avro-0.4.3.0: src/Data/Avro/Decode/Lazy.hs
{-# LANGUAGE ConstraintKinds #-}
{-# LANGUAGE FlexibleInstances #-}
{-# LANGUAGE MultiWayIf #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE RecordWildCards #-}
{-# LANGUAGE ScopedTypeVariables #-}
{-# LANGUAGE TupleSections #-}
module Data.Avro.Decode.Lazy
( decodeAvro
, decodeContainer
, decodeContainer'
, decodeContainerWithSchema
, decodeContainerWithSchema'
-- * Bypass decoding
, decodeRawBlocks
-- * Lower level interface
, getContainerValues
, getContainerValuesWith
, getContainerValuesBytes
, getContainerValuesBytes'
, getAvroOf
, GetAvro(..)
, FromLazyAvro(..)
, (.~:)
, T.LazyValue(..)
, badValue
) where
import Control.Monad (foldM, replicateM, when)
import qualified Data.Aeson as A
import qualified Data.Array as Array
import Data.Binary.Get (Get, runGetOrFail)
import qualified Data.Binary.Get as G
import Data.Binary.IEEE754 as IEEE
import Data.Bits
import Data.ByteString (ByteString)
import qualified Data.ByteString.Lazy as BL
import qualified Data.ByteString.Lazy.Char8 as BL
import Data.Either (isRight)
import qualified Data.HashMap.Strict as HashMap
import Data.Int
import Data.List (foldl', unfoldr)
import qualified Data.List.NonEmpty as NE
import qualified Data.Map as Map
import Data.Maybe
import Data.Monoid ((<>))
import qualified Data.Set as Set
import Data.Tagged (Tagged, untag)
import Data.Text (Text)
import qualified Data.Text as Text
import qualified Data.Text.Encoding as Text
import qualified Data.Vector as V
import Prelude as P
import Data.Avro.Codec (Decompress)
import qualified Data.Avro.Decode.Lazy.LazyValue as T
import Data.Avro.DecodeRaw
import Data.Avro.HasAvroSchema (schema)
import Data.Avro.Schema as S
import qualified Data.Avro.Types as TypesStrict
import Data.Avro.Zag
import qualified Data.Avro.Decode.Strict.Internal as DecodeStrict
import Data.Avro.Decode.Get
import Data.Avro.Decode.Lazy.Convert (toStrictValue)
import Data.Avro.Decode.Lazy.Deconflict as C
import Data.Avro.Decode.Lazy.FromLazyAvro
import Data.Avro.FromAvro
-- | Decodes the container as a lazy list of values of the requested type.
--
-- The schema for the requested type will be de-conflicted with the schema
-- embedded with the container.
--
-- Errors are reported as a part of the list and the list will stop at first
-- error. This means that the consumer will get all the "good" content from
-- the container until the error is detected, then this error and then the list
-- is finished.
decodeContainer :: forall a. FromLazyAvro a => BL.ByteString -> [Either String a]
decodeContainer bs =
let vals = either (\err -> [Left err]) concat (decodeContainer' bs)
in takeWhileInclusive isRight vals
-- | Decodes the container as a lazy list of values of the requested type.
--
-- The schema for the requested type will be de-conflicted with the schema
-- embedded with the container.
--
-- The content of the container is returned as a list of "blocks" of values
-- inside this container, so the notion of blocks in the container is preserved.
-- Since decoding is lazy it should be safe to concat these values into one lazy list.
--
-- The "outer" error represents the error in opening the container itself
-- (including problems like reading schemas embedded into the container.)
--
-- The "inner" errors represent problems in decoding individual values.
--
-- Note that this function will not stop decoding at the first occurance of the "inner"
-- error, and will continue attempting decoding values, so it is possible to
-- get 'Right' after 'Left'. It is up to the user to decide whether it is correct or not to
-- continue after errors (most likely it will not be correct).
--
-- 'decodeContainer' function makes a choice to stop after the first error.
decodeContainer' :: forall a. FromLazyAvro a => BL.ByteString -> Either String [[Either String a]]
decodeContainer' = decodeContainerWithSchema' (untag (schema :: Tagged a Schema))
-- | Same as 'decodeContainer' but uses provided schema as a reader schema for the container
-- instead of the schema obtained from the type of 'a'.
--
-- It is up to the user to make sure that the provided schema is compatible with 'a'
-- and with the container's writer schema.
decodeContainerWithSchema :: FromLazyAvro a => Schema -> BL.ByteString -> [Either String a]
decodeContainerWithSchema s bs =
either (\err -> [Left err]) concat (decodeContainerWithSchema' s bs)
-- | Same as 'decodeContainer'' but uses provided schema as a reader schema for the container
-- instead of the schema obtained from the type of 'a'.
--
-- It is up to the user to make sure that the provided schema is compatible with 'a'
-- and with the container's writer schema.
decodeContainerWithSchema' :: FromLazyAvro a => Schema -> BL.ByteString -> Either String [[Either String a]]
decodeContainerWithSchema' readerSchema bs = do
(writerSchema, vals) <- getContainerValues bs
pure $ (fmap . fmap) (convertValue writerSchema) vals
where
convertValue w v = resultToEither $ fromLazyAvro (C.deconflict w readerSchema v) -- >>= (resultToEither . fromLazyAvro)
-- |Decode bytes into a 'Value' as described by Schema.
decodeAvro :: Schema -> BL.ByteString -> T.LazyValue Type
decodeAvro s = snd . getAvroOf s
{-# INLINABLE decodeAvro #-}
-- | Decodes the container into a list of blocks of raw Avro values.
--
-- The content of the container is returned as a list of "blocks" of values
-- inside this container, so the notion of blocks in the container is preserved.
-- Since decoding is lazy it should be safe to concat these values into one lazy list.
--
-- Each 'LazyValue' can be an `Error' and this function doesn't make any attempts
-- of dealing with them leaving it up to the user.
--
-- The "outer" error represents the error in opening the container itself
-- (including problems like reading schemas embedded into the container.)
getContainerValues :: BL.ByteString -> Either String (Schema, [[T.LazyValue Type]])
getContainerValues = getContainerValuesWith getAvroOf
{-# INLINABLE getContainerValues #-}
-- | Reads the container as a list of blocks without decoding them into actual values.
--
-- This can be useful for streaming / splitting / merging Avro containers without
-- paying the cost for Avro encoding/decoding.
--
-- Each block is returned as a raw 'ByteString' annotated with the number of Avro values
-- that are contained in this block.
--
-- The "outer" error represents the error in opening the container itself
-- (including problems like reading schemas embedded into the container.)
decodeRawBlocks :: BL.ByteString -> Either String (Schema, [Either String (Int, BL.ByteString)])
decodeRawBlocks bs =
case runGetOrFail getAvro bs of
Left (bs', _, err) -> Left err
Right (bs', _, ContainerHeader {..}) ->
let blocks = allBlocks syncBytes decompress bs'
in Right (containedSchema, blocks)
where
allBlocks sync decompress bytes =
flip unfoldr (Just bytes) $ \acc -> case acc of
Just rest -> next sync decompress rest
Nothing -> Nothing
next syncBytes decompress bytes =
case getNextBlock syncBytes decompress bytes of
Right (Just (numObj, block, rest)) -> Just (Right (numObj, block), Just rest)
Right Nothing -> Nothing
Left err -> Just (Left err, Nothing)
getNextBlock :: BL.ByteString
-> Decompress BL.ByteString
-> BL.ByteString
-> Either String (Maybe (Int, BL.ByteString, BL.ByteString))
getNextBlock sync decompress bs =
if BL.null bs
then Right Nothing
else case runGetOrFail (getRawBlock decompress) bs of
Left (bs', _, err) -> Left err
Right (bs', _, (nrObj, bytes)) ->
case checkMarker sync bs' of
Left err -> Left err
Right rest -> Right $ Just (nrObj, bytes, rest)
where
getRawBlock :: Decompress BL.ByteString -> Get (Int, BL.ByteString)
getRawBlock decompress = do
nrObj <- getLong >>= sFromIntegral
nrBytes <- getLong
compressed <- G.getLazyByteString nrBytes
bytes <- case decompress compressed G.getRemainingLazyByteString of
Right x -> pure x
Left err -> fail err
pure (nrObj, bytes)
checkMarker :: BL.ByteString -> BL.ByteString -> Either String BL.ByteString
checkMarker sync bs =
case BL.splitAt nrSyncBytes bs of
(marker, _) | marker /= sync -> Left "Invalid marker, does not match sync bytes."
(_, rest) -> Right rest
getContainerValuesWith :: (Schema -> BL.ByteString -> (BL.ByteString, T.LazyValue Type))
-> BL.ByteString
-> Either String (Schema, [[T.LazyValue Type]])
getContainerValuesWith schemaToGet bs =
case decodeRawBlocks bs of
Left err -> Left err
Right (sch, blocks) -> Right (sch, decodeBlocks (schemaToGet sch) blocks)
where
decodeBlocks getValue blocks = decodeBlock getValue <$> blocks
decodeBlock getValue v = case v of
Left err -> [T.Error err]
Right (nObj, bytes) ->
let (_, vs) = consumeN (fromIntegral nObj) getValue bytes
in vs
decodeGet :: GetAvro a => (a -> T.LazyValue Type) -> BL.ByteString -> (BL.ByteString, T.LazyValue Type)
decodeGet f bs =
let res = runGetOrFail (f <$> getAvro) bs
in either (\(rest,_,s) -> (rest, T.Error s)) (\(rest,_,a) -> (rest, a)) res
{-# INLINE decodeGet #-}
-- | Splits container into a list of individual avro-encoded values.
--
-- This is particularly useful when slicing up containers into one or more
-- smaller files. By extracting the original bytestring it is possible to
-- avoid re-encoding data.
getContainerValuesBytes :: BL.ByteString -> Either String (Schema, [Either String BL.ByteString])
getContainerValuesBytes =
extractContainerValues readBytes
where
readBytes sch = do
start <- G.bytesRead
end <- G.lookAhead (DecodeStrict.getAvroOf sch >> G.bytesRead)
G.getLazyByteString (end-start)
-- | Splits container into a list of individual avro-encoded values.
-- This version provides both encoded and decoded values.
--
-- This is particularly useful when slicing up containers into one or more
-- smaller files. By extracting the original bytestring it is possible to
-- avoid re-encoding data.
getContainerValuesBytes' :: BL.ByteString -> Either String (Schema, [Either String (TypesStrict.Value S.Type, BL.ByteString)])
getContainerValuesBytes' =
extractContainerValues readBytes
where
readBytes sch = do
start <- G.bytesRead
(val, end) <- G.lookAhead (DecodeStrict.getAvroOf sch >>= (\v -> (v, ) <$> G.bytesRead))
res <- G.getLazyByteString (end-start)
pure (val, res)
extractContainerValues :: (Schema -> Get a) -> BL.ByteString -> Either String (Schema, [Either String a])
extractContainerValues f bs =
case decodeRawBlocks bs of
Left err -> Left err
Right (sch, blocks) -> Right (sch, blocks >>= decodeBlock sch)
where
decodeBlock _ (Left err) = undefined
decodeBlock sch (Right (nrObj, bytes)) = snd $ consumeN (fromIntegral nrObj) (decodeValue sch) bytes
decodeValue sch bytes =
case G.runGetOrFail (f sch) bytes of
Left (bs', _, err) -> (bs', Left err)
Right (bs', _, res) -> (bs', Right res)
consumeN :: Int64 -> (a -> (a, b)) -> a -> (a, [b])
consumeN n f a =
if n == 0
then (a, [])
else
let (a', b) = f a
(r, bs) = consumeN (n-1) f a'
in (r, b:bs)
{-# INLINE consumeN #-}
getAvroOf :: Schema -> BL.ByteString -> (BL.ByteString, T.LazyValue Type)
getAvroOf ty0 bs = go ty0 bs
where
env = S.buildTypeEnvironment envFail ty0
envFail t = fail $ "Named type not in schema: " <> show t
go :: Type -> BL.ByteString -> (BL.ByteString, T.LazyValue Type)
go ty bs =
case ty of
Null -> (bs, T.Null)
Boolean -> decodeGet T.Boolean bs
Int -> decodeGet T.Int bs
Long -> decodeGet T.Long bs
Float -> decodeGet T.Float bs
Double -> decodeGet T.Double bs
Bytes -> decodeGet T.Bytes bs
String -> decodeGet T.String bs
Array t -> T.Array . V.fromList . mconcat <$> getElements bs (go t)
Map t -> T.Map . HashMap.fromList . mconcat <$> getKVPairs bs (go t)
NamedType tn ->
case runGetOrFail (env tn) bs of
Left (bs', _, err) -> (bs', T.Error err)
Right (bs', _, v) -> go v bs'
Record {..} -> do
let getField bs' Field {..} = (fldName,) <$> go fldType bs'
let flds = foldl' (\(bs', as) fld -> (:as) <$> getField bs' fld ) (bs, []) fields
T.Record ty . HashMap.fromList <$> flds
Enum {..} ->
case runGetOrFail getLong bs of
Left (bs', _, err) -> (bs', T.Error err)
Right (bs', _, i) ->
case symbolLookup i of
Nothing -> (bs', T.Error ("Unknown value {" <> show i <> "} for enum " <> Text.unpack (typeName ty) ))
Just sym -> (bs', T.Enum ty (fromIntegral i) sym)
Union ts unionLookup ->
case runGetOrFail getLong bs of
Left (bs', _, err) -> (bs', T.Error err)
Right (bs', _, i) ->
case unionLookup i of
Nothing -> (bs', T.Error $ "Decoded Avro tag is outside the expected range for a Union. Tag: " <> show i <> " union of: " <> show (P.map typeName $ NE.toList ts))
Just t -> T.Union ts t <$> go t bs'
Fixed {..} ->
case runGetOrFail (G.getByteString (fromIntegral size)) bs of
Left (bs', _, err) -> (bs', T.Error err)
Right (bs', _, v) -> (bs', T.Fixed ty v)
{-# INLINABLE getAvroOf #-}
getKVPair getElement bs =
case runGetOrFail getString bs of
Left (bs'', _, err) -> (bs'', ("", T.Error err))
Right (bs'', _, v) -> (v,) <$> getElement bs''
{-# INLINE getKVPair #-}
getKVPairs :: BL.ByteString
-> (BL.ByteString -> (BL.ByteString, T.LazyValue Type))
-> (BL.ByteString, [[(Text, T.LazyValue Type)]])
getKVPairs bs getElement =
case runGetOrFail (abs <$> getLong) bs of
Left (bs', _, err) -> (bs', [[("", T.Error err)]])
Right (bs', _, l) | l == 0 -> (bs', [])
Right (bs', _, l) ->
let (bs'', vs) = consumeN l (getKVPair getElement) bs'
(rest, vs') = getKVPairs bs'' getElement
in (rest, vs : vs')
{-# INLINE getKVPairs #-}
getElements :: BL.ByteString
-> (BL.ByteString -> (BL.ByteString, T.LazyValue Type))
-> (BL.ByteString, [[T.LazyValue Type]])
getElements bs getElement =
case runGetOrFail (abs <$> getLong) bs of
Left (bs', _, err) -> (bs', [[T.Error err]])
Right (bs', _, l) | l == 0 -> (bs', [])
Right (bs', _, l) ->
let (bs'', vs) = consumeN l getElement bs'
(rest, vs') = getElements bs'' getElement
in (rest, vs : vs')
{-# INLINE getElements #-}
--
takeWhileInclusive :: (a -> Bool) -> [a] -> [a]
takeWhileInclusive _ [] = []
takeWhileInclusive p (x:xs) =
x : if p x then takeWhileInclusive p xs else []
{-# INLINE takeWhileInclusive #-}