Github user srowen commented on a diff in the pull request:

    https://github.com/apache/spark/pull/17124#discussion_r103732674
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/state/HDFSBackedStateStoreProvider.scala
 ---
    @@ -282,8 +282,12 @@ private[state] class HDFSBackedStateStoreProvider(
           // target file will break speculation, skipping the rename step is 
the only choice. It's still
           // semantically correct because Structured Streaming requires 
rerunning a batch should
           // generate the same output. (SPARK-19677)
    +      // Also, a tmp file of delta file that generated by the first batch 
after restart
    +      // streaming job is still reserved on HDFS. (SPARK-19779)
           // scalastyle:on
    -      if (!fs.exists(finalDeltaFile) && !fs.rename(tempDeltaFile, 
finalDeltaFile)) {
    +      if (fs.exists(finalDeltaFile)) {
    +        fs.delete(tempDeltaFile, true)
    +      } else if (!fs.rename(tempDeltaFile, finalDeltaFile)) {
    --- End diff --
    
    If the file exists, it is deleted, but no new file is renamed to it -- is 
that right?


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