Hi Troels,

You should note that the 20x speed up is due to the change in
optimisation algorithm rather than scipy vs. minfx vs. MINPACK.  The
reason I wrote minfx is that I started with scipy optimisation but
found all implemented algorithms contained fatal bugs.  This was not
fixed for years after I reported it, and I don't know if the code had
changed since 2003 when I looked into it.  Anyway a scipy optimisation
solution is incompatible with the minfx optimisation solution in
relax.  If you derive and code the gradients into relax, then you can
use the minfx LM algorithm as a solution.

Regards,

Edward







On 25 August 2014 01:08,  <tlin...@nmr-relax.com> wrote:
> Author: tlinnet
> Date: Mon Aug 25 01:08:44 2014
> New Revision: 25228
>
> URL: http://svn.gna.org/viewcvs/relax?rev=25228&view=rev
> Log:
> Further improved the profiling of relax curve fit.
>
> This profiling shows, that Python code is about twice as slow as the C code 
> implemented.
>
> But it also shows that optimising with scipy.optimize.leastsq is 20 X faster.
> It also gives reasonable error values.
>
> Combining a function for a linear fit to guess the initial values, together
> with scipy optimise, will be an extreme time win for estimating R2eff values 
> fast.
>
> A further test would be to use relax Monte-Carlo simulations for say 
> 1000-2000 iterations,
> and compare to the errors extracted from estimated covariance.
>
> Added:
>     trunk/test_suite/shared_data/curve_fitting/profiling/relax_fit.py
> Modified:
>     
> trunk/test_suite/shared_data/curve_fitting/profiling/profiling_relax_fit.py
>
> [This mail would be too long, it was shortened to contain the URLs only.]
>
> Modified: 
> trunk/test_suite/shared_data/curve_fitting/profiling/profiling_relax_fit.py
> URL: 
> http://svn.gna.org/viewcvs/relax/trunk/test_suite/shared_data/curve_fitting/profiling/profiling_relax_fit.py?rev=25228&r1=25227&r2=25228&view=diff
>
> Added: trunk/test_suite/shared_data/curve_fitting/profiling/relax_fit.py
> URL: 
> http://svn.gna.org/viewcvs/relax/trunk/test_suite/shared_data/curve_fitting/profiling/relax_fit.py?rev=25228&view=auto
>
>
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