最近上手Spark相关的项目,实践过程中遇到的几个问题,来此记录下。
1.引入maven包
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-core_2.11</artifactId>
<version>2.3.0</version>
</dependency>
<dependency>
<groupId>org.apache.spark</groupId>
<artifactId>spark-sql_2.11</artifactId>
<version>2.3.0</version>
</dependency>
2.给定一串表头,建立空的dataFrame
public static void main(String[] args) {
SparkSession sparkSession = SparkSession.builder().appName("Test").master("local")
.config("spark.sql.inMemoryColumnarStorage.compressed", "true").getOrCreate();
//给定一串表头
String colstr = "编号,姓名,性别,年龄";
//以,分割
String[] cols = colstr.split(",");
List<StructField> fields = new ArrayList<>();
for (String fieldName : cols) {
//创建StructField,因不知其类型,默认转为字符型
StructField field = DataTypes.createStructField(fieldName, DataTypes.StringType, true);
fields.add(field);
}
//创建StructType
StructType schema = DataTypes.createStructType(fields);
List<Row> rows = new ArrayList<>();
//创建只包含schema的Dataset
Dataset<Row> data = sparkSession.createDataFrame(rows, schema);
data.show();
}