1.配置环境说明
spark:5台zybo板,192.168.1.1master,其它4台为slave
hadoop:192.168.1.1(外接SanDisk )
2.单节点hadoop测试:
如果出现内存不足情况如下:
查看当前虚拟内存容量:
free -m
cd /mnt
mkdir swap
cd swap/
创建一个swap文件
dd if=/dev/zero of=swapfile bs=1024 count=1000000
把生成的文件转换成swap文件
mkswap swapfile
激活swap文件
swapon swapfile
free -m
通过测试:
3.spark + hadoop 测试
SPARK_MASTER_IP=192.168.1.1 ./sbin/start-all.sh
MASTER=spark://192.168.1.1:7077 ./bin/pyspark
file = sc.textFile("hdfs://192.168.1.1:9000/in/file")
counts = file.flatMap(lambda line: line.split(" ")) \
.map(lambda word: (word, 1)) \
.reduceByKey(lambda a, b: a + b)
counts.saveAsTextFile("hdfs://192.168.1.1:9000/out/mycount")
counts.saveAsTextFile("/mnt/mycount")
counts.collect()
counts.collect()
错误1:
java.net.ConnectException: Call From zynq/192.168.1.1 to spark1:8020 failed on connection exception: java.net.ConnectException: Connection refused; For more details see: http://wiki.apache.org/hadoop/ConnectionRefused
这是由于我们用root启动hadoop,而spark要远程操作hadoop系统,没有权限引起的
解决:如果是测试环境,可以取消hadoop hdfs的用户权限检查。打开etc/hadoop/hdfs-site.xml,找到dfs.permissions属性修改为false(默认为true)OK了。
<property>
<name>dfs.permissions</name>
<value>false</value>
</property>
4.附:我的配置文件
go.sh:
#! /bin/sh - mount /dev/sda1 /mnt/ cd /mnt/swap/ swapon swapfile free -m cd /root/hadoop-2.4.0/ sbin/hadoop-daemon.sh start namenode sbin/hadoop-daemon.sh start datanode sbin/hadoop-daemon.sh start secondarynamenode sbin/yarn-daemon.sh start resourcemanager sbin/yarn-daemon.sh start nodemanager sbin/mr-jobhistory-daemon.sh start historyserver jps while [ `netstat -ntlp | grep 9000` -eq `echo` ] do sleep 1 done netstat -ntlp echo hadoop start successfully cd /root/spark-0.9.1-bin-hadoop2 SPARK_MASTER_IP=192.168.1.1 ./sbin/start-all.sh jps while [ `netstat -ntlp | grep 7077` -eq `echo` ] do sleep 1 done netstat -ntlp echo spark start successfully
/etc/hosts
#127.0.0.1 localhost zynq 192.168.1.1 spark1 localhost zynq #192.168.1.1 spark1 192.168.1.2 spark2 192.168.1.3 spark3 192.168.1.4 spark4 192.168.1.5 spark5 192.168.1.100 sparkMaster #::1 localhost ip6-localhost ip6-loopback
/etc/profile
export PATH=/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:$PATH export JAVA_HOME=/usr/lib/jdk1.7.0_55 export JRE_HOME=${JAVA_HOME}/jre export CLASSPATH=.:$JAVA_HOME/lib/tools.jar export PATH=$JAVA_HOME/bin:$PATH export HADOOP_HOME=/root/hadoop-2.4.0 export PATH=$PATH:$HADOOP_HOME/bin export HADOOP_COMMON_LIB_NATIVE_DIR=$HADOOP_HOME/lib/native export HADOOP_OPTS="-Djava.library.path=$HADOOP_HOME/lib/native" export HADOOP_MAPRED_HOME=$HADOOP_HOME export HADOOP_COMMON_HOME=$HADOOP_HOME export HADOOP_HDFS_HOME=$HADOOP_HOME export YARN_HOME=$HADOOP_HOME export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop ifconfig eth2 hw ether 00:0a:35:00:01:01 ifconfig eth2 192.168.1.1/24 up
HADOOP_HOME/etc/hadoop/yarn-site.xml
<configuration> <property> <name>yarn.nodemanager.aux-services</name> <value>mapreduce_shuffle</value> </property> <property> <name>yarn.nodemanager.aux-services.mapreduce_shuffle.class</name> <value>org.apache.hadoop.mapred.ShuffleHandler</value> </property> </configuration>
HADOOP_HOME/etc/hadoop/core-site.xml
<configuration> <property> <name>fs.default.name</name> <value>hdfs://localhost:9000</value> </property> <property> <name>hadoop.tmp.dir</name> <value>/mnt/hadoop/tmp</value> </property> </configuration>
HADOOP_HOME/etc/hadoop/hdfs-site.xml
<configuration> <property> <name>dfs.replication</name> <value>1</value> </property> <property> <name>dfs.permissions</name> <value>false</value> </property> <property> <name>dfs.namenode.rpc-address</name> <value>192.168.1.1:9000</value> </property> <property> <name>dfs.datanode.data.dir</name> <value>/mnt/datanode</value> </property> <property> <name>dfs.namenode.name.dir</name> <value>/mnt/namenode</value> </property> </configuration>
done
Learn ZYNQ(10) – zybo cluster word count