splitmix-0.0.3: src/System/Random/SplitMix.hs
-- |
-- /SplitMix/ is a splittable pseudorandom number generator (PRNG) that is quite fast.
--
-- Guy L. Steele, Jr., Doug Lea, and Christine H. Flood. 2014.
-- Fast splittable pseudorandom number generators. In Proceedings
-- of the 2014 ACM International Conference on Object Oriented
-- Programming Systems Languages & Applications (OOPSLA '14). ACM,
-- New York, NY, USA, 453-472. DOI:
-- <https://doi.org/10.1145/2660193.2660195>
--
-- The paper describes a new algorithm /SplitMix/ for /splittable/
-- pseudorandom number generator that is quite fast: 9 64 bit arithmetic/logical
-- operations per 64 bits generated.
--
-- /SplitMix/ is tested with two standard statistical test suites (DieHarder and
-- TestU01, this implementation only using the former) and it appears to be
-- adequate for "everyday" use, such as Monte Carlo algorithms and randomized
-- data structures where speed is important.
--
-- In particular, it __should not be used for cryptographic or security applications__,
-- because generated sequences of pseudorandom values are too predictable
-- (the mixing functions are easily inverted, and two successive outputs
-- suffice to reconstruct the internal state).
--
-- Note: This module supports all GHCs since GHC-7.0.4,
-- but GHC-7.0 and GHC-7.2 have slow implementation, as there
-- are no native 'popCount'.
--
{-# LANGUAGE CPP #-}
#if __GLASGOW_HASKELL__ >= 702
{-# LANGUAGE Trustworthy #-}
#endif
module System.Random.SplitMix (
SMGen,
nextWord64,
nextWord32,
nextTwoWord32,
nextInt,
nextDouble,
nextFloat,
splitSMGen,
-- * Generation
bitmaskWithRejection32,
bitmaskWithRejection64,
-- * Initialisation
mkSMGen,
initSMGen,
newSMGen,
seedSMGen,
seedSMGen',
unseedSMGen,
) where
import Control.DeepSeq (NFData (..))
import Data.Bits (complement, shiftL, shiftR, xor, (.&.), (.|.))
import Data.Bits.Compat (countLeadingZeros, popCount, zeroBits)
import Data.IORef (IORef, atomicModifyIORef, newIORef)
import Data.Time.Clock.POSIX (getPOSIXTime)
import Data.Word (Word32, Word64)
import System.IO.Unsafe (unsafePerformIO)
#ifdef MIN_VERSION_random
import qualified System.Random as R
#endif
#if !__GHCJS__
import System.CPUTime (cpuTimePrecision, getCPUTime)
#endif
-- $setup
-- >>> import Text.Read (readMaybe)
-- >>> import Data.List (unfoldr)
-- >>> import Text.Printf (printf)
-------------------------------------------------------------------------------
-- Generator
-------------------------------------------------------------------------------
-- | SplitMix generator state.
data SMGen = SMGen !Word64 !Word64 -- seed and gamma; gamma is odd
deriving Show
instance NFData SMGen where
rnf (SMGen _ _) = ()
-- |
--
-- >>> readMaybe "SMGen 1 1" :: Maybe SMGen
-- Just (SMGen 1 1)
--
-- >>> readMaybe "SMGen 1 2" :: Maybe SMGen
-- Nothing
--
-- >>> readMaybe (show (mkSMGen 42)) :: Maybe SMGen
-- Just (SMGen 9297814886316923340 13679457532755275413)
--
instance Read SMGen where
readsPrec d r = readParen (d > 10) (\r0 ->
[ (SMGen seed gamma, r3)
| ("SMGen", r1) <- lex r0
, (seed, r2) <- readsPrec 11 r1
, (gamma, r3) <- readsPrec 11 r2
, odd gamma
]) r
-------------------------------------------------------------------------------
-- Operations
-------------------------------------------------------------------------------
-- | Generate a 'Word64'.
--
-- >>> take 3 $ map (printf "%x") $ unfoldr (Just . nextWord64) (mkSMGen 1337) :: [String]
-- ["b5c19e300e8b07b3","d600e0e216c0ac76","c54efc3b3cc5af29"]
--
nextWord64 :: SMGen -> (Word64, SMGen)
nextWord64 (SMGen seed gamma) = (mix64 seed', SMGen seed' gamma)
where
seed' = seed + gamma
-- | Generate 'Word32' by truncating 'nextWord64'.
--
-- @since 0.0.3
nextWord32 :: SMGen -> (Word32, SMGen)
nextWord32 g = (fromIntegral w64, g') where
(w64, g') = nextWord64 g
-- | Generate two 'Word32'.
--
-- @since 0.0.3
nextTwoWord32 :: SMGen -> (Word32, Word32, SMGen)
nextTwoWord32 g = (fromIntegral $ w64 `shiftR` 32, fromIntegral w64, g') where
(w64, g') = nextWord64 g
-- | Generate an 'Int'.
nextInt :: SMGen -> (Int, SMGen)
nextInt g = case nextWord64 g of
(w64, g') -> (fromIntegral w64, g')
-- | Generate a 'Double' in @[0, 1)@ range.
--
-- >>> take 8 $ map (printf "%0.3f") $ unfoldr (Just . nextDouble) (mkSMGen 1337) :: [String]
-- ["0.710","0.836","0.771","0.409","0.297","0.527","0.589","0.067"]
--
nextDouble :: SMGen -> (Double, SMGen)
nextDouble g = case nextWord64 g of
(w64, g') -> (fromIntegral (w64 `shiftR` 11) * doubleUlp, g')
-- | Generate a 'Float' in @[0, 1)@ range.
--
-- >>> take 8 $ map (printf "%0.3f") $ unfoldr (Just . nextFloat) (mkSMGen 1337) :: [String]
-- ["0.057","0.089","0.237","0.383","0.680","0.320","0.826","0.007"]
--
-- @since 0.0.3
nextFloat :: SMGen -> (Float, SMGen)
nextFloat g = case nextWord32 g of
(w32, g') -> (fromIntegral (w32 `shiftR` 8) * floatUlp, g')
-- | Split a generator into a two uncorrelated generators.
splitSMGen :: SMGen -> (SMGen, SMGen)
splitSMGen (SMGen seed gamma) =
(SMGen seed'' gamma, SMGen (mix64 seed') (mixGamma seed''))
where
seed' = seed + gamma
seed'' = seed' + gamma
-------------------------------------------------------------------------------
-- Algorithm
-------------------------------------------------------------------------------
goldenGamma :: Word64
goldenGamma = 0x9e3779b97f4a7c15
floatUlp :: Float
floatUlp = 1.0 / fromIntegral (1 `shiftL` 24 :: Word32)
doubleUlp :: Double
doubleUlp = 1.0 / fromIntegral (1 `shiftL` 53 :: Word64)
-- Note: in JDK implementations the mix64 and mix64variant13
-- (which is inlined into mixGamma) are swapped.
mix64 :: Word64 -> Word64
mix64 z0 =
-- MurmurHash3Mixer
let z1 = shiftXorMultiply 33 0xff51afd7ed558ccd z0
z2 = shiftXorMultiply 33 0xc4ceb9fe1a85ec53 z1
z3 = shiftXor 33 z2
in z3
-- used only in mixGamma
mix64variant13 :: Word64 -> Word64
mix64variant13 z0 =
-- Better Bit Mixing - Improving on MurmurHash3's 64-bit Finalizer
-- http://zimbry.blogspot.fi/2011/09/better-bit-mixing-improving-on.html
--
-- Stafford's Mix13
let z1 = shiftXorMultiply 30 0xbf58476d1ce4e5b9 z0 -- MurmurHash3 mix constants
z2 = shiftXorMultiply 27 0x94d049bb133111eb z1
z3 = shiftXor 31 z2
in z3
mixGamma :: Word64 -> Word64
mixGamma z0 =
let z1 = mix64variant13 z0 .|. 1 -- force to be odd
n = popCount (z1 `xor` (z1 `shiftR` 1))
-- see: http://www.pcg-random.org/posts/bugs-in-splitmix.html
-- let's trust the text of the paper, not the code.
in if n >= 24
then z1
else z1 `xor` 0xaaaaaaaaaaaaaaaa
shiftXor :: Int -> Word64 -> Word64
shiftXor n w = w `xor` (w `shiftR` n)
shiftXorMultiply :: Int -> Word64 -> Word64 -> Word64
shiftXorMultiply n k w = shiftXor n w * k
-------------------------------------------------------------------------------
-- Generation
-------------------------------------------------------------------------------
-- | /Bitmask with rejection/ method of generating subrange of 'Word32'.
--
-- @since 0.0.3
bitmaskWithRejection32 :: Word32 -> SMGen -> (Word32, SMGen)
bitmaskWithRejection32 range = go where
mask = complement zeroBits `shiftR` countLeadingZeros (range .|. 1)
go g = let (x, g') = nextWord32 g
x' = x .&. mask
in if x' >= range
then go g'
else (x', g')
-- | /Bitmask with rejection/ method of generating subrange of 'Word64'.
--
-- @bitmaskWithRejection64 w64@ generates random numbers in closed-open
-- range of @[0, w64)@.
--
-- >>> take 20 $ unfoldr (Just . bitmaskWithRejection64 5) (mkSMGen 1337)
-- [3,1,4,1,2,3,1,1,0,3,4,2,3,0,2,3,3,4,1,0]
--
-- @since 0.0.3
bitmaskWithRejection64 :: Word64 -> SMGen -> (Word64, SMGen)
bitmaskWithRejection64 range = go where
mask = complement zeroBits `shiftR` countLeadingZeros (range .|. 1)
go g = let (x, g') = nextWord64 g
x' = x .&. mask
in if x' >= range
then go g'
else (x', g')
-------------------------------------------------------------------------------
-- Initialisation
-------------------------------------------------------------------------------
-- | Create 'SMGen' using seed and gamma.
--
-- >>> seedSMGen 2 2
-- SMGen 2 3
--
seedSMGen
:: Word64 -- ^ seed
-> Word64 -- ^ gamma
-> SMGen
seedSMGen seed gamma = SMGen seed (gamma .|. 1)
-- | Like 'seedSMGen' but takes a pair.
seedSMGen' :: (Word64, Word64) -> SMGen
seedSMGen' = uncurry seedSMGen
-- | Extract current state of 'SMGen'.
unseedSMGen :: SMGen -> (Word64, Word64)
unseedSMGen (SMGen seed gamma) = (seed, gamma)
-- | Preferred way to deterministically construct 'SMGen'.
--
-- >>> mkSMGen 42
-- SMGen 9297814886316923340 13679457532755275413
--
mkSMGen :: Word64 -> SMGen
mkSMGen s = SMGen (mix64 s) (mixGamma (s + goldenGamma))
-- | Initialize 'SMGen' using system time.
initSMGen :: IO SMGen
initSMGen = fmap mkSMGen mkSeedTime
-- | Derive a new generator instance from the global 'SMGen' using 'splitSMGen'.
newSMGen :: IO SMGen
newSMGen = atomicModifyIORef theSMGen splitSMGen
theSMGen :: IORef SMGen
theSMGen = unsafePerformIO $ initSMGen >>= newIORef
{-# NOINLINE theSMGen #-}
mkSeedTime :: IO Word64
mkSeedTime = do
now <- getPOSIXTime
let lo = truncate now :: Word32
#if __GHCJS__
let hi = lo
#else
cpu <- getCPUTime
let hi = fromIntegral (cpu `div` cpuTimePrecision) :: Word32
#endif
return $ fromIntegral hi `shiftL` 32 .|. fromIntegral lo
-------------------------------------------------------------------------------
-- System.Random
-------------------------------------------------------------------------------
#ifdef MIN_VERSION_random
instance R.RandomGen SMGen where
next = nextInt
split = splitSMGen
#endif