+1 In detail, I ran our performance testsuite on Spark 1.6.1 for data sizes {80MB, 800MB, 8GB, 80GB}, sparse/dense, intercept 0/1/2, and the algorithm classes binomial (Mlogreg, L2SVM, MSVM), multinomial (Mlogreg, MSVM, Naive Bayes), regression (LinregCG, LinregDS, GLM poisson-log, GLM gamma-log, GLM binomal-probit), clustering (Kmeans), and statistics (Univariate, Bivariate). The good news is that there are no compiler/runtime issues and performance is as expected.
On thing, however, is that we get quite often exceptions like the one below in the logs - these are output in log level WARN and apparently caused by a race condition in the stop call on the spark context ( https://issues.apache.org/jira/browse/SPARK-12967). Unfortunately, it's only fixed in 2.0 and there is nothing we can do about it. java.lang.IllegalStateException: RpcEnv already stopped. at org.apache.spark.rpc.netty.Dispatcher.postMessage (Dispatcher.scala:159) at org.apache.spark.rpc.netty.Dispatcher.postToAll (Dispatcher.scala:109) Regards, Matthias From: Luciano Resende <luckbr1...@gmail.com> To: dev@systemml.incubator.apache.org Date: 05/20/2016 10:45 PM Subject: [VOTE] Apache SystemML 0.10.0-incubating (RC1) Please vote on releasing the following candidate as Apache SystemML version 0.10.0-incubating ! The vote is open for at least 72 hours and will close on Saturday, Wednesday 25 and passes if a majority of at least 3 +1 PMC votes are cast. [ ] +1 Release this package as Apache SystemML 0.10.0-incubating [ ] -1 Do not release this package because ... To learn more about Apache SystemML, please see http://systemml.apache.org/ The tag to be voted on is v0.10.0-incubating-rc1 (ddf0e0941afe5d9c2cc7c574a6983aadd98c1fc3) https://github.com/apache/incubator-systemml/tree/ddf0e0941afe5d9c2cc7c574a6983aadd98c1fc3 The release artifacts can be found at : https://dist.apache.org/repos/dist/dev/incubator/systemml/0.10.0-incubating-rc1/ The maven release artifacts, including signatures, digests, etc. can be found at: https://repository.apache.org/content/repositories/orgapachesystemml-1005/ ===================================== == Apache Incubator release policy == ===================================== Please find below the guide to release management during incubation: http://incubator.apache.org/guides/releasemanagement.html ======================================= == How can I help test this release? == ======================================= If you are a SystemML user, you can help us test this release by taking an existing Algorithm or workload and running on this release candidate, then reporting any regressions. ================================================ == What justifies a -1 vote for this release? == ================================================ -1 votes should only occur for significant stop-ship bugs or legal related issues (e.g. wrong license, missing header files, etc). Minor bugs or regressions should not block this release. -- Luciano Resende http://twitter.com/lresende1975 http://lresende.blogspot.com/