I am trying to use aws multipart upload using aws SDK and spark and file size is around 14GB but getting out of memory error. Its giving error at this line - val bytes: Array[Byte] = IOUtils.toByteArray(is)
I have tried to bump up driver memory and executor memory to 100 G and tried few other spark optimizations.
Below is the code I am trying with :-
val tm = TransferManagerBuilder.standard.withS3Client(s3Client).build
val fs = FileSystem.get(new Configuration())
val filePath = new Path(hdfsFilePath)
val is:InputStream = fs.open(filePath)
val om = new ObjectMetadata()
val bytes: Array[Byte] = IOUtils.toByteArray(is)
om.setContentLength(bytes.length)
val byteArrayInputStream: ByteArrayInputStream = new ByteArrayInputStream(bytes)
val request = new PutObjectRequest(bucketName, keyName, byteArrayInputStream, om).withSSEAwsKeyManagementParams(new SSEAwsKeyManagementParams(kmsKey)).withCannedAcl(CannedAccessControlList.BucketOwnerFullControl)
val upload = tm.upload(request)
And this is the Exception I am getting :-
java.lang.OutOfMemoryError
at java.io.ByteArrayOutputStream.hugeCapacity(ByteArrayOutputStream.java:123)
at java.io.ByteArrayOutputStream.grow(ByteArrayOutputStream.java:117)
at java.io.ByteArrayOutputStream.ensureCapacity(ByteArrayOutputStream.java:93)
at java.io.ByteArrayOutputStream.write(ByteArrayOutputStream.java:153)
at com.amazonaws.util.IOUtils.toByteArray(IOUtils.java:45)