spark | ||
| #RUN curl -s https://www.apache.org/dist/spark/spark-1.6.1/spark-1.6.1-bin-hadoop2.3.tgz | tar -xz -C /usr/local/ | ||
| RUN curl -s http://archive.apache.org/dist/spark/spark-$SPARK_VERSION/spark-$SPARK_VERSION-bin-hadoop$HADOOP_PROFILE.tgz | tar -xz -C /usr/local/ | ||
| RUN cd /usr/local && ln -s spark-$SPARK_VERSION-bin-hadoop$HADOOP_PROFILE spark | ||
| ENV SPARK_HOME /usr/local/spark | ||
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| ENV YARN_CONF_DIR $HADOOP_PREFIX/etc/hadoop | ||
| ENV PATH $PATH:$SPARK_HOME/bin:$HADOOP_PREFIX/bin | ||
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| # passwordless ssh | ||
| RUN ssh-keygen -q -N "" -t dsa -f /etc/ssh/ssh_host_dsa_key | ||
| RUN ssh-keygen -q -N "" -t rsa -f /etc/ssh/ssh_host_rsa_key | ||
| RUN ssh-keygen -q -N "" -t rsa -f /root/.ssh/id_rsa | ||
| RUN cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys | ||
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| ADD ssh_config /root/.ssh/config | ||
| RUN chmod 600 /root/.ssh/config | ||
| RUN chown root:root /root/.ssh/config | ||
| RUN chmod +x /usr/local/hadoop/etc/hadoop/*-env.sh | ||
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| # update boot script | ||
| COPY entrypoint.sh /etc/entrypoint.sh | ||
| RUN chown root.root /etc/entrypoint.sh | ||
| RUN chmod 700 /etc/entrypoint.sh | ||
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| # Hdfs ports | ||
| EXPOSE 50010 50020 50070 50075 50090 | ||
| # Mapred ports | ||
| EXPOSE 9000 9001 | ||
| #Yarn ports | ||
| EXPOSE 8030 8031 8032 8033 8040 8042 8088 | ||
| #spark | ||
| EXPOSE 8080 7077 8888 8081 | ||
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| ENTRYPOINT ["/etc/entrypoint.sh"] | ||
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| #!/bin/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. | ||
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| echo 'hadoop' |passwd root --stdin | ||
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| : ${HADOOP_PREFIX:=/usr/local/hadoop} | ||
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| $HADOOP_PREFIX/etc/hadoop/hadoop-env.sh | ||
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| rm /tmp/*.pid | ||
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| # installing libraries if any - (resource urls added comma separated to the ACP system variable) | ||
| cd $HADOOP_PREFIX/share/hadoop/common ; for cp in ${ACP//,/ }; do echo == $cp; curl -LO $cp ; done; cd - | ||
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| cp $SPARK_HOME/conf/metrics.properties.template $SPARK_HOME/conf/metrics.properties | ||
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| # start hadoop | ||
| service sshd start | ||
| $HADOOP_PREFIX/sbin/start-dfs.sh | ||
| $HADOOP_PREFIX/sbin/start-yarn.sh | ||
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| $HADOOP_PREFIX/bin/hdfs dfsadmin -safemode leave && $HADOOP_PREFIX/bin/hdfs dfs -put $SPARK_HOME-1.6.1-bin-hadoop2.3/lib /spark | ||
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| # start spark | ||
| export SPARK_MASTER_OPTS="-Dspark.driver.port=7001 -Dspark.fileserver.port=7002 | ||
| -Dspark.broadcast.port=7003 -Dspark.replClassServer.port=7004 | ||
| -Dspark.blockManager.port=7005 -Dspark.executor.port=7006 | ||
| -Dspark.ui.port=4040 -Dspark.broadcast.factory=org.apache.spark.broadcast.HttpBroadcastFactory" | ||
| export SPARK_WORKER_OPTS="-Dspark.driver.port=7001 -Dspark.fileserver.port=7002 | ||
| -Dspark.broadcast.port=7003 -Dspark.replClassServer.port=7004 | ||
| -Dspark.blockManager.port=7005 -Dspark.executor.port=7006 | ||
| -Dspark.ui.port=4040 -Dspark.broadcast.factory=org.apache.spark.broadcast.HttpBroadcastFactory" | ||
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| export SPARK_MASTER_PORT=7077 | ||
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| cd /usr/local/spark/sbin | ||
| ./start-master.sh | ||
| ./start-slave.sh spark://`hostname`:$SPARK_MASTER_PORT | ||
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| CMD=${1:-"exit 0"} | ||
| if [[ "$CMD" == "-d" ]]; | ||
| then | ||
| service sshd stop | ||
| /usr/sbin/sshd -D -d | ||
| else | ||
| /bin/bash -c "$*" | ||
| fi | ||
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| <!-- | ||
| 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 | ||
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| http://www.apache.org/licenses/LICENSE-2.0 | ||
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| 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. | ||
| --> | ||
| <configuration> | ||
| <property> | ||
| <name>fs.defaultFS</name> | ||
| <value>hdfs://0.0.0.0:9000</value> | ||
| </property> | ||
| </configuration> |
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| @@ -0,0 +1,78 @@ | ||
| <!-- | ||
| 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 | ||
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| http://www.apache.org/licenses/LICENSE-2.0 | ||
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| 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. | ||
| --> | ||
| <configuration> | ||
| <property> | ||
| <name>dfs.replication</name> | ||
| <value>1</value> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.data.dir</name> | ||
| <value>/data/hdfs</value> | ||
| <final>true</final> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.permissions</name> | ||
| <value>false</value> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.client.use.datanode.hostname</name> | ||
| <value>true</value> | ||
| <description>Whether clients should use datanode hostnames when | ||
| connecting to datanodes. | ||
| </description> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.datanode.use.datanode.hostname</name> | ||
| <value>true</value> | ||
| <description>Whether datanodes should use datanode hostnames when | ||
| connecting to other datanodes for data transfer. | ||
| </description> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.datanode.address</name> | ||
| <value>0.0.0.0:50010</value> | ||
| <description> | ||
| The address where the datanode server will listen to. | ||
| If the port is 0 then the server will start on a free port. | ||
| </description> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.datanode.http.address</name> | ||
| <value>0.0.0.0:50075</value> | ||
| <description> | ||
| The datanode http server address and port. | ||
| If the port is 0 then the server will start on a free port. | ||
| </description> | ||
| </property> | ||
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| <property> | ||
| <name>dfs.datanode.ipc.address</name> | ||
| <value>0.0.0.0:50020</value> | ||
| <description> | ||
| The datanode ipc server address and port. | ||
| If the port is 0 then the server will start on a free port. | ||
| </description> | ||
| </property> | ||
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| </configuration> | ||
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probably will be a good idea to all cap
YARNhttp://spark.apache.org/docs/latest/running-on-yarn.html