Re: Hybrid GPU CPU computation

2014-04-11 Thread Jaonary Rabarisoa
In fact the idea is to run some part of the code on GPU as Patrick described and extend the RDD structure so that it can also be distributed on GPU's. The following article http://www.wired.com/2013/06/andrew_ng/ describes a hybrid GPU/GPU implementation (with MPI) that outperforms a 16, 000 cores

Re: Hybrid GPU CPU computation

2014-04-11 Thread Patrick Grinaway
I've actually done it using PySpark and python libraries which call cuda code, though I've never done it from scala directly. The only major challenge I've hit is assigning tasks to gpus on multiple gpu machines. Sent from my iPhone > On Apr 11, 2014, at 8:38 AM, Jaonary Rabarisoa wrote: > >

Re: Hybrid GPU CPU computation

2014-04-11 Thread Pascal Voitot Dev
On Fri, Apr 11, 2014 at 3:34 PM, Dean Wampler wrote: > I've thought about this idea, although I haven't tried it, but I think the > right approach is to pick your granularity boundary and use Spark + JVM for > large-scale parts of the algorithm, then use the gpgus API for number > crunching large

Re: Hybrid GPU CPU computation

2014-04-11 Thread Dean Wampler
I've thought about this idea, although I haven't tried it, but I think the right approach is to pick your granularity boundary and use Spark + JVM for large-scale parts of the algorithm, then use the gpgus API for number crunching large chunks at a time. No need to run the JVM and Spark on the GPU,

Re: Hybrid GPU CPU computation

2014-04-11 Thread Saurabh Jha
There is a scala implementation for gpgus (nvidia cuda to be precise). but you also need to port mesos for gpu's. I am not sure about mesos. Also, the current scala gpu version is not stable to be used commercially. Hope this helps. Thanks saurabh. *Saurabh Jha* Intl. Exchange Student School o

Re: Hybrid GPU CPU computation

2014-04-11 Thread Pascal Voitot Dev
This is a bit crazy :) I suppose you would have to run Java code on the GPU! I heard there are some funny projects to do that... Pascal On Fri, Apr 11, 2014 at 2:38 PM, Jaonary Rabarisoa wrote: > Hi all, > > I'm just wondering if hybrid GPU/CPU computation is something that is > feasible with sp