topic Re: Slow first time run, jar based jobs in Data Engineering

Slow first time run, jar based jobs

User16783852686 — Tue, 05 Oct 2021 16:52:50 GMT

When running a jar-based job, I've noticed that the 1st run always takes the extra time to complete the job and consecutive runs take less time to finish the job. This behavior is reproducible on an interactive cluster. What's causing this? Is this expected?

Re: Slow first time run, jar based jobs

User16763506586 — Wed, 06 Oct 2021 07:43:42 GMT

Hi @Brad Barker

Does the jar job has dependencies ?. Can you elaborate what does this jar job does ?.

Re: Slow first time run, jar based jobs

-werners- — Wed, 06 Oct 2021 08:35:22 GMT

maybe the loading of the jar takes some time? When you rerun it, it might already be present.

Just thinking out loud here.

Re: Slow first time run, jar based jobs

DD_Sharma — Wed, 06 Oct 2021 11:56:01 GMT

Hi @Brad Barker , In the 1st run of the jar-based job when the 1st job/task starts executor fetches the jar/library from driver to executor. Which will take some time but in the 2nd run or any consecutive runs, there will be no fetch operation so all consecutive runs will take less time to finish the job compared to the 1st run. This is expected behavior.

Overall there might be other reasons for job slowness like slow network, large library, more input data. But in an ideal scenario, the 1st run (after the cluster is started) ships the libraries to executors with the first task, and we may see a couple of seconds/minutes of slowness (based on the number & size of the libraries).

Re: Slow first time run, jar based jobs

User16783852686 — Wed, 06 Oct 2021 12:58:18 GMT

@Sandeep Katta , this is a fat jar that does read-transform-write. @DD Sharma response matches

@Werner Stinckens & I intuition that there was efficiency on the second job due to jar already being loaded. I would not have noticed this had job run time not been small. There is follow on opportunity here on how to make library installs faster, but this answers my question.