Hello German, Thanks for you feedback!
I will definitely look into the model size. It is true that for IoT devices ROM memory is a rare resource. I will keep you updated each week and I will try to give more details about work realized. Best regards, Omar On 05/27, Germán Lancioni wrote: > Sorry, I meant Omar, great work! > ________________________________ > From: Germán Lancioni <[email protected]> > Sent: Wednesday, May 27, 2020 11:06 AM > To: Ryan Birmingham <[email protected]>; Omar Shrit <[email protected]> > Cc: [email protected] <[email protected]> > Subject: Re: [mlpack] GSOC'20 mlpack on constrained devices - weekly updates > > Hey Ryan, > > Great progress! This is one of the projects that I believe is quite useful > for IoT and cloud latency mitigation in RT apps, so exited to see development > on this front. > > A couple of notes that may help: > > 1) If you haven't tried yet, you can play a bit with the different > dependencies to get an even smaller footprint. I.e. explore other BLAS/LAPACK > implementations. > 2) Disk footprint is composed by library size (~4MB in your case) + model > size. I've recently discovered that some models (when saved) are 10x bigger > than let's say sklearn models. Maybe it's a stretch goal, but you could > probably explore how to downsize serialized models as well. After all, a real > world application would need both the library and the model to fit into i.e. > 10MB. > > Please keep us updated, amazing work! > > Regards, > German > > ________________________________ > From: mlpack <[email protected]> on behalf of Ryan Birmingham > <[email protected]> > Sent: Wednesday, May 27, 2020 10:19 AM > To: Omar Shrit <[email protected]> > Cc: [email protected] <[email protected]> > Subject: Re: [mlpack] GSOC'20 mlpack on constrained devices - weekly updates > > Cool project and update! Thanks for sharing! > -Ryan Birmingham > > > On Wed, May 27, 2020 at 12:38 PM Omar Shrit > <[email protected]<mailto:[email protected]>> wrote: > > Hello everyone, > > You can find here my weekly updates on my GSOC project for the last week. > > https://shrit.me/blog/ > > Best regards, > > Omar > _______________________________________________ > mlpack mailing list > [email protected]<mailto:[email protected]> > http://knife.lugatgt.org/cgi-bin/mailman/listinfo/mlpack
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