Github user koeninger commented on a diff in the pull request: https://github.com/apache/spark/pull/3798#discussion_r24018460 --- Diff: external/kafka/src/main/scala/org/apache/spark/streaming/kafka/KafkaUtils.scala --- @@ -144,4 +150,174 @@ object KafkaUtils { createStream[K, V, U, T]( jssc.ssc, kafkaParams.toMap, Map(topics.mapValues(_.intValue()).toSeq: _*), storageLevel) } + + /** A batch-oriented interface for consuming from Kafka. + * Starting and ending offsets are specified in advance, + * so that you can control exactly-once semantics. + * @param sc SparkContext object + * @param kafkaParams Kafka <a href="http://kafka.apache.org/documentation.html#configuration"> + * configuration parameters</a>. + * Requires "metadata.broker.list" or "bootstrap.servers" to be set with Kafka broker(s), + * NOT zookeeper servers, specified in host1:port1,host2:port2 form. + * @param offsetRanges Each OffsetRange in the batch corresponds to a + * range of offsets for a given Kafka topic/partition + */ + @Experimental + def createRDD[ + K: ClassTag, + V: ClassTag, + U <: Decoder[_]: ClassTag, + T <: Decoder[_]: ClassTag] ( + sc: SparkContext, + kafkaParams: Map[String, String], + offsetRanges: Array[OffsetRange] + ): RDD[(K, V)] with HasOffsetRanges = { --- End diff -- There is definitely a bytecode difference, try running diff on the class files. It statically guarantees you can call .hasOffsetRanges on the thing returned from createRDD. Without it, you'd have to cast at runtime. If you add e.g. a .chzburger method to KafkaRDD, you wont be able to call it without asInstanceOf. If you then made a Chzburger interface, implement it on KafkaRDD, change the return type to "RDD with HasOffsetranges with Chzburger", you would. I hear your concern about binary compatibility. As far as exposing KafkaRDD instead... that's the way I originally designed things. The current design is the result of a compromise between TD's desire as a maintainer to hide as much as possible, and my desire as a user to expose what's necessary to get my job done. You can usually tell it's a good compromise if no one is happy :)
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