Re: Artificial Neural Network in Spark?

2014-06-27 Thread Debasish Das
Look into Powered by Spark page...I found a project there which used autoencoder functions...It's not updated for a long time now ! On Thu, Jun 26, 2014 at 10:51 PM, Ulanov, Alexander alexander.ula...@hp.com wrote: Hi Bert, It would be extremely interesting. Do you plan to implement

Re: Spark Matrix Factorization

2014-06-27 Thread Krakna H
Hi all, Just found this thread -- is there an update on including DSGD in Spark? We have a project that entails topic modeling on a document-term matrix using matrix factorization, and were wondering if we should use ALS or attempt writing our own matrix factorization implementation on top of

Re: Spark Matrix Factorization

2014-06-27 Thread Debasish Das
Hi, In my experiments with Jellyfish I did not see any substantial RMSE loss over DSGD for Netflix dataset... So we decided to stick with ALS and implemented a family of Quadratic Minimization solvers that stays in the ALS realm but can solve interesting constraints(positivity, bounds, L1,

RE: IntelliJ IDEA cannot compile TreeNode.scala

2014-06-27 Thread Ron Chung Hu (Ron Hu, ARC)
Thanks Reynold for advice. Ron -Original Message- From: Reynold Xin [mailto:r...@databricks.com] Sent: Thursday, June 26, 2014 8:57 PM To: dev@spark.apache.org Subject: Re: IntelliJ IDEA cannot compile TreeNode.scala IntelliJ parser/analyzer/compiler behaves differently from Scala

Re: [VOTE] Release Apache Spark 1.0.1 (RC1)

2014-06-27 Thread Matei Zaharia
+1 Tested it out on Mac OS X and Windows, looked through docs. Matei On Jun 26, 2014, at 7:06 PM, Patrick Wendell pwend...@gmail.com wrote: Please vote on releasing the following candidate as Apache Spark version 1.0.1! The tag to be voted on is v1.0.1-rc1 (commit 7feeda3):

Linear CG solver

2014-06-27 Thread Debasish Das
Hi, I am looking for an efficient linear CG to be put inside the Quadratic Minimization algorithms we added for Spark mllib. With a good linear CG, we should be able to solve kernel SVMs with this solver in mllib... I use direct solves right now using cholesky decomposition which has higher

Re: Linear CG solver

2014-06-27 Thread David Hall
I have no ideas on benchmarks, but breeze has a CG solver: https://github.com/scalanlp/breeze/tree/master/math/src/main/scala/breeze/optimize/linear/ConjugateGradient.scala

Re: [VOTE] Release Apache Spark 1.0.1 (RC1)

2014-06-27 Thread Andrew Or
There is an issue with the SparkUI: the storage page continues to display RDDs that are dropped from memory. This is fixed in https://github.com/apache/spark/commit/21e0f77b6321590ed86223a60cdb8ae08ea4057f but is not part of this RC. 2014-06-27 11:18 GMT-07:00 Matei Zaharia

Re: Linear CG solver

2014-06-27 Thread Debasish Das
Thanks David...Let me try it...I am keen to see the results first and later will look into runtime optimizations... Deb On Fri, Jun 27, 2014 at 3:12 PM, David Hall d...@cs.berkeley.edu wrote: I have no ideas on benchmarks, but breeze has a CG solver:

RE: IntelliJ IDEA cannot compile TreeNode.scala

2014-06-27 Thread Yan Zhou.sc
One question, then, is what to use to debug Spark if Intellij can only be used for code browsing for the sake of unresolved symbols as mentioned by Ron? More specifically, if one builds from command line, but would like to debug a running Spark from a IDE, Intellij, e.g., what could he do?

Re: [VOTE] Release Apache Spark 1.0.1 (RC1)

2014-06-27 Thread Andrew Or
(Forgot to mention, that UI bug is not in Spark 1.0.0, so it is technically a regression) 2014-06-27 15:42 GMT-07:00 Andrew Or and...@databricks.com: There is an issue with the SparkUI: the storage page continues to display RDDs that are dropped from memory. This is fixed in

Re: Contributing to MLlib on GLM

2014-06-27 Thread 白刚
Hi Xiaokai, My bad. I didn't notice this before I created another PR for Poisson regression. The mails were buried in junk by the corp mail master. Also, thanks for considering my comments and advice in your PR. Adding my two cents here: * PoissonRegressionModel and GammaRegressionModel have

Re: [VOTE] Release Apache Spark 1.0.1 (RC1)

2014-06-27 Thread Krishna Sankar
+1 Compiled for CentOS 6.5, deployed in our 4 node cluster (Hadoop 2.2, YARN) Smoke Tests (sparkPi,spark-shell, web UI) successful Cheers k/ On Thu, Jun 26, 2014 at 7:06 PM, Patrick Wendell pwend...@gmail.com wrote: Please vote on releasing the following candidate as Apache Spark version