dataframe-0.5.0.0: src/DataFrame/IO/Parquet/Encoding.hs
module DataFrame.IO.Parquet.Encoding where
import Data.Bits
import qualified Data.ByteString as BS
import Data.List (foldl')
import Data.Word
import DataFrame.IO.Parquet.Binary
ceilLog2 :: Int -> Int
ceilLog2 x
| x <= 1 = 0
| otherwise = 1 + ceilLog2 ((x + 1) `div` 2)
bitWidthForMaxLevel :: Int -> Int
bitWidthForMaxLevel maxLevel = ceilLog2 (maxLevel + 1)
bytesForBW :: Int -> Int
bytesForBW bw = (bw + 7) `div` 8
unpackBitPacked :: Int -> Int -> BS.ByteString -> ([Word32], BS.ByteString)
unpackBitPacked bw count bs
| count <= 0 = ([], bs)
| BS.null bs = ([], bs)
| otherwise =
let totalBits = bw * count
totalBytes = (totalBits + 7) `div` 8
chunk = BS.take totalBytes bs
rest = BS.drop totalBytes bs
bits =
BS.concatMap
(\b -> BS.map (\i -> (b `shiftR` fromIntegral i) .&. 1) (BS.pack [0 .. 7]))
chunk
toN :: BS.ByteString -> Word32
toN =
fst
. BS.foldl'
(\(a, i) b -> (a .|. (fromIntegral b `shiftL` i), i + 1))
(0 :: Word32, 0 :: Int)
extractValues :: Int -> BS.ByteString -> [Word32]
extractValues n bitsLeft
| BS.null bitsLeft = []
| n <= 0 = []
| BS.length bitsLeft < bw = []
| otherwise =
let (this, bitsLeft') = BS.splitAt bw bitsLeft
in toN this : extractValues (n - 1) bitsLeft'
vals = extractValues count bits
in (vals, rest)
decodeRLEBitPackedHybrid ::
Int -> Int -> BS.ByteString -> ([Word32], BS.ByteString)
decodeRLEBitPackedHybrid bw need bs
| bw == 0 = (replicate need 0, bs)
| otherwise = go need bs []
where
mask :: Word32
mask = if bw == 32 then maxBound else (1 `shiftL` bw) - 1
go :: Int -> BS.ByteString -> [Word32] -> ([Word32], BS.ByteString)
go 0 rest acc = (reverse acc, rest)
go n rest acc
| BS.null rest = (reverse acc, rest)
| otherwise =
let (hdr64, afterHdr) = readUVarInt rest
isPacked = (hdr64 .&. 1) == 1
in if isPacked
then
let groups = fromIntegral (hdr64 `shiftR` 1) :: Int
totalVals = groups * 8
(valsAll, afterRun) = unpackBitPacked bw totalVals afterHdr
takeN = min n totalVals
actualTaken = take takeN valsAll
in go (n - takeN) afterRun (reverse actualTaken ++ acc)
else
let runLen = fromIntegral (hdr64 `shiftR` 1) :: Int
nbytes = bytesForBW bw
word32 = littleEndianWord32 (BS.take 4 afterHdr)
afterV = BS.drop nbytes afterHdr
val = word32 .&. mask
takeN = min n runLen
in go (n - takeN) afterV (replicate takeN val ++ acc)
decodeDictIndicesV1 :: Int -> Int -> BS.ByteString -> ([Int], BS.ByteString)
decodeDictIndicesV1 need dictCard bs =
case BS.uncons bs of
Nothing -> error "empty dictionary index stream"
Just (w0, rest0) ->
let bw = fromIntegral w0 :: Int
(u32s, rest1) = decodeRLEBitPackedHybrid bw need rest0
in (map fromIntegral u32s, rest1)