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CSV.hs
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CSV.hs
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{-# LANGUAGE OverloadedStrings, PackageImports #-}
-- |
-- Copyright : (c) 2010-2011 Simon Meier
-- License : BSD3-style (see LICENSE)
--
-- Maintainer : Simon Meier <iridcode@gmail.com>
-- Stability : experimental
-- Portability : tested on GHC only
--
-- Running example for documentation of Data.ByteString.Lazy.Builder
--
module Main (main) where
-- **************************************************************************
-- CamHac 2011: An introduction to Data.ByteString.Lazy.Builder
-- **************************************************************************
{- The Encoding Problem
----------------------
Encoding: Conversion from a Haskell value to a sequence of bytes.
Efficient encoding implementation:
1. represent sequence of bytes as a list of byte arrays (chunks)
2. generate chunks that are large on average
3. avoid intermediate copies/datastructures
Compositionality:
4. support fast append
Problem: Provide a library for defining compositional, efficient encodings.
-}
{- Data.ByteString.Lazy.Builder
------------------------------
A solution to the "Encoding Problem" (based on the code of blaze-builder).
Builder creation:
word8 :: Word8 -> Builder
int64LE :: Int64 -> Builder
floatBE :: Float -> Builder
....
Builder composition via its Monoid instance:
word8 10 `mappend` floatBE 1.4
Builder execution by converting it to a lazy bytestring:
toLazyByteString :: Builder -> L.ByteString
-}
{- Typical users of Builders
---------------------------
binary, text, aeson, blaze-html, blaze-textual, warp, snap-server, ...
=> they want support for maximal performance!
=> use of Builders is rather local: in rendering/encoding functions.
-}
{- Notable properties
--------------------
* Built-in UTF-8 support: very hard to get efficient otherwise.
stringUtf8 :: String -> Builder
intDec :: Int -> Builder
intHex :: Int -> Builder
* Fine-grained control over when to copy/reference existing bytestrings
* EDSL for defining low-level Encodings of bounded values (e.g., Int, Char)
to improve speed of escaping and similar operations.
* If used together with iteratee-style IO: no 'unsafePerformIO' required
-}
{- An example problem:
---------------------
Rendering a table in comma-separated-value (CSV) format using UTF-8 encoded
Unicode characters.
* We are willing to fuse table-rendering with UTF8-encoding to achieve better
performance.
-}
import qualified Data.ByteString as S
import qualified Data.ByteString.Lazy as L
import Data.ByteString.Lazy.Builder as B
import Data.ByteString.Lazy.Builder.ASCII as B
import Data.Monoid
import Data.Foldable (foldMap)
import Criterion.Main
import Control.DeepSeq
-- To be used in a later optimization
import Data.ByteString.Lazy.Builder.BasicEncoding ( (>*<), (>$<) )
import qualified Data.ByteString.Lazy.Builder.BasicEncoding as E
-- To be used in a later comparison
import qualified Data.DList as D
import qualified Codec.Binary.UTF8.Light as Utf8Light
import qualified Data.String.UTF8 as Utf8String
import qualified Data.Text.Lazy as TL
import qualified Data.Text.Lazy.Encoding as TL
import qualified Data.Text.Lazy.Builder as TB
import qualified Data.Text.Lazy.Builder.Int as TB
import Data.Char (ord)
import qualified Data.Binary.Builder as BinB
------------------------------------------------------------------------------
-- Simplife CSV Tables
------------------------------------------------------------------------------
data Cell = StringC String
| IntC Int
deriving( Eq, Ord, Show )
type Row = [Cell]
type Table = [Row]
-- Example data
strings :: [String]
strings = ["hello", "\"1\"", "λ-wörld"]
table :: Table
table = [map StringC strings, map IntC [-3..3]]
-- | The rendered 'table':
--
-- > "hello","\"1\"","λ-wörld"
-- > -3,-2,-1,0,1,2,3
--
-- | A bigger table for benchmarking our encoding functions.
maxiTable :: Table
maxiTable = take 1000 $ cycle table
------------------------------------------------------------------------------
-- String based rendering
------------------------------------------------------------------------------
renderString :: String -> String
renderString cs = "\"" ++ concatMap escape cs ++ "\""
where
escape '\\' = "\\"
escape '\"' = "\\\""
escape c = return c
renderCell :: Cell -> String
renderCell (StringC cs) = renderString cs
renderCell (IntC i) = show i
renderRow :: Row -> String
renderRow [] = ""
renderRow (c:cs) = renderCell c ++ concat [',' : renderCell c' | c' <- cs]
renderTable :: Table -> String
renderTable rs = concat [renderRow r ++ "\n" | r <- rs]
-- 1.36 ms
benchString :: Benchmark
benchString = bench "renderTable maxiTable" $ nf renderTable maxiTable
-- 1.36 ms
benchStringUtf8 :: Benchmark
benchStringUtf8 = bench "utf8 + renderTable maxiTable" $
nf (L.length . B.toLazyByteString . B.stringUtf8 . renderTable) maxiTable
-- using difference lists: 0.91 ms
--
-- (++) is a performance-grinch!
------------------------------------------------------------------------------
-- Builder based rendering
------------------------------------------------------------------------------
-- better syntax for `mappend`
infixr 4 <>
(<>) :: Monoid m => m -> m -> m
(<>) = mappend
-- As a reminder:
--
-- import Data.ByteString.Lazy.Builder as B
-- import Data.ByteString.Lazy.Builder.Utf8 as B
renderStringB :: String -> Builder
renderStringB cs = B.charUtf8 '"' <> foldMap escape cs <> B.charUtf8 '"'
where
escape '\\' = B.charUtf8 '\\' <> B.charUtf8 '\\'
escape '\"' = B.charUtf8 '\\' <> B.charUtf8 '"'
escape c = B.charUtf8 c
renderCellB :: Cell -> Builder
renderCellB (StringC cs) = renderStringB cs
renderCellB (IntC i) = B.intDec i
renderRowB :: Row -> Builder
renderRowB [] = mempty
renderRowB (c:cs) =
renderCellB c <> mconcat [ B.charUtf8 ',' <> renderCellB c' | c' <- cs ]
renderTableB :: Table -> Builder
renderTableB rs = mconcat [renderRowB r <> B.charUtf8 '\n' | r <- rs]
-- 0.81ms
benchBuilderUtf8 :: Benchmark
benchBuilderUtf8 = bench "utf8 + renderTableB maxiTable" $
nf (L.length . B.toLazyByteString . renderTableB) maxiTable
-- 1.11x faster than DList
-- However: touching the whole table 'nf maxiTable' takes 0.27ms
-- 1.16x faster than DList on the code path other than touching all data
-- (0.91 - 0.27) / (0.82 - 0.27)
------------------------------------------------------------------------------
-- Baseline: Touching all data
------------------------------------------------------------------------------
instance NFData Cell where
rnf (StringC cs) = rnf cs
rnf (IntC i) = rnf i
-- 0.27 ms
benchNF :: Benchmark
benchNF = bench "nf maxiTable" $ nf id maxiTable
------------------------------------------------------------------------------
-- Exploiting bounded encodings
------------------------------------------------------------------------------
{- Why 'Bounded Encodings'?
--------------------------
Hot code of encoding implementations:
* Appending Builders: Optimized already.
* Encoding primitive Haskell values: room for optimization:
- reduce buffer-free checks
- remove jumps/function calls
- hoist constant values out of inner-loops
(e.g., the loop for encoding the elements of a list)
* Bounded encoding:
an encoding that never takes more than a fixed number of bytes.
- intuitively: (Int, Ptr Word8 -> IO (Ptr Word8))
^bound ^ low-level encoding function
- compositional: coalesce buffer-checks, ...
E.encodeIfB :: (a -> Bool)
-> BoundedEncoding a -> BoundedEncoding a -> BoundedEncoding a
E.charUtf8 :: BoundedEncoding Char
(>*<) :: BoundedEncoding a -> BoundedEncoding b -> BoundedEncoding (a, b)
(>$<) :: (b -> a) -> BoundedEncoding a -> BoundedEncoding b
^ BoundedEncodings are contrafunctors; like most data-sinks
- Implementation relies heavily on inlining to compute bounds and
low-level encoding code during compilation.
-}
renderStringBE :: String -> Builder
renderStringBE cs =
B.charUtf8 '"' <> E.encodeListWithB escape cs <> B.charUtf8 '"'
where
escape :: E.BoundedEncoding Char
escape =
E.ifB (== '\\') (const ('\\', '\\') >$< E.charUtf8 >*< E.charUtf8) $
E.ifB (== '\"') (const ('\\', '\"') >$< E.charUtf8 >*< E.charUtf8) $
E.charUtf8
renderCellBE :: Cell -> Builder
renderCellBE (StringC cs) = renderStringBE cs
renderCellBE (IntC i) = B.intDec i
renderRowBE :: Row -> Builder
renderRowBE [] = mempty
renderRowBE (c:cs) =
renderCellBE c <> mconcat [ B.charUtf8 ',' <> renderCellBE c' | c' <- cs ]
renderTableBE :: Table -> Builder
renderTableBE rs = mconcat [renderRowBE r <> B.charUtf8 '\n' | r <- rs]
-- 0.65 ms
benchBuilderEncodingUtf8 :: Benchmark
benchBuilderEncodingUtf8 = bench "utf8 + renderTableBE maxiTable" $
nf (L.length . B.toLazyByteString . renderTableBE) maxiTable
-- 1.4x faster than DList based
-- 1.7x faster than DList based on code other than touching all data
------------------------------------------------------------------------------
-- Difference-list based rendering
------------------------------------------------------------------------------
type DString = D.DList Char
renderStringD :: String -> DString
renderStringD cs = return '"' <> foldMap escape cs <> return '"'
where
escape '\\' = D.fromList "\\\\"
escape '\"' = D.fromList "\\\""
escape c = return c
renderCellD :: Cell -> DString
renderCellD (StringC cs) = renderStringD cs
renderCellD (IntC i) = D.fromList $ show i
renderRowD :: Row -> DString
renderRowD [] = mempty
renderRowD (c:cs) =
renderCellD c <> mconcat [ return ',' <> renderCellD c' | c' <- cs ]
renderTableD :: Table -> DString
renderTableD rs = mconcat [renderRowD r <> return '\n' | r <- rs]
-- 0.91 ms
benchDListUtf8 :: Benchmark
benchDListUtf8 = bench "utf8 + renderTableD maxiTable" $
nf (L.length . B.toLazyByteString . B.stringUtf8 . D.toList . renderTableD) maxiTable
------------------------------------------------------------------------------
-- utf8-string and utf8-light
------------------------------------------------------------------------------
-- 4.12 ms
benchDListUtf8Light :: Benchmark
benchDListUtf8Light = bench "utf8-light + renderTable maxiTable" $
whnf (Utf8Light.encode . D.toList . renderTableD) maxiTable
{- Couldn't get utf8-string to work :-(
benchDListUtf8String :: Benchmark
benchDListUtf8String = bench "utf8-light + renderTable maxiTable" $
whnf (Utf8String.toRep . encode .
D.toList . renderTableD) maxiTable
where
encode :: String -> Utf8String.UTF8 S.ByteString
encode = Utf8String.fromString
-}
------------------------------------------------------------------------------
-- Data.Binary.Builder based rendering
------------------------------------------------------------------------------
-- Note that as of binary-0.6.0.0 the binary builder is the same as the one
-- provided by the bytestring library.
{-# INLINE char8BinB #-}
char8BinB :: Char -> BinB.Builder
char8BinB = BinB.singleton . fromIntegral . ord
renderStringBinB :: String -> BinB.Builder
renderStringBinB cs = char8BinB '"' <> foldMap escape cs <> char8BinB '"'
where
escape '\\' = char8BinB '\\' <> char8BinB '\\'
escape '\"' = char8BinB '\\' <> char8BinB '"'
escape c = char8BinB c
renderCellBinB :: Cell -> BinB.Builder
renderCellBinB (StringC cs) = renderStringBinB cs
renderCellBinB (IntC i) = B.intDec i
renderRowBinB :: Row -> BinB.Builder
renderRowBinB [] = mempty
renderRowBinB (c:cs) =
renderCellBinB c <> mconcat [ char8BinB ',' <> renderCellBinB c' | c' <- cs ]
renderTableBinB :: Table -> BinB.Builder
renderTableBinB rs = mconcat [renderRowBinB r <> char8BinB '\n' | r <- rs]
-- 1.22 ms
benchBinaryBuilderChar8 :: Benchmark
benchBinaryBuilderChar8 = bench "char8 + renderTableBinB maxiTable" $
nf (L.length . BinB.toLazyByteString . renderTableBinB) maxiTable
------------------------------------------------------------------------------
-- Text Builder
------------------------------------------------------------------------------
renderStringTB :: String -> TB.Builder
renderStringTB cs = TB.singleton '"' <> foldMap escape cs <> TB.singleton '"'
where
escape '\\' = "\\\\"
escape '\"' = "\\\""
escape c = TB.singleton c
renderCellTB :: Cell -> TB.Builder
renderCellTB (StringC cs) = renderStringTB cs
renderCellTB (IntC i) = TB.decimal i
renderRowTB :: Row -> TB.Builder
renderRowTB [] = mempty
renderRowTB (c:cs) =
renderCellTB c <> mconcat [ TB.singleton ',' <> renderCellTB c' | c' <- cs ]
renderTableTB :: Table -> TB.Builder
renderTableTB rs = mconcat [renderRowTB r <> TB.singleton '\n' | r <- rs]
-- 0.95 ms
benchTextBuilder :: Benchmark
benchTextBuilder = bench "renderTableTB maxiTable" $
nf (TL.length . TB.toLazyText . renderTableTB) maxiTable
-- 1.10 ms
benchTextBuilderUtf8 :: Benchmark
benchTextBuilderUtf8 = bench "utf8 + renderTableTB maxiTable" $
nf (L.length . TL.encodeUtf8 . TB.toLazyText . renderTableTB) maxiTable
------------------------------------------------------------------------------
-- Benchmarking
------------------------------------------------------------------------------
main :: IO ()
main = do
putStrLn "Encoding the maxiTable"
putStrLn $ "Total length in bytes: " ++
(show $ L.length $ encodeUtf8CSV maxiTable)
putStrLn $ "Chunk lengths: " ++
(show $ map S.length $ L.toChunks $ encodeUtf8CSV maxiTable)
putStrLn ""
defaultMain
[ benchNF
, benchString
, benchStringUtf8
, benchDListUtf8
, benchDListUtf8Light
, benchBinaryBuilderChar8
, benchTextBuilder
, benchTextBuilderUtf8
, benchBuilderUtf8
, benchBuilderEncodingUtf8
]
where
encodeUtf8CSV = B.toLazyByteString . renderTableBE
{- On a Core 2 Duo 2.2 GHz running a 32-bit Linux:
touching all data: 0.25 ms
string rendering: 1.36 ms
string rendering + utf8 encoding: 1.36 ms
DList rendering + utf8 encoding: 0.91 ms
builder rendering (incl. utf8): 0.82 ms
builder + faster escaping: 0.65 ms
text builder: 0.95 ms
text builder + utf8 encoding: 1.10 ms
binary builder + char8 (!!): 1.22 ms
DList render + utf8-light: 4.12 ms
How to improve further?
* Use packed formats for string literals
- fast memcpy (that's what blaze-html does for tags)
- using Text literals should also help
results from criterion:
benchmarking nf maxiTable
mean: 257.2927 us, lb 255.9210 us, ub 259.6692 us, ci 0.950
std dev: 9.026280 us, lb 5.887942 us, ub 12.76582 us, ci 0.950
benchmarking renderTable maxiTable
mean: 1.358458 ms, lb 1.356732 ms, ub 1.362377 ms, ci 0.950
std dev: 12.66932 us, lb 7.110377 us, ub 24.97397 us, ci 0.950
benchmarking utf8 + renderTable maxiTable
mean: 1.364343 ms, lb 1.362391 ms, ub 1.366973 ms, ci 0.950
std dev: 11.65388 us, lb 9.094074 us, ub 17.47765 us, ci 0.950
benchmarking utf8 + renderTableD maxiTable
mean: 909.5255 us, lb 908.0049 us, ub 911.7639 us, ci 0.950
std dev: 9.434182 us, lb 6.906120 us, ub 15.43223 us, ci 0.950
benchmarking utf8-light + renderTable maxiTable
mean: 4.128315 ms, lb 4.121109 ms, ub 4.138436 ms, ci 0.950
std dev: 42.93755 us, lb 32.58115 us, ub 58.61780 us, ci 0.950
benchmarking char8 + renderTableBinB maxiTable
mean: 1.224156 ms, lb 1.222510 ms, ub 1.226101 ms, ci 0.950
std dev: 9.046150 us, lb 7.568433 us, ub 11.74996 us, ci 0.950
benchmarking renderTableTB maxiTable
mean: 954.8066 us, lb 953.6650 us, ub 957.0134 us, ci 0.950
std dev: 7.763098 us, lb 5.072194 us, ub 14.09216 us, ci 0.950
benchmarking utf8 + renderTableTB maxiTable
mean: 1.095913 ms, lb 1.094811 ms, ub 1.098280 ms, ci 0.950
std dev: 7.865781 us, lb 4.189907 us, ub 15.24606 us, ci 0.950
benchmarking utf8 + renderTableB maxiTable
mean: 818.0223 us, lb 816.5118 us, ub 819.9397 us, ci 0.950
std dev: 8.603917 us, lb 6.764347 us, ub 12.29236 us, ci 0.950
benchmarking utf8 + renderTableBE maxiTable
mean: 646.5248 us, lb 645.3735 us, ub 648.2405 us, ci 0.950
std dev: 7.147889 us, lb 5.222494 us, ub 11.82482 us, ci 0.950
-}
{- Conclusion:
-------------
* Whenever generating a sequence of bytes: use the 'Builder' type
=> chunks can always be kept large; impossible when exporting only
a strict/lazy bytestring interface.
=> filtering/mapping lazy bytestrings now automatically defragments
the output and guarantees a large chunk size.
* Status of work: API complete, documentation needs more reviewing.
* Bounded encodings: safely exploiting low-level optimizations
=> a performance advantage on other outputstream-libraries?
---------------
- Questions ? -
---------------
-}
{- Implementation outline:
------------------------
data BufferRange = BufferRange {-# UNPACK #-} !(Ptr Word8) -- First byte of range
{-# UNPACK #-} !(Ptr Word8) -- First byte /after/ range
newtype BuildStep a =
BuildStep { runBuildStep :: BufferRange -> IO (BuildSignal a) }
data BuildSignal a =
Done !(Ptr Word8) -- next free byte in current buffer
a -- return value
| BufferFull
!Int -- minimal size of next buffer
!(Ptr Word8) -- next free byte in current buffer
!(BuildStep a) -- continuation to call on next buffer
| InsertByteString
!(Ptr Word8) -- next free byte in current buffer
!S.ByteString -- bytestring to insert directly
!(BuildStep a) -- continuation to call on next buffer
-- | A "difference list" of build-steps.
newtype Builder = Builder (forall r. BuildStep r -> BuildStep r)
-- | The corresponding "Writer" monad.
newtype Put a = Put { unPut :: forall r. (a -> BuildStep r) -> BuildStep r }
-}