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SparkConnectorCSV.java
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/*
* Copyright 2016-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved.
* SPDX-License-Identifier: MIT-0
*/
import com.amazonaws.auth.DefaultAWSCredentialsProviderChain;
import com.amazonaws.regions.DefaultAwsRegionProviderChain;
import com.amazonaws.services.s3.AmazonS3;
import com.amazonaws.services.s3.AmazonS3Client;
import com.amazonaws.services.s3.model.GetObjectRequest;
import com.amazonaws.services.s3.model.S3Object;
import org.apache.spark.sql.SaveMode;
import org.apache.spark.sql.catalyst.InternalRow;
import org.apache.spark.sql.catalyst.expressions.GenericInternalRow;
import org.apache.spark.sql.sources.v2.DataSourceV2;
import org.apache.spark.sql.sources.v2.DataSourceOptions;
import org.apache.spark.sql.sources.v2.ReadSupport;
import org.apache.spark.sql.sources.v2.WriteSupport;
import org.apache.spark.sql.sources.v2.reader.InputPartitionReader;
import org.apache.spark.sql.sources.v2.reader.InputPartition;
import org.apache.spark.sql.sources.v2.reader.DataSourceReader;
import org.apache.spark.sql.sources.v2.writer.DataSourceWriter;
import org.apache.spark.sql.sources.v2.writer.DataWriter;
import org.apache.spark.sql.sources.v2.writer.DataWriterFactory;
import org.apache.spark.sql.sources.v2.writer.WriterCommitMessage;
import org.apache.spark.sql.types.StructType;
import org.apache.spark.unsafe.types.UTF8String;
import java.io.BufferedReader;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.List;
import java.util.Optional;
/**
* A simple Spark DataSource V2 reads from s3 csv files.
*/
public class SparkConnectorCSV implements DataSourceV2, ReadSupport, WriteSupport {
@Override
public DataSourceReader createReader(DataSourceOptions options) {
return new Reader(options);
}
@Override
public Optional<DataSourceWriter> createWriter(
String writeUUID, StructType schema, SaveMode mode, DataSourceOptions options) {
return Optional.of(new Writer(options));
}
}
class Reader implements DataSourceReader {
// Assuming the csv files to be read has a fixed schema on premise with two integer columns name, id.
private final StructType schema = new StructType()
.add("name", "string")
.add("id", "int");
private String bucket, path;
Reader(DataSourceOptions options) {
bucket = options.get("bucket").get();
path = options.get("path").get();
}
@Override
public StructType readSchema() {
return schema;
}
@Override
public List<InputPartition<InternalRow>> planInputPartitions() {
// parallel reading with simple partition planning - each partition read a specific csv file.
return java.util.Arrays.asList(
new JavaSimpleInputPartition(1, bucket, path),
new JavaSimpleInputPartition(2, bucket, path));
}
}
class JavaSimpleInputPartition implements InputPartition<InternalRow> {
private int fileId;
private String bucket, path;
JavaSimpleInputPartition(int fileId, String bucket, String path) {
this.fileId = fileId;
this.bucket = bucket;
this.path = path;
}
@Override
public InputPartitionReader<InternalRow> createPartitionReader() {
return new JavaSimpleInputPartitionReader(fileId, bucket, path);
}
}
class JavaSimpleInputPartitionReader implements InputPartitionReader<InternalRow> {
BufferedReader reader;
String line = null;
JavaSimpleInputPartitionReader(int filedId, String bucket, String path) {
AmazonS3 s3Client = AmazonS3Client.builder()
.withCredentials(new DefaultAWSCredentialsProviderChain())
.withRegion(new DefaultAwsRegionProviderChain().getRegion())
.withForceGlobalBucketAccessEnabled(true)
.build();
S3Object s3Object = s3Client
.getObject(new GetObjectRequest(bucket, String.format("%s%s.csv", path, filedId)));
reader = new BufferedReader(new InputStreamReader(s3Object.getObjectContent()));
}
@Override
public boolean next() {
try {
line = reader.readLine();
return line != null;
} catch(IOException e) {
throw new RuntimeException(e);
}
}
@Override
public InternalRow get() {
String[] fields = line.split(",");
return new GenericInternalRow(new Object[] {UTF8String.fromString(fields[0]), Integer.parseInt(fields[1])});
}
@Override
public void close() throws IOException {
if (reader != null) {
reader.close();
reader = null;
}
}
}
class Writer implements DataSourceWriter {
private DataSourceOptions options;
Writer(DataSourceOptions options) {
this.options = options;
}
@Override
public DataWriterFactory<InternalRow> createWriterFactory() {
return new JavaSimpleDataWriterFactory(options);
}
@Override
public void commit(WriterCommitMessage[] messages) { }
@Override
public void abort(WriterCommitMessage[] messages) { }
}
class JavaSimpleDataWriterFactory implements DataWriterFactory<InternalRow> {
private String bucket, keyPrefix;
JavaSimpleDataWriterFactory(DataSourceOptions options) {
bucket = options.get("bucket").get();
keyPrefix = options.get("keyPrefix").get();
}
@Override
public DataWriter<InternalRow> createDataWriter(int partitionId, long taskId, long epochId) {
return new JavaSimpleDataWriter(partitionId, taskId, epochId, bucket, keyPrefix);
}
}
class JavaSimpleDataWriter implements DataWriter<InternalRow> {
private int partitionId;
private long taskId;
private long epochId;
private String bucket;
private String keyPrefix;
private StringBuilder content = new StringBuilder();
private AmazonS3 s3Client = AmazonS3Client.builder()
.withCredentials(new DefaultAWSCredentialsProviderChain())
.withRegion(new DefaultAwsRegionProviderChain().getRegion())
.withForceGlobalBucketAccessEnabled(true)
.build();
JavaSimpleDataWriter(int partitionId, long taskId, long epochId, String bucket, String keyPrefix) {
this.partitionId = partitionId;
this.taskId = taskId;
this.epochId = epochId;
this.bucket = bucket;
this.keyPrefix = keyPrefix;
}
@Override
public void write(InternalRow record) throws IOException {
content.append(record.getInt(0) + "," + record.getInt(1));
}
@Override
public WriterCommitMessage commit() throws IOException {
s3Client.putObject(bucket, keyPrefix + "/" + partitionId, content.toString());
return null;
}
@Override
public void abort() throws IOException { }
}