I'm trying to learn how to use the Control.Parallel
module, but I think I didn't get it right.
I'm trying to run the following code (fibs.hs).
import Control.Parallel
fib :: Int -> Int
fib 0 = 0
fib 1 = 1
fib n = p `par` (q `pseq` (p + q))
where
p = fib (n-1)
q = fib (n-2)
main = print $ fib 30
I compiled this with:
ghc -O2 --make -threaded fibs.hs
And then I get the following results executing this program (output of a Python script that runs each program 100 times and returns the average and standard deviation of the execution time):
./fibs +RTS -N1 -> avg= 0.060203 s, deviation = 0.004112 s
./fibs +RTS -N2 -> avg= 0.052335 s, deviation = 0.006713 s
./fibs +RTS -N3 -> avg= 0.052935 s, deviation = 0.006183 s
./fibs +RTS -N4 -> avg= 0.053976 s, deviation = 0.007106 s
./fibs +RTS -N5 -> avg= 0.055227 s, deviation = 0.008598 s
./fibs +RTS -N6 -> avg= 0.055703 s, deviation = 0.006537 s
./fibs +RTS -N7 -> avg= 0.058327 s, deviation = 0.007526 s
My questions are:
What exactly is happening when I evaluate:
a `par` (b `pseq` (a + b)) ?
I understand that a par
b is supposed to hint the compiler about calculating a in parallel with b and return b. OK. But what does pseq
do?
Why do I see such a small performance increase? I'm running this in an Intel Core 2 Quad machine. I'd expect that running with -N5 or -N6 wouldn't make a real difference in performance or that the program would actually start to perform very badly. But why do I see no improvement from -N2 to -N3 and why is the initial improvement so small?
As Don explained, the problem is that you are creating too many sparks. Here's how you might rewrite it to get a good speedup.
import Control.Parallel
cutoff :: Int
cutoff = 20
parFib :: Int -> Int
parFib n | n < cutoff = fib n
parFib n = p `par` q `pseq` (p + q)
where
p = parFib $ n - 1
q = parFib $ n - 2
fib :: Int -> Int
fib 0 = 0
fib 1 = 1
fib n = fib (n - 1) + fib (n - 2)
main :: IO ()
main = print $ parFib 40
demonstration:
[computer ~]$ ghc --make -threaded -O2 Main.hs
[1 of 1] Compiling Main ( Main.hs, Main.o )
Linking Main ...
[computer ~]$ time ./Main +RTS -N1
102334155
real 0m1.509s
user 0m1.450s
sys 0m0.003s
[computer ~]$ time ./Main +RTS -N2
102334155
real 0m0.776s
user 0m1.487s
sys 0m0.023s
[computer ~]$ time ./Main +RTS -N3
102334155
real 0m0.564s
user 0m1.487s
sys 0m0.030s
[computer ~]$ time ./Main +RTS -N4
102334155
real 0m0.510s
user 0m1.587s
sys 0m0.047s
[computer ~]$