Run Jupyter Notebook on Spark

We were looking solution for providing pyspark notebook for analyst. The below steps provide a virtual environment and local spark.

mkdir project-folder
cd project-folder
mkvirtualenv notebook
pip install jupyter

Check if browser opens the notebook using below command:

jupyter notebook

Quit the terminal by Cntrl + c, y.

For enabling the spark in notebook, Add below to .bashrc or .bash_profile

export PYSPARK_DRIVER_PYTHON=jupyter

export PYSPARK_DRIVER_PYTHON_OPTS=notebook

I have already downloaded the spark tar and untar it in the /Users/ashokagarwal/devtools/.

Now open the terminal and run below command:

/Users/ashokagarwal/devtools/spark/bin/pyspark

This will open a browser. Choose new -> python 2.

spark.sparkContext.parallelize(range(10)).count()

df = spark.sql('''select 'spark' as hello ''')
df.show()

Spark Scala Uber Jar using Maven

We were working on some project. The code was already in java and build tool was maven. I was looking around for creating Uber Jar which can work with spark-submit easily.

spark-submit --class demo.HW --master yarn --deploy-mode cluster /home/hadoop/jars/spark-grep-jar-with-dependencies.jar

OR

spark-submit --class demo.HW --master yarn --deploy-mode cluster /home/hadoop/jars/spark-grep.jar

The above jars are created using the below pom.xml

<project xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://maven.apache.org/POM/4.0.0"         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/maven-v4_0_0.xsd">
    <modelVersion>4.0.0</modelVersion>
    <groupId>my.org</groupId>
    <artifactId>spark-grep</artifactId>
    <version>1.0-SNAPSHOT</version>

    <properties>
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <jdk.version>1.8</jdk.version>
        <spark.version>2.2.0</spark.version>
    </properties>

    <dependencies>
        <dependency>
            <groupId>org.apache.spark</groupId>
            <artifactId>spark-core_2.11</artifactId>
            <version>${spark.version}</version>
        </dependency>
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-library</artifactId>
            <version>2.11.8</version>
        </dependency>

        <dependency>
            <groupId>org.apache.spark</groupId>
            <artifactId>spark-sql_2.11</artifactId>
            <version>${spark.version}</version>
        </dependency>
    </dependencies>
    <build>
        <finalName>${project.artifactId}</finalName>
        <plugins>
            <plugin>
                <artifactId>maven-compiler-plugin</artifactId>
                <version>3.1</version>
                <configuration>
                    <source>${jdk.version}</source>
                    <target>${jdk.version}</target>
                </configuration>
            </plugin>
        </plugins>
    </build>
    <profiles>
        <profile>
            <id>shade</id>
            <activation>
                <activeByDefault>false</activeByDefault>
            </activation>
            <build>
                <plugins>
                    <plugin>
                        <groupId>org.scala-tools</groupId>
                        <artifactId>maven-scala-plugin</artifactId>
                        <version>2.15.2</version>
                        <executions>
                            <execution>
                                <goals>
                                    <goal>compile</goal>
                                </goals>
                            </execution>
                        </executions>
                    </plugin>
                    <plugin>
                        <groupId>org.apache.maven.plugins</groupId>
                        <artifactId>maven-shade-plugin</artifactId>
                        <version>2.3</version>
                        <executions>
                            <execution>
                                <phase>package</phase>
                                <goals>
                                    <goal>shade</goal>
                                </goals>
                            </execution>
                        </executions>
                        <configuration>
                            <filters>
                                <filter>
                                    <artifact>*:*</artifact>
                                    <excludes>
                                        <exclude>META-INF/*.SF</exclude>
                                        <exclude>META-INF/*.DSA</exclude>
                                        <exclude>META-INF/*.RSA</exclude>
                                    </excludes>
                                </filter>
                            </filters>
                        </configuration>
                    </plugin>
                </plugins>
            </build>
        </profile>
        <profile>
            <id>assembly</id>
            <activation>
                <activeByDefault>false</activeByDefault>
            </activation>
            <build>
                <plugins>
                    <plugin>
                        <groupId>org.scala-tools</groupId>
                        <artifactId>maven-scala-plugin</artifactId>
                        <version>2.15.2</version>
                        <executions>
                            <execution>
                                <goals>
                                    <goal>compile</goal>
                                </goals>
                            </execution>
                        </executions>
                    </plugin>
                    <plugin>
                        <artifactId>maven-assembly-plugin</artifactId>
                        <configuration>
                            <descriptorRefs>
                                <descriptorRef>jar-with-dependencies</descriptorRef>
                            </descriptorRefs>
                        </configuration>
                        <executions>
                            <execution>
                                <id>make-assembly</id>
                                <phase>package</phase>
                                <goals>
                                    <goal>single</goal>
                                </goals>
                            </execution>
                        </executions>
                    </plugin>
                </plugins>
            </build>
        </profile>
    </profiles>
</project>

There are two profiles using maven-assembly-plugin and maven-shade-plugin.

mvn clean package -Passembly

This will generate a jar file with suffix: jar-with-dependencies.jar. Like - spark-grep-jar-with-dependencies.jar

mvn clean package -Pshade

This will create jar file like spark-grep.jar.

Copy the jar file to the cluster and run using spark-submit.

Happy Coding