1. RDD
1.1 RDD的定义
RDD:resilient distributed dataset 弹性分布式数据集
- dataset:数据封装到集合中
- distributed:分布式存储数据
- resilient:数据优先存储在内存中,如果内存空间不足,再溢写到磁盘中
1.2 RDD的特点
- 分布式存储:数据分区
- 内存优先:内存 > 磁盘
- 数据可靠性:血统机制
2 编程细节
2.2 编程规范
- 类名:大写字母开头
- 字段名/成员名:小写字母开头
2.3 快捷键
- 格式化代码:ctrl+alt+L
- 自动补齐代码:ctrl+J
- 注释代码:ctrl+/
2.1 构建工程步骤
- 新建空项目(New-Project)
- 新建模块(New-Module-Maven)
- 配置pom.xml文件
在已有内容的中间中插入以下内容,其中关于spark.version和scala.version视情况指定。
<properties>
<spark.version>2.4.5</spark.version>
<scala.version>2.11</scala.version>
</properties>
<repositories>
<repository>
<id>nexus-aliyun</id>
<name>Nexus aliyun</name>
<url>http://maven.aliyun.com/nexus/content/groups/public</url>
</repository>
</repositories>
<dependencies>
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-core_${scala.version}</artifactId>
<version>${spark.version}</version>
</dependency>
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-streaming_${scala.version}</artifactId>
<version>${spark.version}</version>
</dependency>
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-sql_${scala.version}</artifactId>
<version>${spark.version}</version>
</dependency>
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-hive_${scala.version}</artifactId>
<version>${spark.version}</version>
</dependency>
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-mllib_${scala.version}</artifactId>
<version>${spark.version}</version>
</dependency>
</dependencies>
<build>
<plugins>
<plugin>
<groupId>org.scala-tools</groupId>
<artifactId>maven-scala-plugin</artifactId>
<version>2.15.2</version>
<executions>
<execution>
<goals>
<goal>compile</goal>
<goal>testCompile</goal>
</goals>
</execution>
</executions>
</plugin>
<plugin>
<artifactId>maven-compiler-plugin</artifactId>
<version>3.6.0</version>
<configuration>
<source>1.8</source>
<target>1.8</target>
</configuration>
</plugin>
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-surefire-plugin</artifactId>
<version>2.19</version>
<configuration>
<skip>true</skip>
</configuration>
</plugin>
</plugins>
</build>
- 构建工程目录结构
- 创建包(Package)
- 创建代码文件