spark读取oss数据写入另一个oss 使用scala实现
时间: 2024-05-25 07:05:49 浏览: 251
spark+scala学习
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以下是使用Scala实现Spark读取OSS数据并写入另一个OSS的示例代码:
```scala
import org.apache.spark.SparkConf
import org.apache.spark.SparkContext
import org.apache.spark.rdd.RDD
import org.apache.spark.sql.SparkSession
import org.apache.hadoop.fs.FileSystem
import org.apache.hadoop.fs.Path
import com.aliyun.oss.OSSClient
import com.aliyun.oss.model.ObjectMetadata
import com.aliyun.oss.model.PutObjectResult
object OSSReadWriteExample {
def main(args: Array[String]): Unit = {
val accessKeyId = "your-access-key-id"
val accessKeySecret = "your-access-key-secret"
val endpoint = "your-oss-endpoint"
val inputBucketName = "your-input-bucket-name"
val outputBucketName = "your-output-bucket-name"
val inputPath = "your-input-file-path"
val outputPath = "your-output-file-path"
// Create SparkSession
val sparkConf = new SparkConf().setAppName("OSS Read Write Example")
val spark = SparkSession.builder().config(sparkConf).getOrCreate()
// Read data from OSS
val inputData = spark.read.textFile(s"oss://${inputBucketName}.${endpoint}/${inputPath}")
// Process data
val processedData = inputData.map(line => line.toUpperCase())
// Write data to OSS
val ossClient = new OSSClient(endpoint, accessKeyId, accessKeySecret)
val outputObjectMetadata = new ObjectMetadata()
outputObjectMetadata.setContentLength(processedData.toString().length)
val outputObject = new PutObjectResult()
val outputStream = processedData.map(line => line + "\n").map(_.getBytes("UTF-8")).collect().flatten
ossClient.putObject(outputBucketName, outputPath, new java.io.ByteArrayInputStream(outputStream), outputObjectMetadata)
// Close OSS client and SparkSession
ossClient.shutdown()
spark.close()
}
}
```
在代码中,首先设置了OSS的访问凭证、OSS的Endpoint、输入和输出的Bucket名称、输入和输出的文件路径。然后创建了一个SparkSession,读取了输入文件中的数据,对数据进行处理,最后将处理后的结果写入到输出文件中。在写入数据到OSS时,使用了阿里云Java SDK提供的OSSClient类,创建了一个OSS客户端,通过putObject方法将数据写入到指定的OSS Bucket和文件路径中。最后关闭了OSS客户端和SparkSession。
需要注意的是,使用阿里云Java SDK时需要将对应的jar包添加到项目中,例如:
```xml
<dependency>
<groupId>com.aliyun.oss</groupId>
<artifactId>aliyun-sdk-oss</artifactId>
<version>3.11.0</version>
</dependency>
```
同时,需要在pom.xml中添加OSS Maven仓库的配置:
```xml
<repositories>
<repository>
<id>oss-aliyun</id>
<url>http://maven.aliyun.com/nexus/content/groups/public/</url>
</repository>
</repositories>
```
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