Created
March 5, 2011 13:44
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Comparing for, apply and vectorised functions
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m <- matrix(runif(1e6),nrow=10000) | |
## append to result vector -- slow | |
res1 <- NULL | |
t1 <- system.time(for (i in 1:1000) res1[i] <- sum(m[i,])) | |
## initialise to full length -- fast | |
res2 <- numeric(1000) | |
t2 <- system.time(for (i in 1:1000) res2[i] <- sum(m[i,])) | |
## using apply -- slowest! | |
t3 <- system.time(res3 <- apply(m,1,sum)) | |
## vectorised function -- fastest | |
t4 <- system.time(res4 <- rowSums(m)) | |
cbind(t1,t2,t3,t4) | |
## t1 t2 t3 t4 | |
## user.self 0.01 0.010 0.120 0.000 | |
## sys.self 0.00 0.000 0.000 0.000 | |
## elapsed 0.01 0.007 0.115 0.003 | |
## user.child 0.00 0.000 0.000 0.000 | |
## sys.child 0.00 0.000 0.000 0.000 |
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