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Re: st: A faster way to gsort
From
Maarten Buis <[email protected]>
To
[email protected]
Subject
Re: st: A faster way to gsort
Date
Wed, 12 Mar 2014 09:07:05 +0100
On Tue, Mar 11, 2014 at 4:49 PM, Andrew Maurer wrote:
> I've been finding that sorting is taking up a very significant portion of computation time in code that I'm writing (eg for 6hrs run time, 5.5hrs is spent sorting). I am looking for ways to do better than Stata's sort and gsort commands.
>
> I just read about mata's use of permutation vectors (eg -help mata permutation-) and found that in at least the case below, they can be used for reverse sorting much faster than stata's -gsort-. gsort was 10x slower
The fact that sorting takes time is a well known problem in
programming in general, and Stata is no exception. A lot of effort has
been spent in devoloping smart algorithms that sort faster. Knowing
StataCorp, they are up to date on that literature and I suspect you
will have a hard time implementing something that is faster than
-sort-. The -gsort- command is a different story: I see -gsort- as a
"convience command", which will sacrifice speed for ease of use, while
I see -sort- as a "mean lean sorting machine". You can speed up your
reverse sorting by first creating a new variable containing -x and
then sorting on that new variable, as you can see in the example
below.
*------------------ begin example ------------------
clear all
program revsort
// caller program for mata revsort()
tempvar id
gen long `id' = _n
mata : revsort("`id'")
end
mata
void revsort(string scalar id)
// "id" should be dataset's current sort index
// revsort() just reverses the dataset's order
{
st_view(V=.,.,.)
idpos = st_varindex(id)
V[.,.] = V[revorder(V[.,idpos]),.]
}
end
************* End Define Programs *******
************* Run Benchmark *************
/*
benchmarking gsort vs "revsort"
(mata permutation method using revorder())
*/
tempfile temp
set obs `=1e5'
gen x = runiform()
save `temp'
forval i = 1/20 {
use `temp', clear
timer on 1
gsort -x
timer off 1
}
forval i = 1/20 {
use `temp', clear
timer on 2
sort x
revsort
timer off 2
}
forval i = 1/20 {
use `temp', clear
timer on 3
gen minusx = -x
sort minus x
timer off 3
}
timer list
************* End Benchmark *************
*------------------- end example -------------------
* (For more on examples I sent to the Statalist see:
* http://www.maartenbuis.nl/example_faq )
---------------------------------
Maarten L. Buis
WZB
Reichpietschufer 50
10785 Berlin
Germany
http://www.maartenbuis.nl
---------------------------------
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