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https://issues.apache.org/jira/browse/KAFKA-4474?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15712821#comment-15712821
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Guozhang Wang commented on KAFKA-4474:
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[~enothereska] Could you take a look and see if there is any obvious issues 
causing the low throughput? It does not match our nightly benchmark results.

> Poor kafka-streams throughput
> -----------------------------
>
>                 Key: KAFKA-4474
>                 URL: https://issues.apache.org/jira/browse/KAFKA-4474
>             Project: Kafka
>          Issue Type: Bug
>          Components: streams
>    Affects Versions: 0.10.1.0
>            Reporter: Juan Chorro
>
> Hi! 
> I'm writing because I have a worry about kafka-streams throughput.
> I have only a kafka-streams application instance that consumes from 'input' 
> topic, prints on the screen and produces in 'output' topic. All topics have 4 
> partitions. As can be observed the topology is very simple.
> I produce 120K messages/second to 'input' topic, when I measure the 'output' 
> topic I detect that I'm receiving ~4K messages/second. I had next 
> configuration (Remaining parameters by default):
> application.id: myApp
> bootstrap.servers: localhost:9092
> zookeeper.connect: localhost:2181
> num.stream.threads: 1
> I was doing proofs and tests without success, but when I created a new 
> 'input' topic with 1 partition (Maintain 'output' topic with 4 partitions) I 
> got in 'output' topic 120K messages/seconds.
> I have been doing some performance tests and proof with next cases (All 
> topics have 4 partitions in all cases):
> Case A - 1 Instance:
> - With num.stream.threads set to 1 I had ~3785 messages/second
> - With num.stream.threads set to 2 I had ~3938 messages/second
> - With num.stream.threads set to 4 I had ~120K messages/second
> Case B - 2 Instances:
> - With num.stream.threads set to 1 I had ~3930 messages/second for each 
> instance (And throughput ~8K messages/second)
> - With num.stream.threads set to 2 I had ~3945 messages/second for each 
> instance (And more or less same throughput that with num.stream.threads set 
> to 1)
> Case C - 4 Instances
> - With num.stream.threads set to 1 I had 3946 messages/seconds for each 
> instance (And throughput ~17K messages/second):
> As can be observed when num.stream.threads is set to #partitions I have best 
> results. Then I have next questions:
> - Why whether I have a topic with #partitions > 1 and with 
> num.streams.threads is set to 1 I have ~4K messages/second always?
> - In case C. 4 instances with num.stream.threads set to 1 should be better 
> that 1 instance with num.stream.threads set to 4. Is corrects this 
> supposition?
> This is the kafka-streams application that I use: 
> https://gist.github.com/Chorro/5522ec4acd1a005eb8c9663da86f5a18



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