On 2013-04-05 09:39, John Ladasky wrote:
On Friday, April 5, 2013 1:27:40 AM UTC-7, Chris Angelico wrote:
1) Can you optimize your algorithms? Three days of processing is... a LOT.

Neural network training.  Yes, it takes a long time.  Still, it's not the most 
tedious code I run.  I also do molecular-dynamics simulations with GROMACS, 
those runs can take over a week!

2) Rewrite some key portions in C, possibly using Cython (as MRAB suggested).

And as I replied to MRAB, my limiting code is within Numpy.  I've taken care to 
look for ways that I might have been using Numpy itself inefficiently (and I 
did find a problem once: fixing it tripled my execution speed).  But I would 
like to think that Numpy itself, since it is already a C extension, should be 
optimal.

Well, Psyco obviously wasn't optimizing numpy. I believe the suggestion is to identify the key parts of the code that Psyco was optimizing to get you the 20% performance increase and port those to Cython.

--
Robert Kern

"I have come to believe that the whole world is an enigma, a harmless enigma
 that is made terrible by our own mad attempt to interpret it as though it had
 an underlying truth."
  -- Umberto Eco

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