BypassMergeSortShuffleWriter
BypassMergeSortShuffleWriter
is a ShuffleWriter that ShuffleMapTask uses to write records into one single shuffle block data file when the task runs for a ShuffleDependency
.
BypassMergeSortShuffleWriter
is created exclusively when SortShuffleManager
selects a ShuffleWriter
(for a BypassMergeSortShuffleHandle).
Tip
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Review the conditions SortShuffleManager uses to select BypassMergeSortShuffleHandle for a ShuffleHandle .
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Name | Description |
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Initialized when Used when |
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MapStatus that Initialized every time Used when |
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Temporary array of partition lengths after records are written to a shuffle system. Initialized every time |
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Internal flag that controls the use of Java New I/O when Specified when |
Tip
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Enable Add the following line to
Refer to Logging. |
Creating BypassMergeSortShuffleWriter Instance
BypassMergeSortShuffleWriter
takes the following when created:
BypassMergeSortShuffleWriter
uses spark.shuffle.file.buffer (for fileBufferSize
as 32k
by default) and spark.file.transferTo (for transferToEnabled internal flag which is enabled by default) Spark properties.
BypassMergeSortShuffleWriter
initializes the internal registries and counters.
Writing Records (Into One Single Shuffle Block Data File) — write
Method
void write(Iterator<Product2<K, V>> records) throws IOException
Note
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write is a part of ShuffleWriter contract to write a sequence of records to a shuffle system.
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Internally, when the input records
iterator has no more records, write
creates an empty partitionLengths internal array of numPartitions
size.
write
then requests the internal IndexShuffleBlockResolver
to write shuffle index and data files (with dataTmp
as null
) and sets the internal mapStatus
(with the address of BlockManager in use and partitionLengths).
However, when there are records to write, write
creates a new Serializer.
Note
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Serializer was specified when BypassMergeSortShuffleWriter was created and is exactly the Serializer of the ShuffleDependency.
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write
initializes partitionWriters internal array of DiskBlockObjectWriters for every partition.
Note
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write uses BlockManager to access DiskBlockManager . BlockManager was specified when BypassMergeSortShuffleWriter was created.
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write
requests BlockManager
for a DiskBlockObjectWriter
(for the temporary blockId
and file
, SerializerInstance, fileBufferSize
and writeMetrics
).
After DiskBlockObjectWriters were created, write
increments shuffle write time.
write
initializes partitionWriterSegments with FileSegment
for every partition.
write
takes records serially, i.e. record by record, and, after computing the partition for a key, requests the corresponding DiskBlockObjectWriter
to write them.
Note
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write uses partitionWriters internal array of DiskBlockObjectWriter indexed by partition number.
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Note
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write uses the Partitioner from the ShuffleDependency for which BypassMergeSortShuffleWriter was created.
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Note
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write initializes partitionWriters with numPartitions number of DiskBlockObjectWriters .
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After all the records
have been written, write
requests every DiskBlockObjectWriter
to commitAndGet
and saves the commit results in partitionWriterSegments. write
closes every DiskBlockObjectWriter
.
write
requests IndexShuffleBlockResolver
for the shuffle block data file for shuffleId
and mapId
.
Note
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IndexShuffleBlockResolver was defined when BypassMergeSortShuffleWriter was created.
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write
creates a temporary shuffle block data file and writes the per-partition shuffle files to it.
Note
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This is the moment when BypassMergeSortShuffleWriter concatenates per-partition shuffle file segments into one single map shuffle data file.
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In the end, write
requests IndexShuffleBlockResolver
to write shuffle index and data files for the shuffleId
and mapId
(with partitionLengths
and the temporary file) and creates a new mapStatus (with the location of the BlockManager
and partitionLengths).
Concatenating Per-Partition Files Into Single File (and Tracking Write Time) — writePartitionedFile
Internal Method
long[] writePartitionedFile(File outputFile) throws IOException
writePartitionedFile
creates a file output stream for the input outputFile
in append mode.
Note
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writePartitionedFile uses Java’s java.io.FileOutputStream to create a file output stream.
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writePartitionedFile
starts tracking write time (as writeStartTime
).
For every numPartitions partition, writePartitionedFile
takes the file from the FileSegment
(from partitionWriterSegments) and creates a file input stream to read raw bytes.
Note
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writePartitionedFile uses Java’s java.io.FileInputStream to create a file input stream.
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writePartitionedFile
then copies the raw bytes from each partition segment input stream to outputFile
(possibly using Java New I/O per transferToEnabled flag set when BypassMergeSortShuffleWriter
was created) and records the length of the shuffle data file (in lengths
internal array).
Note
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transferToEnabled is controlled by spark.file.transferTo Spark property and is enabled (i.e. true ) by default.
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In the end, writePartitionedFile
increments shuffle write time, clears partitionWriters array and returns the lengths of the shuffle data files per partition.
Note
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writePartitionedFile uses ShuffleWriteMetrics to track shuffle write time that was created when BypassMergeSortShuffleWriter was created.
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Note
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writePartitionedFile is used exclusively when BypassMergeSortShuffleWriter writes records.
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Copying Raw Bytes Between Input Streams (Possibly Using Java New I/O) — Utils.copyStream
Method
copyStream(
in: InputStream,
out: OutputStream,
closeStreams: Boolean = false,
transferToEnabled: Boolean = false): Long
copyStream
branches off depending on the type of in
and out
streams, i.e. whether they are both FileInputStream
with transferToEnabled
input flag is enabled.
If they are both FileInputStream
with transferToEnabled
enabled, copyStream
gets their FileChannels
and transfers bytes from the input file to the output file and counts the number of bytes, possibly zero, that were actually transferred.
Note
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copyStream uses Java’s java.nio.channels.FileChannel to manage file channels.
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If either in
and out
input streams are not FileInputStream
or transferToEnabled
flag is disabled (default), copyStream
reads data from in
to write to out
and counts the number of bytes written.
copyStream
can optionally close in
and out
streams (depending on the input closeStreams
— disabled by default).
Note
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Utils.copyStream is used when BypassMergeSortShuffleWriter writes records into one single shuffle block data file (among other places).
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Note
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Utils.copyStream is here temporarily (until I find a better place).
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Tip
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Visit the official web site of JSR 51: New I/O APIs for the Java Platform and read up on java.nio package. |