hmatrix-mmap-0.0.3: Data/Packed/Vector/MMap.hs
{-# LANGUAGE ScopedTypeVariables #-}
-- | Functions to represent a 'Vector' on disk in efficient, if
-- unportable, ways.
--
-- This module uses memory-mapping, a feature of all modern
-- operating-systems, to mirror the disk contents in memory. There are
-- quite a few advantages to memory-mapping files instead of reading
-- the files traditionally:
--
-- * Speed: memory-mapping is often much faster than traditional
-- reading.
--
-- * Memory efficiency: Memory-mapped files are loaded into RAM
-- on-demand, and easily swapped out. The upside is that the
-- program can work with data-sets larger than the available RAM,
-- as long as they are accessed carefully.
--
-- The caveat to using memory-mapping is that it makes the files
-- specific to the current architecture because of the endianness of
-- the data. For more information, see the description in
-- "System.IO.MMap"
--
-- If you wish to write the contents in a portable fashion, either use
-- the ASCII load and save functions in "Numeric.Container", or use
-- the binary serialization in "Data.Binary".
module Data.Packed.Vector.MMap (
-- * Memory-mapping 'Vector' from disk
unsafeMMapVector,
unsafeLazyMMapVectors,
-- * Writing 'Vector' to disk
-- | These functions write the 'Vector' in a way suitable for
-- reading back with 'unsafeMMapVector'.
hPutVector,
writeVector
) where
import Control.Monad (when)
import System.IO
import System.IO.MMap
import System.IO.Unsafe
import Foreign.ForeignPtr
import Foreign.Ptr
import Foreign.Storable
import qualified Data.Packed.Development as I
import qualified Data.Packed.Vector as I
import Data.Int
---------------------------
-- Memory-Mapping 'Vector' from disk
-- | Map a file into memory (read-only) as a 'Vector'.
--
-- It is considered unsafe because changes to the underlying file may
-- (or may not) be reflected in the 'Vector', which breaks referential
-- transparency.
unsafeMMapVector :: forall a. Storable a => FilePath -- ^ Path of the file to map
-> Maybe (Int64, Int) -- ^ 'Nothing' to map entire file into memory, otherwise 'Just (fileOffset, elementCount)'
-> IO (I.Vector a)
unsafeMMapVector path range =
do (foreignPtr, offset, size) <- mmapFileForeignPtr path ReadOnly $
case range of
Nothing -> Nothing
Just (start, length) -> Just (start, length * sizeOf (undefined :: a))
return $ I.unsafeFromForeignPtr foreignPtr offset (size `div` sizeOf (undefined :: a))
-- | Map a file into memory as a lazy-list of equal-sized 'Vector',
-- even if they can't all fit in the address space at the same time.
--
-- > (numVectors,vectors) <- unsafeLazyMMapVectors filename Nothing vectorSize
--
-- Commonly, a data file will contain multiple vectors of equal length
-- (matrix). This function is convenient for those uses, but it plays
-- a more important role: supporting data-sets that cannot fit in the
-- address space of the current machine.
--
-- On 32-bit machines the address space is only 4GB, and it is
-- actually pretty easy to find data-sets that are too large to be
-- represented, even in virtual memory.
--
-- This function loads the data in chunks, and as long as you drop
-- your reference to the vectors as you consume the data, the old
-- chunks will be unmapped before mapping the next chunk.
--
-- The number of vectors in the list is returned because it's often
-- needed, yet calculating it using 'length' would demand the whole
-- list.
unsafeLazyMMapVectors :: forall a. Storable a => FilePath -- ^ Path of the file to map
-> Maybe (Int64, Int64)
-- ^ 'Nothing' to map entire file into memory,
-- otherwise @'Just' (fileOffset, totalElementCount)@
-> Int -- ^ The number of elements in each 'Vector'
-> IO (Int64,[I.Vector a]) -- ^ Return @(numberOfVectors,vectors)@
unsafeLazyMMapVectors path range vsize = do
when (vecSize > maxChunkSize) vecTooBigError
filesize <- withFile path ReadMode hFileSize
let filesize' :: Int64
filesize' = fI filesize
imgs <- unsafeLazyMMapVectors' filesize' path range vsize
return (nimages range filesize', imgs)
where
nimages :: Maybe (Int64, Int64) -> Int64 -> Int64
nimages Nothing fsz = fsz `div` imageSize
nimages (Just (_,sz)) _ = sz `div` imageSize
imageSize = fI vsize * eltSize
eltSize = fI (sizeOf (undefined :: a))
vecSize = fI vsize * eltSize
vecTooBigError = fail "The requested vector size can't be mapped into memory"
unsafeLazyMMapVectors' :: forall a. Storable a => Int64
-> FilePath
-> Maybe (Int64, Int64)
-> Int
-> IO [I.Vector a]
unsafeLazyMMapVectors' fileSize
fileName
fileRange
numEltsPerVec
| mapSize < maxChunkSize = mmapAll
| otherwise = mmapChunks 0
where
mapSize, eltSize, vecSize, chunkSize, baseOffset :: Int64
eltSize = fI $ sizeOf (undefined :: a)
(baseOffset,mapSize) = case fileRange of
Just (off,nelts) -> (off,nelts*eltSize)
_ -> (0,fileSize)
vecSize = fI numEltsPerVec * eltSize
chunkSize = (maxChunkSize `div` vecSize) * vecSize
fileRange' = do
(offset, nelts) <- fileRange
return (offset, fI nelts)
splitVecs :: I.Vector a -> [I.Vector a]
splitVecs bigVec = let nvecs = I.dim bigVec `div` numEltsPerVec
in I.takesV (replicate nvecs numEltsPerVec) bigVec
mmapAll :: IO [I.Vector a]
mmapAll = do
allVecs <- unsafeMMapVector fileName fileRange'
return $ splitVecs allVecs
mmapChunks :: Int64 -> IO [I.Vector a]
mmapChunks offs | remaining <= 0 = return []
| otherwise = do
chunk <- unsafeMMapVector fileName mmapRange
rest <- unsafeInterleaveIO $ mmapChunks (offs+chunkSize')
return $ splitVecs chunk ++ rest
where
mmapRange = Just (baseOffset+offs,fI (chunkSize' `div` eltSize))
remaining = mapSize-offs
chunkSize' = min chunkSize remaining
-- Maximum size for chunks
maxChunkSize :: Int64
maxChunkSize = fI (maxBound `div` 4 :: Int)
-- Handy alias for 'fromIntegral'
fI :: (Integral a, Num b) => a -> b
fI = fromIntegral
---------------------------
-- Writing 'Vector' to disk
-- | Write out a vector verbatim into an open file handle.
hPutVector :: forall a. Storable a => Handle -> I.Vector a -> IO ()
hPutVector h v = withForeignPtr fp $ \p -> hPutBuf h (p `plusPtr` offset) sz
where
(fp, offset, n) = I.unsafeToForeignPtr v
eltsize = sizeOf (undefined :: a)
sz = n * eltsize
-- | Write the vector verbatim to a file.
writeVector :: forall a. Storable a => FilePath -> I.Vector a -> IO ()
writeVector fp v = withFile fp WriteMode $ \h -> hPutVector h v