Created
June 30, 2021 10:38
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A pure akka-streams implementation for retry dynamodb partial failures
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trait DynamoWriteItem { | |
def id: String | |
} | |
trait DynamoService { | |
def writeBatch(dynamoWriteItems: List[DynamoWriteItem]): Future[Either[List[DynamoWriteItem], Done]] | |
} | |
object DynamoWriteStream { | |
def batchedFlow[PassThrough]( | |
dynamoService: DynamoService | |
): Flow[(DynamoWriteItem, PassThrough), PassThrough, NotUsed] = | |
Flow.fromGraph(GraphDSL.create() { implicit builder => | |
type BatchResult = (List[(DynamoWriteItem, PassThrough)], List[PassThrough]) | |
import GraphDSL.Implicits._ | |
// could extract these to config | |
val maxBatchSize = 25 | |
val maxInflightRetry = 100 | |
val parallelRequests = 4 | |
val mergeRetries = MergePreferred[(DynamoWriteItem, PassThrough)](1, eagerComplete = true) | |
val fork = | |
builder.add(Broadcast[BatchResult](2, eagerCancel = true)) | |
val collectRetries = Flow[BatchResult] | |
.mapConcat(x => x._1) | |
.buffer(maxInflightRetry, OverflowStrategy.backpressure) | |
val batchedWrites = Flow[(DynamoWriteItem, PassThrough)] | |
.buffer(maxBatchSize * (parallelRequests - 1), OverflowStrategy.backpressure) | |
.batch(maxBatchSize, List(_))(_ :+ _) | |
// retries would mess up the ordering anyway | |
.mapAsyncUnordered(parallelRequests)(batch => { | |
dynamoService | |
.writeBatch(batch.map(_._1)) | |
.map({ | |
case Left(value) => | |
val retries = value.map(x => batch.find(_._1.id == x.id).getOrElse(sys.error("should not happen"))) | |
val passthroughs = batch.collect({ | |
case (write, passthrough) if !value.exists(_.id == write.id) => passthrough | |
}) | |
(retries, passthroughs) | |
case Right(Done) => | |
(List.empty, batch.map(_._2)) | |
})(ExecutionContext.parasitic) | |
}) | |
mergeRetries.preferred <~ collectRetries <~ fork.out(0) | |
mergeRetries.out ~> batchedWrites ~> fork.in | |
val passthroughs = fork.out(1) ~> Flow[BatchResult].mapConcat({ case (_, passthroughs) => passthroughs }) | |
FlowShape(mergeRetries.in(0), passthroughs.outlet) | |
}) | |
} |
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