com.spotify.scio.cassandra.CassandraIO.scala Maven / Gradle / Ivy
/*
* Copyright 2019 Spotify AB.
*
* Licensed 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.
*/
package com.spotify.scio.cassandra
import com.spotify.scio.values.SCollection
import com.spotify.scio.ScioContext
import com.spotify.scio.io.{EmptyTap, EmptyTapOf, ScioIO, Tap}
final case class CassandraIO[T](opts: CassandraOptions) extends ScioIO[T] {
override type ReadP = Nothing
override type WriteP = CassandraIO.WriteParam[T]
override val tapT = EmptyTapOf[T]
override protected def read(sc: ScioContext, params: ReadP): SCollection[T] =
throw new UnsupportedOperationException("Can't read from Cassandra")
/**
* Save this SCollection as a Cassandra table.
*
* Cassandra `org.apache.cassandra.hadoop.cql3.CqlBulkRecordWriter` is used to perform bulk
* writes for better throughput. The [[com.spotify.scio.values.SCollection SCollection]] is
* grouped by the table partition key before written to the cluster. Therefore writes only
* occur at the end of each window in streaming mode. The bulk writer writes to all nodes in a
* cluster so remote nodes in a multi-datacenter cluster may become a bottleneck.
*/
override protected def write(data: SCollection[T], params: WriteP): Tap[Nothing] = {
val bulkOps = new BulkOperations(opts, params.parallelism)
data
.map(params.outputFn.andThen(bulkOps.serializeFn))
.groupBy(bulkOps.partitionFn)
.map(bulkOps.writeFn)
EmptyTap
}
override def tap(params: ReadP): Tap[Nothing] =
EmptyTap
}
object CassandraIO {
object WriteParam {
private[cassandra] val DefaultPar = 0
}
final case class WriteParam[T] private (
outputFn: T => Seq[Any],
parallelism: Int = WriteParam.DefaultPar
)
}
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