Spark Streaming-Parquet文件上传到S3错误

Question

I'm completely new in Spark Streaming topic.
Via streaming application I'm creating Parquet files of size about 2,5MB and store them on S3/Local directory.

Method I'm using is as follow:

data.write.parquet(destination)

where "data" is a DataFrame

If destination is a local path, everything works like a charm but if only I send it to s3 with path like "s3n://bucket/directory/filename" I'm getting following exception:

    15/12/17 10:47:06 ERROR SparkUncaughtExceptionHandler: Uncaught exception in thread Thread[Executor task launch worker-3,5,main]
    java.lang.UnsatisfiedLinkError: org.apache.hadoop.io.nativeio.NativeIO$Windows.access0(Ljava/lang/String;I)Z
        at org.apache.hadoop.io.nativeio.NativeIO$Windows.access0(Native Method)
        at org.apache.hadoop.io.nativeio.NativeIO$Windows.access(NativeIO.java:557)
        at org.apache.hadoop.fs.FileUtil.canRead(FileUtil.java:977)
        at org.apache.hadoop.util.DiskChecker.checkAccessByFileMethods(DiskChecker.java:187)
        at org.apache.hadoop.util.DiskChecker.checkDirAccess(DiskChecker.java:174)
        at org.apache.hadoop.util.DiskChecker.checkDir(DiskChecker.java:108)
        at org.apache.hadoop.fs.LocalDirAllocator$AllocatorPerContext.confChanged(LocalDirAllocator.java:285)
        at org.apache.hadoop.fs.LocalDirAllocator$AllocatorPerContext.getLocalPathForWrite(LocalDirAllocator.java:344)
        at org.apache.hadoop.fs.LocalDirAllocator$AllocatorPerContext.createTmpFileForWrite(LocalDirAllocator.java:416)
        at org.apache.hadoop.fs.LocalDirAllocator.createTmpFileForWrite(LocalDirAllocator.java:198)
        at org.apache.hadoop.fs.s3native.NativeS3FileSystem$NativeS3FsOutputStream.newBackupFile(NativeS3FileSystem.java:263)
        at org.apache.hadoop.fs.s3native.NativeS3FileSystem$NativeS3FsOutputStream.<init>(NativeS3FileSystem.java:245)
        at org.apache.hadoop.fs.s3native.NativeS3FileSystem.create(NativeS3FileSystem.java:412)
        at org.apache.hadoop.fs.FileSystem.create(FileSystem.java:908)
        at org.apache.hadoop.fs.FileSystem.create(FileSystem.java:889)
        at org.apache.hadoop.fs.FileSystem.create(FileSystem.java:786)
        at org.apache.parquet.hadoop.ParquetFileWriter.<init>(ParquetFileWriter.java:176)
        at org.apache.parquet.hadoop.ParquetFileWriter.<init>(ParquetFileWriter.java:160)
        at org.apache.parquet.hadoop.ParquetOutputFormat.getRecordWriter(ParquetOutputFormat.java:289)
        at org.apache.parquet.hadoop.ParquetOutputFormat.getRecordWriter(ParquetOutputFormat.java:262)
        at org.apache.spark.sql.execution.datasources.parquet.ParquetOutputWriter.<init>(ParquetRelation.scala:94)
        at org.apache.spark.sql.execution.datasources.parquet.ParquetRelation$$anon$3.newInstance(ParquetRelation.scala:272)
        at org.apache.spark.sql.execution.datasources.DefaultWriterContainer.writeRows(WriterContainer.scala:234)
        at org.apache.spark.sql.execution.datasources.InsertIntoHadoopFsRelation$$anonfun$run$1$$anonfun$apply$mcV$sp$3.apply(InsertIntoHadoopFsRelation.scala:150)
        at org.apache.spark.sql.execution.datasources.InsertIntoHadoopFsRelation$$anonfun$run$1$$anonfun$apply$mcV$sp$3.apply(InsertIntoHadoopFsRelation.scala:150)
        at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:66)
        at org.apache.spark.scheduler.Task.run(Task.scala:88)
        at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:214)
        at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
        at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
        at java.lang.Thread.run(Thread.java:745)

Read from bucket operation works fine. Despite the error there is sth stored on bucket. Like "directory&folder" and it creates folders for given path but in the end instead of file there is "filename&folder" file.

Tech Details:#

• S3 Browser
• Windows 8.1
• IntelliJ CE 14.1.5
• Spark Streaming Application
• Spark 1.5 for Hadoop 2.6.0

Answer 1

Problem was in Hadoop libs. I had to rebuild winutils (winutils.exe) and native lib (hadoop.dll) with windows SDK 7 then I had to move it to %HADOOP_HOME%\\bin% and add %HADOOP_HOME%\\bin% to Path variable. Projects to rebuild can be found under hadoop-2.7.1-src\\hadoop-common-project\\hadoop-common\\target . For win utils I recommend to use windows optimized branch http://svn.apache.org/repos/asf/hadoop/common/branches/branch-trunk-win/