无法从Java Dataset for Spark中的AWS S3读取数据

时间:2018-09-26 21:44:26

标签: java apache-spark intellij-idea amazon-s3

我正在尝试将Java数据从AWS s3读取到Java中的数据集/ rdd,但得到Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/hadoop/fs/StreamCapabilities。我在IntelliJ上用Java运行Spark代码,因此在pom.xml中也添加了Hadoop依赖项

下面是我的代码和pom.xml文件。

import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.sql.SparkSession;
import org.apache.spark.api.java.JavaSparkContext;

public class SparkJava {

    public static void main(String[] args){

        SparkSession spark  = SparkSession
                .builder()
                .master("local")
                .config("spark.hadoop.fs.s3a.impl", "org.apache.hadoop.fs.s3a.S3AFileSystem")                  .config("spark.hadoop.mapreduce.fileoutputcommitter.algorithm.version", "2")
                .config("fs.s3n.awsAccessKeyId", AWS_KEY)
                .config("fs.s3n.awsSecretAccessKey", AWS_SECRET_KEY)
                .getOrCreate();

        JavaSparkContext sc = new JavaSparkContext(spark.sparkContext());
        String input_path = "s3a://bucket/2018/07/28/zqa.parquet";
        Dataset<Row> dF = spark.read().load(input_path); // THIS LINE CAUSES ERROR

    }
}

这是pom.xml中的依赖项

<dependencies>
    <dependency>
        <groupId>org.apache.spark</groupId>
        <artifactId>spark-core_2.11</artifactId>
        <version>2.3.1</version>
    </dependency>
    <dependency>
        <groupId>org.apache.spark</groupId>
        <artifactId>spark-sql_2.11</artifactId>
        <version>2.3.1</version>
    </dependency>
    <dependency>
        <groupId>org.apache.hadoop</groupId>
        <artifactId>hadoop-aws</artifactId>
        <version>3.1.1</version>
    </dependency>
    <dependency>
        <groupId>org.apache.hadoop</groupId>
        <artifactId>hadoop-hdfs</artifactId>
        <version>3.1.1</version>
    </dependency>
</dependencies>

任何帮助将不胜感激。预先感谢!

1 个答案:

答案 0 :(得分:1)

通过添加以下依赖项来解决此问题:

<dependency>
    <groupId>org.apache.hadoop</groupId>
    <artifactId>hadoop-common</artifactId>
    <version>3.1.1</version>
</dependency>