Re: Questions about the Compositions of Execution Time

2017-04-20 Thread Mingyang Wang
max heap such that the largest operation > fits into 70% of the max heap. Additionally, memory configurations also > impact operator selection - for example, we only compile broadcast-based > matrix multiplications if the smaller input fits twice in the driver and in > the broadcast budget of

Re: Questions about the Compositions of Execution Time

2017-04-21 Thread Mingyang Wang
r row, you >> could store it as a column vector with FK2 = rowIndexMax(FK) and >> subsequently reconstruct it via FK = table(seq(1,nrow(FK2)), FK2, >> nrow(FK2), N), for which we will compile a dedicated operator that does row >> expansions. You don't necessarily need the last

Sparse Matrix Storage Consumption Issue

2017-05-03 Thread Mingyang Wang
Hi all, I was playing with a super sparse matrix FK, 2e7 by 1e6, with only one non-zero value on each row, that is 2e7 non-zero values in total. With driver memory of 1GB and executor memory of 100GB, I found the HOP "Spark chkpoint", which is used to pin the FK matrix in memory, is really

Re: Sparse Matrix Storage Consumption Issue

2017-05-04 Thread Mingyang Wang
ould > significantly reduce the memory pressure. > > Regards, > Matthias > > On 5/3/2017 9:38 AM, Mingyang Wang wrote: > > Hi all, > > > > I was playing with a super sparse matrix FK, 2e7 by 1e6, with only one > > non-zero value on each row, that is 2e7 n

Re: Sparse Matrix Storage Consumption Issue

2017-05-04 Thread Mingyang Wang
-- 3) + 0.000 sec 1 -- 4) print 0.000 sec 1 -- 5) rmvar 0.000 sec 5 -- 6) createvar 0.000 sec 1 -- 7) assignvar 0.000 sec 1 -- 8) cpvar 0.000 sec 1 Regards, Mingyang On Thu, May 4, 2017 at 9:48 PM Mingyang Wang <miw...@eng.ucsd.edu> wrote: > Hi Matthias, > > Thanks for the patch

Re: Sparse Matrix Storage Consumption Issue

2017-05-08 Thread Mingyang Wang
detailed setup again (e.g., num executors, data distribution, etc). Thanks. > > Regards, > Matthias > > > On Thu, May 4, 2017 at 9:55 PM, Mingyang Wang <miw...@eng.ucsd.edu> wrote: > > > Out of curiosity, I increased the driver memory to 10GB, and then all >