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update spark
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spark/2.2.1-yarn/Dockerfile
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26
spark/2.2.1-yarn/Dockerfile
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FROM newnius/hadoop:2.8.1
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MAINTAINER Newnius <newnius.cn@gmail.com>
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RUN wget http://mirrors.ocf.berkeley.edu/apache/spark/spark-2.2.1/spark-2.2.1-bin-hadoop2.7.tgz && \
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tar -xvf spark-2.2.1-bin-hadoop2.7.tgz -C /usr/local && \
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rm spark-2.2.1-bin-hadoop2.7.tgz
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RUN ln -s /usr/local/spark-2.2.1-bin-hadoop2.7 /usr/local/spark
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ENV SPARK_HOME /usr/local/spark
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ENV PATH $PATH:$SPARK_HOME/bin
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# Default Conf Files
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ADD core-site.xml $HADOOP_HOME/etc/hadoop/core-site.xml
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ADD hdfs-site.xml $HADOOP_HOME/etc/hadoop/hdfs-site.xml
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ADD mapred-site.xml $HADOOP_HOME/etc/hadoop/mapred-site.xml
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ADD yarn-site.xml $HADOOP_HOME/etc/hadoop/yarn-site.xml
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ADD slaves $HADOOP_HOME/etc/hadoop/slaves
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ADD bootstrap.sh /etc/bootstrap-spark.sh
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WORKDIR /usr/local/spark
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CMD ["/etc/bootstrap-spark.sh", "-d"]
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## Create a spark cluster in swarm mode
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`--hostname` needs 1.13 or higher
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```bash
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docker service create \
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--name spark-master \
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6
spark/2.2.1-yarn/bootstrap.sh
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spark/2.2.1-yarn/bootstrap.sh
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#! /bin/bash
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# replace config
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cp /mnt/config/spark/* $SPARK_HOME/conf
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bash -c "/etc/bootstrap.sh -d"
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FROM newnius/hadoop:2.8.1
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FROM alpine:3.8
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MAINTAINER Newnius <newnius.cn@gmail.com>
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RUN wget http://mirrors.ocf.berkeley.edu/apache/spark/spark-2.2.1/spark-2.2.1-bin-hadoop2.7.tgz && \
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tar -xvf spark-2.2.1-bin-hadoop2.7.tgz -C /usr/local && \
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rm spark-2.2.1-bin-hadoop2.7.tgz
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USER root
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RUN ln -s /usr/local/spark-2.2.1-bin-hadoop2.7 /usr/local/spark
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# Prerequisites
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RUN apk add --no-cache openssh openssl openjdk8-jre rsync bash procps coreutils
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ENV JAVA_HOME /usr/lib/jvm/java-1.8-openjdk
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ENV PATH $PATH:$JAVA_HOME/bin
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ENV SPARK_VER 2.2.1
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RUN wget https://archive.apache.org/dist/spark/spark-$SPARK_VER/spark-$SPARK_VER-bin-hadoop2.7.tgz && \
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tar -xvf spark-$SPARK_VER-bin-hadoop2.7.tgz -C /usr/local && \
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rm spark-$SPARK_VER-bin-hadoop2.7.tgz
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RUN ln -s /usr/local/spark-$SPARK_VER-bin-hadoop2.7 /usr/local/spark
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ENV SPARK_HOME /usr/local/spark
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ENV PATH $PATH:$SPARK_HOME/bin
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# Default Conf Files
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ADD core-site.xml $HADOOP_HOME/etc/hadoop/core-site.xml
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ADD hdfs-site.xml $HADOOP_HOME/etc/hadoop/hdfs-site.xml
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ADD mapred-site.xml $HADOOP_HOME/etc/hadoop/mapred-site.xml
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ADD yarn-site.xml $HADOOP_HOME/etc/hadoop/yarn-site.xml
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ADD slaves $HADOOP_HOME/etc/hadoop/slaves
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ADD bootstrap.sh /etc/bootstrap-spark.sh
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ADD bootstrap.sh /etc/bootstrap.sh
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WORKDIR /usr/local/spark
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CMD ["/etc/bootstrap-spark.sh", "-d"]
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ENTRYPOINT ["/etc/bootstrap.sh"]
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# Spark on yarn
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# Deploy Spark Cluster of standalone mode
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## Create a spark cluster in swarm mode
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`--hostname` needs 1.13 or higher
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## Master
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```bash
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docker service create \
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--name spark-master \
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--hostname spark-master \
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--detach true \
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--network swarm-net \
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--replicas 1 \
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--endpoint-mode dnsrr \
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newnius/spark:2.2.1
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--name spark-master \
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--hostname spark-master \
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--network swarm-net \
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--replicas 1 \
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--detach true \
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--endpoint-mode dnsrr \
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newnius/spark:2.2.1 master
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```
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## Slaves
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```bash
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docker service create \
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--name spark-slave1 \
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--hostname spark-slave1 \
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--detach true \
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--network swarm-net \
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--replicas 1 \
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--endpoint-mode dnsrr \
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newnius/spark:2.2.1
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--name spark-slave \
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--network swarm-net \
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--replicas 5 \
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--detach true \
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--endpoint-mode dnsrr \
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newnius/spark:2.2.1 slave spark://spark-master:7077
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```
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```bash
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docker service create \
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--name spark-slave2 \
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--hostname spark-slave2 \
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--detach true \
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--network swarm-net \
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--replicas 1 \
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--endpoint-mode dnsrr \
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newnius/spark:2.2.1
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```
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## Validate installation
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## Init && Test
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#### spark-submit PI
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In the first deploy, format hdfs
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### Stop HDFS (in master)
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```bash
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sbin/stop-dfs.sh
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```
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### Format HDFS (in master)
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```
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bin/hadoop namenode -format
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```
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### Start HDFS (in master)
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```bash
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sbin/start-dfs.sh
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```
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### Run Hello World
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```bash
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spark-submit \
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--master yarn \
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--master spark://spark-master:7077 \
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--deploy-mode cluster \
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--class org.apache.spark.examples.JavaSparkPi \
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./examples/jars/spark-examples_2.11-2.2.1.jar 100
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```
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### UI
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#### spark-shell HDFS wordcount
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YARN: spark-master:8088
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Enter `spark-shell --master spark://spark-master:7077` to enter shell.
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HDFS: spark-master:50070
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```shell
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val lines = sc.textFile("hdfs://hadoop-master:8020/user/root/input")
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_Proxy needed, e.g. [newnius/docker-proxy](https://hub.docker.com/r/newnius/docker-proxy/)_
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val words = lines.flatMap(_.split("\\s+"))
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## customized config
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val wc = words.map(word => (word, 1)).reduceByKey(_ + _)
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```bash
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docker service create \
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--name spark-master \
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--hostname spark-master \
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--detach=true \
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--network swarm-net \
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--replicas 1 \
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--mount type=bind,source=/mnt/data/spark/hdfs/master,target=/tmp/hadoop-root \
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--mount type=bind,source=/mnt/data/spark/logs/master,target=/usr/local/hadoop/logs \
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--mount type=bind,source=/mnt/data/spark/config/hadoop,target=/mnt/config/hadoop \
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--mount type=bind,source=/mnt/data/spark/config/spark,target=/mnt/config/spark \
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--endpoint-mode dnsrr \
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newnius/spark:2.2.1
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wc.collect()
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val cnt = words.map(word => 1).reduce(_ + _)
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```
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You dont't need to put all files in dir, only add files to be replaced.
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## Browse the web UI
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You can expose the ports in the script, but I'd rather not since the slaves shoule occupy the same ports.
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To access the web UI, deploy another (socks5) proxy to route the traffic.
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If you don't one, try [newnius/docker-proxy](https://hub.docker.com/r/newnius/docker-proxy/), it is rather easy to use.
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Visit [spark-master:8080](http://spark-master:8080) to view the cluster.
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#! /bin/bash
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# replace config
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cp /mnt/config/spark/* $SPARK_HOME/conf
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if [[ $1 == "master" ]]; then
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/usr/local/spark/sbin/start-master.sh
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fi
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bash -c "/etc/bootstrap.sh -d"
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if [[ $1 == "slave" ]]; then
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/usr/local/spark/sbin/start-slave.sh $2
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fi
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while true; do sleep 1000; done
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@ -1,30 +0,0 @@
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FROM alpine:3.8
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MAINTAINER Newnius <newnius.cn@gmail.com>
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USER root
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# Prerequisites
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RUN apk add --no-cache openssh openssl openjdk8-jre rsync bash procps coreutils
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ENV JAVA_HOME /usr/lib/jvm/java-1.8-openjdk
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ENV PATH $PATH:$JAVA_HOME/bin
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ENV SPARK_VER 2.2.1
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RUN wget https://archive.apache.org/dist/spark/spark-$SPARK_VER/spark-$SPARK_VER-bin-hadoop2.7.tgz && \
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tar -xvf spark-$SPARK_VER-bin-hadoop2.7.tgz -C /usr/local && \
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rm spark-$SPARK_VER-bin-hadoop2.7.tgz
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RUN ln -s /usr/local/spark-$SPARK_VER-bin-hadoop2.7 /usr/local/spark
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ENV SPARK_HOME /usr/local/spark
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ENV PATH $PATH:$SPARK_HOME/bin
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ADD bootstrap.sh /etc/bootstrap.sh
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WORKDIR /usr/local/spark
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ENTRYPOINT ["/etc/bootstrap.sh"]
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#! /bin/bash
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if [[ $1 == "master" ]]; then
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/usr/local/spark/sbin/start_master.sh
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fi
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if [[ $1 == "slave" ]]; then
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/usr/local/spark/sbin/start_slave.sh $2
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fi
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while true; do sleep 1000; done
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