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

    https://github.com/apache/spark/pull/3120#discussion_r20248211
  
    --- Diff: core/src/main/scala/org/apache/spark/rdd/HadoopRDD.scala ---
    @@ -252,7 +258,7 @@ class HadoopRDD[K, V](
                 && bytesReadCallback.isDefined) {
               recordsSinceMetricsUpdate = 0
               val bytesReadFn = bytesReadCallback.get
    -          inputMetrics.bytesRead = bytesReadFn()
    +          inputMetrics.bytesRead = bytesReadFn() + bytesReadAtStart
    --- End diff --
    
    So BytesReadFn() doesn't return the incremental bytes read. It returns the 
total bytes read since the callback was created. This is why we just keep 
re-assigning the inputMetrics.bytesRead variable to bytesReadFn() + our 
starting amount. If we want to keep adding the incremental amount read, then 
we'd need to do some bookkeeping with how many bytes we read in. This was my 
original solution but made the code even harder to follow. 


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