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Plug-and-play implementation of an Apache Spark custom data source for AWS DynamoDB.
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/**
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*
* Copyright © 2018 AudienceProject. All rights reserved.
*/
package com.audienceproject.spark.dynamodb.connector
import com.amazonaws.auth.profile.ProfileCredentialsProvider
import com.amazonaws.auth.{AWSStaticCredentialsProvider, BasicSessionCredentials, DefaultAWSCredentialsProviderChain}
import com.amazonaws.client.builder.AwsClientBuilder.EndpointConfiguration
import com.amazonaws.services.dynamodbv2.document.{DynamoDB, ItemCollection, ScanOutcome}
import com.amazonaws.services.dynamodbv2.{AmazonDynamoDB, AmazonDynamoDBAsync, AmazonDynamoDBAsyncClientBuilder, AmazonDynamoDBClientBuilder}
import com.amazonaws.services.securitytoken.AWSSecurityTokenServiceClientBuilder
import com.amazonaws.services.securitytoken.model.AssumeRoleRequest
import org.apache.spark.sql.sources.Filter
private[dynamodb] trait DynamoConnector {
@transient private lazy val properties = sys.props
def getDynamoDB(region: Option[String] = None, roleArn: Option[String] = None): DynamoDB = {
val client: AmazonDynamoDB = getDynamoDBClient(region, roleArn)
new DynamoDB(client)
}
private def getDynamoDBClient(region: Option[String] = None, roleArn: Option[String] = None): AmazonDynamoDB = {
val chosenRegion = region.getOrElse(properties.getOrElse("aws.dynamodb.region", "us-east-1"))
val credentials = getCredentials(chosenRegion, roleArn)
properties.get("aws.dynamodb.endpoint").map(endpoint => {
AmazonDynamoDBClientBuilder.standard()
.withCredentials(credentials)
.withEndpointConfiguration(new EndpointConfiguration(endpoint, chosenRegion))
.build()
}).getOrElse(
AmazonDynamoDBClientBuilder.standard()
.withCredentials(credentials)
.withRegion(chosenRegion)
.build()
)
}
def getDynamoDBAsyncClient(region: Option[String] = None, roleArn: Option[String] = None): AmazonDynamoDBAsync = {
val chosenRegion = region.getOrElse(properties.getOrElse("aws.dynamodb.region", "us-east-1"))
val credentials = getCredentials(chosenRegion, roleArn)
properties.get("aws.dynamodb.endpoint").map(endpoint => {
AmazonDynamoDBAsyncClientBuilder.standard()
.withCredentials(credentials)
.withEndpointConfiguration(new EndpointConfiguration(endpoint, chosenRegion))
.build()
}).getOrElse(
AmazonDynamoDBAsyncClientBuilder.standard()
.withCredentials(credentials)
.withRegion(chosenRegion)
.build()
)
}
/**
* Get credentials from a passed in arn or from profile or return the default credential provider
**/
private def getCredentials(chosenRegion: String, roleArn: Option[String]) = {
roleArn.map(arn => {
val stsClient = properties.get("aws.sts.endpoint").map(endpoint => {
AWSSecurityTokenServiceClientBuilder
.standard()
.withCredentials(new DefaultAWSCredentialsProviderChain)
.withEndpointConfiguration(new EndpointConfiguration(endpoint, chosenRegion))
.build()
}).getOrElse(
// STS without an endpoint will sign from the region, but use the global endpoint
AWSSecurityTokenServiceClientBuilder
.standard()
.withCredentials(new DefaultAWSCredentialsProviderChain)
.withRegion(chosenRegion)
.build()
)
val assumeRoleResult = stsClient.assumeRole(
new AssumeRoleRequest()
.withRoleSessionName("DynamoDBAssumed")
.withRoleArn(arn)
)
val stsCredentials = assumeRoleResult.getCredentials
val assumeCreds = new BasicSessionCredentials(
stsCredentials.getAccessKeyId,
stsCredentials.getSecretAccessKey,
stsCredentials.getSessionToken
)
new AWSStaticCredentialsProvider(assumeCreds)
}).orElse(properties.get("aws.profile").map(new ProfileCredentialsProvider(_)))
.getOrElse(new DefaultAWSCredentialsProviderChain)
}
val keySchema: KeySchema
val readLimit: Double
val itemLimit: Int
val totalSegments: Int
val filterPushdownEnabled: Boolean
def scan(segmentNum: Int, columns: Seq[String], filters: Seq[Filter]): ItemCollection[ScanOutcome]
def isEmpty: Boolean = itemLimit == 0
def nonEmpty: Boolean = !isEmpty
}
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