[R] Alternate ways of finding number of occurrence of an element in a vector.
David Winsemius
dwinsemius at comcast.net
Sun Jun 21 18:39:00 CEST 2009
If one puts the gc() call prior to the expressions themselves, one
gets consistently ... different results:
library("rbenchmark")
v<-rep(1:500,1:500); x<-5; benchmark(
which= c(gc(),length(which(x==v))), index= c(gc(),
length(v[v==x])), sum= c(gc(), sum(v==x)),
replications=200, columns=c("test","elapsed"), order="elapsed" )
test elapsed
3 sum 3.299
2 index 3.536
1 which 4.172
Since the gc call takes up mor than half the time, the differences may
be more dramatic
> v<-rep(1:500,1:500); x<-5; benchmark(
+ which= c(gc()), index= c(gc()), sum= c(gc()),
+ replications=200, columns=c("test","elapsed"), order="elapsed" )
test elapsed
2 index 2.621
3 sum 2.621
1 which 2.631
> within( benchmark(
+ which= c(gc(),length(which(x==v))), index= c(gc(),
length(v[v==x])), sum= c(gc(), sum(v==x)),
+ replications=200, columns=c("test","elapsed"),
order="elapsed" ), {corrected = elapsed-2.62})
test elapsed corrected
3 sum 3.304 0.684
2 index 3.543 0.923
1 which 4.180 1.560
So the "answer" may not be so simple.
Allan Engelhardt wrote:
> Answering my own question: if I explicitly garbage collecte before the
> benchmark then 'index' always wins, which probably also answers the
> original question.
>
> v<-rep(1:1000,1:1000); x<-5; gc(); benchmark(replications=200,
> columns=c("test","elapsed"), order="elapsed",
> which=length(which(x==v)),
> index=length(v[v==x]), sum=sum(v==x))
>
> On 19/06/09 16:51, Allan Engelhardt wrote:
>> When trying out a couple of different approaches to this problem I
>> get
>> rather different answers between runs. Anybody know why?
>>
>>> library("rbenchmark")
>>> v<-rep(1:1000,1:1000); x<-5; benchmark(replications=200,
>> columns=c("test","elapsed"), order="elapsed",
>> which=length(which(x==v)), index=length(v[v==x]), sum=sum(v==x))
>> test elapsed
>> 3 sum 2.513
>> 2 index 5.512
>> 1 which 6.712
>>> v<-rep(1:1000,1:1000); x<-5; benchmark(replications=200,
>> columns=c("test","elapsed"), order="elapsed",
>> which=length(which(x==v)), index=length(v[v==x]), sum=sum(v==x))
>> test elapsed
>> 3 sum 2.502
>> 2 index 3.779
>> 1 which 6.650
>>> v<-rep(1:1000,1:1000); x<-5; benchmark(replications=200,
>> columns=c("test","elapsed"), order="elapsed",
>> which=length(which(x==v)), index=length(v[v==x]), sum=sum(v==x))
>> test elapsed
>> 2 index 3.796
>> 3 sum 5.808
>> 1 which 6.633
>>
>> This pattern appears to repeat (so on the next two runs "sum" will
>> win
>> followed by "index" followed by "sum" twice followed by "index" ...)
>>
>>
>> On 19/06/09 14:55, Praveen Surendran wrote:
>>> Hi,
>>>
>>> I have a vector "v" and would like to find the number of
>>> occurrence of
>>> element "x" in the same.
>>>
>>> Is there a way other than,
>>>
>>> sum(as.integer(v==x)) or length(which(x==v))
>>>
>>> to do the this.
>>>
>>> I have a huge file to process and do this. Both the above described
>>> methods
>>> are pretty slow while dealing with a large vector.
>>>
>>> Please have your comments.
>>>
>>> Praveen Surendran.
>>>
>>>
David Winsemius, MD
Heritage Laboratories
West Hartford, CT
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