mirror of
https://github.com/tensorflow/haskell.git
synced 2024-11-23 03:19:44 +01:00
Add pure-Haskell implementation of TFRecords.
The tensorflow-records package implements encoding/decoding of the format, and the tensorflow-records-conduit package provides wrappers and utilities for use with Conduit.
This commit is contained in:
parent
72631cb9f3
commit
bf0abd6d82
4 changed files with 289 additions and 0 deletions
53
tensorflow-records-conduit/src/TensorFlow/Records/Conduit.hs
Normal file
53
tensorflow-records-conduit/src/TensorFlow/Records/Conduit.hs
Normal file
|
@ -0,0 +1,53 @@
|
|||
-- Copyright 2016 TensorFlow authors.
|
||||
--
|
||||
-- Licensed under the Apache License, Version 2.0 (the "License");
|
||||
-- you may not use this file except in compliance with the License.
|
||||
-- You may obtain a copy of the License at
|
||||
--
|
||||
-- http://www.apache.org/licenses/LICENSE-2.0
|
||||
--
|
||||
-- Unless required by applicable law or agreed to in writing, software
|
||||
-- distributed under the License is distributed on an "AS IS" BASIS,
|
||||
-- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
-- See the License for the specific language governing permissions and
|
||||
-- limitations under the License.
|
||||
|
||||
-- | Conduit wrappers for TensorFlow.Records.
|
||||
|
||||
{-# LANGUAGE Rank2Types #-}
|
||||
module TensorFlow.Records.Conduit
|
||||
(
|
||||
-- * Encode/Decode
|
||||
encodeTFRecords
|
||||
, decodeTFRecords
|
||||
|
||||
-- * Source/Sink
|
||||
, sinkTFRecords
|
||||
, sourceTFRecords
|
||||
) where
|
||||
|
||||
import Control.Monad.Catch (MonadThrow)
|
||||
import Control.Monad.Trans.Resource (MonadResource)
|
||||
import qualified Data.ByteString as B
|
||||
import qualified Data.ByteString.Lazy as BL
|
||||
import Data.Conduit ((=$=), Conduit, Consumer, Producer)
|
||||
import Data.Conduit.Binary (sinkFile, sourceFile)
|
||||
import Data.Conduit.Cereal (conduitGet2, conduitPut)
|
||||
|
||||
import TensorFlow.Records (getTFRecord, putTFRecord)
|
||||
|
||||
-- | Decode TFRecords from a stream of bytes.
|
||||
decodeTFRecords :: MonadThrow m => Conduit B.ByteString m BL.ByteString
|
||||
decodeTFRecords = conduitGet2 getTFRecord
|
||||
|
||||
-- | Read TFRecords from a file.
|
||||
sourceTFRecords :: (MonadResource m, MonadThrow m) => FilePath -> Producer m BL.ByteString
|
||||
sourceTFRecords path = sourceFile path =$= decodeTFRecords
|
||||
|
||||
-- | Encode TFRecords to a stream of bytes.
|
||||
encodeTFRecords :: Monad m => Conduit BL.ByteString m B.ByteString
|
||||
encodeTFRecords = conduitPut putTFRecord
|
||||
|
||||
-- | Write TFRecords to a file.
|
||||
sinkTFRecords :: (MonadResource m) => FilePath -> Consumer BL.ByteString m ()
|
||||
sinkTFRecords path = encodeTFRecords =$= sinkFile path
|
54
tensorflow-records/src/TensorFlow/CRC32C.hs
Normal file
54
tensorflow-records/src/TensorFlow/CRC32C.hs
Normal file
|
@ -0,0 +1,54 @@
|
|||
-- Copyright 2016 TensorFlow authors.
|
||||
--
|
||||
-- Licensed under the Apache License, Version 2.0 (the "License");
|
||||
-- you may not use this file except in compliance with the License.
|
||||
-- You may obtain a copy of the License at
|
||||
--
|
||||
-- http://www.apache.org/licenses/LICENSE-2.0
|
||||
--
|
||||
-- Unless required by applicable law or agreed to in writing, software
|
||||
-- distributed under the License is distributed on an "AS IS" BASIS,
|
||||
-- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
-- See the License for the specific language governing permissions and
|
||||
-- limitations under the License.
|
||||
|
||||
-- | FFI wrappers of CRC32C digest. Import qualified.
|
||||
|
||||
module TensorFlow.CRC32C
|
||||
( value, extend
|
||||
, mask, unmask
|
||||
, valueMasked
|
||||
) where
|
||||
|
||||
import Data.Bits (rotateL, rotateR)
|
||||
import qualified Data.ByteString as B
|
||||
import qualified Data.ByteString.Lazy as BL
|
||||
import Data.List (foldl')
|
||||
import Data.Word (Word32)
|
||||
|
||||
-- | Compute the CRC32C checksum of the concatenation of the bytes checksummed
|
||||
-- by the given CRC32C value and the bytes in the given ByteString.
|
||||
extend :: Word32 -> B.ByteString -> Word32
|
||||
extend = _crcExtend
|
||||
|
||||
-- | Compute the CRC32C checksum of the given bytes.
|
||||
value :: BL.ByteString -> Word32
|
||||
value = foldl' extend 0 . BL.toChunks
|
||||
|
||||
-- | Scramble a CRC32C value so that the result can be safely stored in a
|
||||
-- bytestream that may itself be CRC'd.
|
||||
--
|
||||
-- This masking is the algorithm specified by TensorFlow's TFRecords format.
|
||||
mask :: Word32 -> Word32
|
||||
mask x = rotateR x 15 + maskDelta
|
||||
|
||||
-- | Inverse of 'mask'.
|
||||
unmask :: Word32 -> Word32
|
||||
unmask x = rotateL (x - maskDelta) 15
|
||||
|
||||
-- | Convenience function combining 'value' and 'mask'.
|
||||
valueMasked :: BL.ByteString -> Word32
|
||||
valueMasked = mask . value
|
||||
|
||||
maskDelta :: Word32
|
||||
maskDelta = 0xa282ead8
|
131
tensorflow-records/src/TensorFlow/Records.hs
Normal file
131
tensorflow-records/src/TensorFlow/Records.hs
Normal file
|
@ -0,0 +1,131 @@
|
|||
-- Copyright 2016 TensorFlow authors.
|
||||
--
|
||||
-- Licensed under the Apache License, Version 2.0 (the "License");
|
||||
-- you may not use this file except in compliance with the License.
|
||||
-- You may obtain a copy of the License at
|
||||
--
|
||||
-- http://www.apache.org/licenses/LICENSE-2.0
|
||||
--
|
||||
-- Unless required by applicable law or agreed to in writing, software
|
||||
-- distributed under the License is distributed on an "AS IS" BASIS,
|
||||
-- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
-- See the License for the specific language governing permissions and
|
||||
-- limitations under the License.
|
||||
|
||||
-- | Encoder and decoder for the TensorFlow \"TFRecords\" format.
|
||||
|
||||
{-# LANGUAGE Rank2Types #-}
|
||||
module TensorFlow.Records
|
||||
(
|
||||
-- * Records
|
||||
putTFRecord
|
||||
, getTFRecord
|
||||
, getTFRecords
|
||||
|
||||
-- * Implementation
|
||||
|
||||
-- | These may be useful for encoding or decoding to types other than
|
||||
-- 'ByteString' that have their own Cereal codecs.
|
||||
, getTFRecordLength
|
||||
, getTFRecordData
|
||||
, putTFRecordLength
|
||||
, putTFRecordData
|
||||
) where
|
||||
|
||||
import Control.Monad (when)
|
||||
import Data.ByteString.Unsafe (unsafePackCStringLen)
|
||||
import qualified Data.ByteString.Builder as B (Builder)
|
||||
import Data.ByteString.Builder.Extra (runBuilder, Next(..))
|
||||
import qualified Data.ByteString.Lazy as BL
|
||||
import Data.Serialize.Get
|
||||
( Get
|
||||
, getBytes
|
||||
, getWord32le
|
||||
, getWord64le
|
||||
, getLazyByteString
|
||||
, isEmpty
|
||||
, lookAhead
|
||||
)
|
||||
import Data.Serialize
|
||||
( Put
|
||||
, execPut
|
||||
, putLazyByteString
|
||||
, putWord32le
|
||||
, putWord64le
|
||||
)
|
||||
import Data.Word (Word8, Word64)
|
||||
import Foreign.Marshal.Alloc (allocaBytes)
|
||||
import Foreign.Ptr (Ptr, castPtr)
|
||||
import System.IO.Unsafe (unsafePerformIO)
|
||||
|
||||
import qualified TensorFlow.CRC32C as CRC
|
||||
|
||||
-- | Parse one TFRecord.
|
||||
getTFRecord :: Get BL.ByteString
|
||||
getTFRecord = getTFRecordLength >>= getTFRecordData
|
||||
|
||||
-- | Parse many TFRecords as a list. Note you probably want streaming instead
|
||||
-- as provided by the tensorflow-records-conduit package.
|
||||
getTFRecords :: Get [BL.ByteString]
|
||||
getTFRecords = do
|
||||
e <- isEmpty
|
||||
if e then return [] else (:) <$> getTFRecord <*> getTFRecords
|
||||
|
||||
getCheckMaskedCRC32C :: BL.ByteString -> Get ()
|
||||
getCheckMaskedCRC32C bs = do
|
||||
wireCRC <- getWord32le
|
||||
let maskedCRC = CRC.valueMasked bs
|
||||
when (maskedCRC /= wireCRC) $ fail $
|
||||
"getCheckMaskedCRC32C: CRC mismatch, computed: " ++ show maskedCRC ++
|
||||
", expected: " ++ show wireCRC
|
||||
|
||||
-- | Get a length and verify its checksum.
|
||||
getTFRecordLength :: Get Word64
|
||||
getTFRecordLength = do
|
||||
buf <- lookAhead (getBytes 8)
|
||||
getWord64le <* getCheckMaskedCRC32C (BL.fromStrict buf)
|
||||
|
||||
-- | Get a record payload and verify its checksum.
|
||||
getTFRecordData :: Word64 -> Get BL.ByteString
|
||||
getTFRecordData len = if len > 0x7fffffffffffffff
|
||||
then fail "getTFRecordData: Record size overflows Int64"
|
||||
else do
|
||||
bs <- getLazyByteString (fromIntegral len)
|
||||
getCheckMaskedCRC32C bs
|
||||
return bs
|
||||
|
||||
putMaskedCRC32C :: BL.ByteString -> Put
|
||||
putMaskedCRC32C = putWord32le . CRC.valueMasked
|
||||
|
||||
-- Runs a Builder that's known to write a fixed number of bytes on a
|
||||
-- stack-allocated buffer, and runs the given IO action on the result. Raises
|
||||
-- exceptions if the Builder yields ByteString chunks or attempts to write more
|
||||
-- bytes than expected.
|
||||
unsafeWithFixedWidthBuilder :: Int -> B.Builder -> (Ptr Word8 -> IO r) -> IO r
|
||||
unsafeWithFixedWidthBuilder n b act = allocaBytes n $ \ptr -> do
|
||||
(_, signal) <- runBuilder b ptr n
|
||||
case signal of
|
||||
Done -> act ptr
|
||||
More _ _ -> error "unsafeWithFixedWidthBuilder: Builder returned More."
|
||||
Chunk _ _ -> error "unsafeWithFixedWidthBuilder: Builder returned Chunk."
|
||||
|
||||
-- | Put a record length and its checksum.
|
||||
putTFRecordLength :: Word64 -> Put
|
||||
putTFRecordLength x =
|
||||
let put = putWord64le x
|
||||
len = 8
|
||||
crc = CRC.mask $ unsafePerformIO $
|
||||
-- Serialized Word64 is always 8 bytes, so we can go fast by using
|
||||
-- alloca.
|
||||
unsafeWithFixedWidthBuilder len (execPut put) $
|
||||
\ptr -> CRC.extend 0 <$> unsafePackCStringLen (castPtr ptr, len)
|
||||
in put *> putWord32le crc
|
||||
|
||||
-- | Put a record payload and its checksum.
|
||||
putTFRecordData :: BL.ByteString -> Put
|
||||
putTFRecordData bs = putLazyByteString bs *> putMaskedCRC32C bs
|
||||
|
||||
-- | Put one TFRecord with the given contents.
|
||||
putTFRecord :: BL.ByteString -> Put
|
||||
putTFRecord bs =
|
||||
putTFRecordLength (fromIntegral $ BL.length bs) *> putTFRecordData bs
|
51
tensorflow-records/tests/Main.hs
Normal file
51
tensorflow-records/tests/Main.hs
Normal file
|
@ -0,0 +1,51 @@
|
|||
-- Copyright 2016 TensorFlow authors.
|
||||
--
|
||||
-- Licensed under the Apache License, Version 2.0 (the "License");
|
||||
-- you may not use this file except in compliance with the License.
|
||||
-- You may obtain a copy of the License at
|
||||
--
|
||||
-- http://www.apache.org/licenses/LICENSE-2.0
|
||||
--
|
||||
-- Unless required by applicable law or agreed to in writing, software
|
||||
-- distributed under the License is distributed on an "AS IS" BASIS,
|
||||
-- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
-- See the License for the specific language governing permissions and
|
||||
-- limitations under the License.
|
||||
|
||||
{-# LANGUAGE OverloadedStrings #-}
|
||||
module Main where
|
||||
|
||||
import qualified Data.ByteString as B
|
||||
import qualified Data.ByteString.Lazy as BL
|
||||
import Data.Monoid ((<>))
|
||||
import Data.Word (Word8)
|
||||
import Data.Serialize (runGet, runPut)
|
||||
import Test.Framework (Test, defaultMain)
|
||||
import Test.Framework.Providers.QuickCheck2 (testProperty)
|
||||
|
||||
import TensorFlow.Records (getTFRecord, putTFRecord)
|
||||
|
||||
main :: IO ()
|
||||
main = defaultMain tests
|
||||
|
||||
tests :: [Test]
|
||||
tests =
|
||||
[ testProperty "Inverse" propEncodeDecodeInverse
|
||||
, testProperty "FixedRecord" propFixedRecord
|
||||
]
|
||||
|
||||
-- There's no (Arbitrary BL.ByteString), so pack it from a list of chunks.
|
||||
propEncodeDecodeInverse :: [[Word8]] -> Bool
|
||||
propEncodeDecodeInverse s =
|
||||
let bs = BL.fromChunks . fmap B.pack $ s
|
||||
in runGet getTFRecord (runPut (putTFRecord bs)) == Right bs
|
||||
|
||||
propFixedRecord :: Bool
|
||||
propFixedRecord =
|
||||
("\x42" == case runGet getTFRecord record of
|
||||
Left err -> error err -- Make the error appear in the test failure.
|
||||
Right x -> x) &&
|
||||
(runPut (putTFRecord "\x42") == record)
|
||||
where
|
||||
record = "\x01\x00\x00\x00\x00\x00\x00\x00" <> "\x01\x75\xde\x41" <>
|
||||
"\x42" <> "\x52\xcf\xb8\x1e"
|
Loading…
Reference in a new issue