Apache spark on 27gb wikipedia data

2014-05-05 Thread Ajay Nair
Hi, I am using 1 master and 3 slave workers for processing 27gb of Wikipedia data that is tab separated and every line contains wikipedia page information. The tab separated data has title of the page and the page contents. I am using the regular expression to extract links as mentioned in the

Re: Apache spark on 27gb wikipedia data

2014-05-05 Thread Prashant Sharma
I just thought may be we could put a warning whenever that error comes user can tune either memoryFraction or executor memory options. And this warning get's displayed when TaskSetManager receives task failures due to OOM. Prashant Sharma On Mon, May 5, 2014 at 2:10 PM, Ajay Nair

mllib vector templates

2014-05-05 Thread Debasish Das
Hi, Why mllib vector is using double as default ? /** * Represents a numeric vector, whose index type is Int and value type is Double. */ trait Vector extends Serializable { /** * Size of the vector. */ def size: Int /** * Converts the instance to a double array.

Re: mllib vector templates

2014-05-05 Thread DB Tsai
+1 Would be nice that we can use different type in Vector. Sincerely, DB Tsai --- My Blog: https://www.dbtsai.com LinkedIn: https://www.linkedin.com/in/dbtsai On Mon, May 5, 2014 at 2:41 PM, Debasish Das debasish.da...@gmail.comwrote: Hi,

Re: mllib vector templates

2014-05-05 Thread Debasish Das
Is this a breeze issue or breeze can take templates on float / double ? If breeze can take templates then it is a minor fix for Vectors.scala right ? Thanks. Deb On Mon, May 5, 2014 at 2:45 PM, DB Tsai dbt...@stanford.edu wrote: +1 Would be nice that we can use different type in Vector.

Re: mllib vector templates

2014-05-05 Thread DB Tsai
Breeze could take any type (Int, Long, Double, and Float) in the matrix template. Sincerely, DB Tsai --- My Blog: https://www.dbtsai.com LinkedIn: https://www.linkedin.com/in/dbtsai On Mon, May 5, 2014 at 2:56 PM, Debasish Das

Re: mllib vector templates

2014-05-05 Thread Debasish Das
Is any one facing issues due to this ? If not then I guess doubles are fine... For me it's not a big deal as there is enough memory available... On Mon, May 5, 2014 at 3:06 PM, David Hall d...@cs.berkeley.edu wrote: Lbfgs and other optimizers would not work immediately, as they require

Re: mllib vector templates

2014-05-05 Thread Xiangrui Meng
I fixed index type and value type to make things simple, especially when we need to provide Java and Python APIs. For raw features and feature transmations, we should allow generic types. -Xiangrui On Mon, May 5, 2014 at 3:40 PM, DB Tsai dbt...@stanford.edu wrote: David, Could we use Int,

Re: mllib vector templates

2014-05-05 Thread David Hall
On Mon, May 5, 2014 at 3:40 PM, DB Tsai dbt...@stanford.edu wrote: David, Could we use Int, Long, Float as the data feature spaces, and Double for optimizer? Yes. Breeze doesn't allow operations on mixed types, so you'd need to convert the double vectors to Floats if you wanted, e.g. dot

Better option to use Querying in Spark

2014-05-05 Thread prabeesh k
Hi, I have seen three different ways to query data from Spark 1. Default SQL support( https://github.com/apache/spark/blob/master/examples/src/main/scala/org/apache/spark/sql/examples/HiveFromSpark.scala ) 2. Shark 3. Blink DB I would like know which one is more efficient