simingweng commented on issue #3198: Feature/create kafka spout URL: https://github.com/apache/incubator-heron/pull/3198#issuecomment-474463341 > Hi, thanks for this PR, happy to finally see a Kafka Spout implementation in Heron. I am planning on using this once it is merged, but I have a question. One major difference between this implementation and the Storm one is that Storm's spout allows emitting to different streams, using the `org.apache.storm.kafka.spout.RecordTranslator` interface. This implementation is missing this particular functionality, which is quite useful. > > Is there a reason for not keeping this functionality in this Kafka Spout implementation? Or is there another way to achieve similar functionality (other than creating a map-function like bolt for this purpose)? It's really useful for sending data from different topics to different downstream bolts. very good question. I actually started with a "one-record-to-many-tuple" implementation, then I gave it a deep thought when I was implementing the `ATLEAST_ONCE` delivery guarantee. Allowing "one-record-to-many-tuple" will significantly complicate the algorithm to track acknowledgement, because then we have to keep tracking the mapping relationship between a single Kafka record offset to multiple message IDs. And then we also face a design choice whether the KafkaSpout itself should decide the uniqueness of a set of Message IDs coming from the same ConsumerRecord, or we should open the choice up to the developer? So, a neater choice is to use multiple KafkaSpout, each dedicated to an output stream. But, I do agree "one-record-to-many-tuple" is pretty useful and cost effective in terms of resource consumption. I have no obligation to put it back in, but then it becomes the developer's responsibility to make sure avoid emitting multiple tuples out of one ConsumerRecord ONLY in `ATLEAST_ONCE` mode.
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