The data is small. The job is composed of many small stages. * I found that with fewer than 222 the problem exhibits. What will be gained by going higher? * Pushing up the parallelism only pushes up the boundary at which the system appears to hang. I'm worried about some sort of message loss or inconsistency. * Yes, we are using Kryo. * I'll try that, but I'm again a little confused why you're recommending this. I'm stumped so might as well?
On Wed, Feb 25, 2015 at 11:13 PM, Akhil Das <ak...@sigmoidanalytics.com> wrote: > What operation are you trying to do and how big is the data that you are > operating on? > > Here's a few things which you can try: > > - Repartition the RDD to a higher number than 222 > - Specify the master as local[*] or local[10] > - Use Kryo Serializer (.set("spark.serializer", > "org.apache.spark.serializer.KryoSerializer")) > - Enable RDD Compression (.set("spark.rdd.compress","true") ) > > > Thanks > Best Regards > > On Thu, Feb 26, 2015 at 10:15 AM, Victor Tso-Guillen <v...@paxata.com> > wrote: > >> I'm getting this really reliably on Spark 1.2.1. Basically I'm in local >> mode with parallelism at 8. I have 222 tasks and I never seem to get far >> past 40. Usually in the 20s to 30s it will just hang. The last logging is >> below, and a screenshot of the UI. >> >> 2015-02-25 20:39:55.779 GMT-0800 INFO [task-result-getter-3] >> TaskSetManager - Finished task 3.0 in stage 16.0 (TID 22) in 612 ms on >> localhost (1/5) >> 2015-02-25 20:39:55.825 GMT-0800 INFO [Executor task launch worker-10] >> Executor - Finished task 1.0 in stage 16.0 (TID 20). 2492 bytes result sent >> to driver >> 2015-02-25 20:39:55.825 GMT-0800 INFO [Executor task launch worker-8] >> Executor - Finished task 2.0 in stage 16.0 (TID 21). 2492 bytes result sent >> to driver >> 2015-02-25 20:39:55.831 GMT-0800 INFO [task-result-getter-0] >> TaskSetManager - Finished task 1.0 in stage 16.0 (TID 20) in 670 ms on >> localhost (2/5) >> 2015-02-25 20:39:55.836 GMT-0800 INFO [task-result-getter-1] >> TaskSetManager - Finished task 2.0 in stage 16.0 (TID 21) in 674 ms on >> localhost (3/5) >> 2015-02-25 20:39:55.891 GMT-0800 INFO [Executor task launch worker-9] >> Executor - Finished task 0.0 in stage 16.0 (TID 19). 2492 bytes result sent >> to driver >> 2015-02-25 20:39:55.896 GMT-0800 INFO [task-result-getter-2] >> TaskSetManager - Finished task 0.0 in stage 16.0 (TID 19) in 740 ms on >> localhost (4/5) >> >> [image: Inline image 1] >> What should I make of this? Where do I start? >> >> Thanks, >> Victor >> > >