kmod's blog


NumPy to Theano / TensorFlow: Yea or Nay?

Hey all, I'm investigating an idea and it's gotten to the point that I'd like to solicit feedback.  The idea is to use Theano or TensorFlow to accelerate existing NumPy programs.  The technical challenges here are pretty daunting, but I feel like I have a decent understanding of its feasibility (I have a prototype that I think is promising).  The other side of the equation is how valuable this would be.  The potential benefits seem very compelling (cross-op optimizations, GPU and distributed execution "for free"), and I've heard a lot of people ask for better NumPy performance.  The worrying thing, though, is that I haven't been able to find anyone willing to share their code or workflow.  Not that I'm blaming anyone, but that situation makes me worried about the demand for something like this.

So, what do you think, would this be valuable or useful?  Is it worth putting more time into this?  Or will it be just another NumPy accelerator that doesn't get used?  If you have any thoughts, or want to chime in about your experiences with NumPy performance, I'd definitely be interested to hear about it in the comments.

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Amazon-Walmart arbitrage

I recently ordered some junk food from Amazon, despite my wife's objections. I ordered it from an Amazon Market (aka third party) seller since that was the choice picked by Amazon for one-click ordering.

The food arrived, and the interesting thing is that it arrived in a Walmart box, with a Walmart packing slip. Evidently, someone savvy recognized that the Walmart price was lower than the Amazon price, and undercut Amazon's price using Walmart as the fulfillment. I was pretty annoyed to have been caught by this, but at the same time I have to respect that they pulled this off, and that I got the food cheaper than if they hadn't done this.

Anyway, just thought that it is interesting that people are out there doing this!

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