[R] Fast string comparison
Romain Francois
romain.francois at dbmail.com
Tue Jul 13 15:48:18 CEST 2010
Hi Matt,
I think there are some confusing factors in your results.
system.time(strcmp(strings[-1], strings[-1e5]))
would also include the time required to perform both subscripting
(strings[-1] and strings[-1e5] ) which actually "takes some time".
Also, you do have a bit of overhead due to the use of STRING_ELT and the
write barrier.
I've include below a version that uses R internals so that you get the
fast (but you have to understand the risks, etc ...) version of
STRING_ELT using the plugin system of inline.
library(inline)
code <- "
SEXP ans;
int i, len, *cans;
if(!isString(s1) || !isString(s2))
error(\"invalid arguments\");
len = length(s1)>length(s2)?length(s2):length(s1);
PROTECT(ans = allocVector(INTSXP, len));
cans = INTEGER(ans);
for(i = 0; i < len; i++)
cans[i] = strcmp(CHAR(STRING_ELT(s1,i)),\
CHAR(STRING_ELT(s2,i)));
UNPROTECT(1);
return ans;
"
sig <- signature(s1="character", s2="character")
strcmp <- cfunction(sig, code)
strings <- replicate(1e5, paste(sample(letters, 100, rep = T), collapse
= ""))
lhs <- strings[-1]
rhs <- strings[-1e5]
system.time( lhs == rhs )
system.time(strcmp( lhs, rhs) )
library(inline)
settings <- getPlugin( "default" )
settings$includes <- paste( "#define USE_RINTERNALS", settings$includes,
collapse = "\n" )
code2 <- "
SEXP ans;
int i, len, *cans;
if(!isString(s1) || !isString(s2))
error(\"invalid arguments\");
len = length(s1)>length(s2)?length(s2):length(s1);
PROTECT(ans = allocVector(INTSXP, len));
cans = INTEGER(ans);
for(i = 0; i < len; i++)
cans[i] = strcmp(CHAR(STRING_ELT(s1,i)),\
CHAR(STRING_ELT(s2,i)));
UNPROTECT(1);
return ans;
"
sig <- signature(s1="character", s2="character" )
strcmp2 <- cxxfunction(sig, code2, settings = settings)
system.time(strcmp2( lhs, rhs) )
I get:
$ Rscript strings.R
Le chargement a nécessité le package : methods
utilisateur système écoulé
0.002 0.000 0.002
utilisateur système écoulé
0.004 0.000 0.005
utilisateur système écoulé
0.003 0.000 0.003
Romain
Le 13/07/10 15:24, Matt Shotwell a écrit :
>
> On Tue, 2010-07-13 at 01:42 -0400, Hadley Wickham wrote:
>> strings<- replicate(1e5, paste(sample(letters, 100, rep = T), collapse = ""))
>> system.time(strings[-1] == strings[-1e5])
>> # user system elapsed
>> # 0.016 0.000 0.017
>>
>> So it takes ~1/100 of a second to do ~100,000 string comparisons. You
>> need to provide a reproducible example that illustrates why you think
>> string comparisons are slow.
>
> Here's a vectorized alternative to '==' for strings, with minimal
> argument checking or result conversion. I haven't looked at the
> corresponding R source code, it may be similar:
>
> library(inline)
> code<- "
> SEXP ans;
> int i, len, *cans;
> if(!isString(s1) || !isString(s2))
> error(\"invalid arguments\");
> len = length(s1)>length(s2)?length(s2):length(s1);
> PROTECT(ans = allocVector(INTSXP, len));
> cans = INTEGER(ans);
> for(i = 0; i< len; i++)
> cans[i] = strcmp(CHAR(STRING_ELT(s1,i)),\
> CHAR(STRING_ELT(s2,i)));
> UNPROTECT(1);
> return ans;
> "
> sig<- signature(s1="character", s2="character")
> strcmp<- cfunction(sig, code)
>
>
>> system.time(strings[-1] == strings[-1e5])
> user system elapsed
> 0.036 0.000 0.035
>> system.time(strcmp(strings[-1], strings[-1e5]))
> user system elapsed
> 0.032 0.000 0.034
>
> That's pretty fast, though I seem to be working with a slower system
> than Hadley. It's hard to see how this could be improved, except maybe
> by caching results of string comparisons.
>
> -Matt
>
>>
>> Hadley
>>
>>
>> On Tue, Jul 13, 2010 at 6:52 AM, Ralf B<ralf.bierig at gmail.com> wrote:
>>> I am asking this question because String comparison in R seems to be
>>> awfully slow (based on profiling results) and I wonder if perhaps '=='
>>> alone is not the best one can do. I did not ask for anything
>>> particular and I don't think I need to provide a self-contained source
>>> example for the question. So, to re-phrase my question, are there more
>>> (runtime) effective ways to find out if two strings (about 100-150
>>> characters long) are equal?
>>>
>>> Ralf
>>>
>>>
>>>
>>>
>>>
>>>
>>> On Sun, Jul 11, 2010 at 2:37 PM, Sharpie<chuck at sharpsteen.net> wrote:
>>>>
>>>>
>>>> Ralf B wrote:
>>>>>
>>>>> What is the fastest way to compare two strings in R?
>>>>>
>>>>> Ralf
>>>>>
>>>>
>>>> Which way is not fast enough?
>>>>
>>>> In other words, are you asking this question because profiling showed one of
>>>> R's string comparison operations is causing a massive bottleneck in your
>>>> code? If so, which one and how are you using it?
>>>>
>>>> -Charlie
--
Romain Francois
Professional R Enthusiast
+33(0) 6 28 91 30 30
http://romainfrancois.blog.free.fr
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