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Posted to issues@spark.apache.org by "Ryan Williams (JIRA)" <ji...@apache.org> on 2017/07/15 21:35:00 UTC
[jira] [Created] (SPARK-21425) LongAccumulator, DoubleAccumulator
not threadsafe
Ryan Williams created SPARK-21425:
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Summary: LongAccumulator, DoubleAccumulator not threadsafe
Key: SPARK-21425
URL: https://issues.apache.org/jira/browse/SPARK-21425
Project: Spark
Issue Type: Bug
Components: Spark Core
Affects Versions: 2.2.0
Reporter: Ryan Williams
[AccumulatorV2 docs|https://github.com/apache/spark/blob/v2.2.0/core/src/main/scala/org/apache/spark/util/AccumulatorV2.scala#L42-L43] acknowledge that accumulators must be concurrent-read-safe, but afaict they must also be concurrent-write-safe.
The same docs imply that {{Int}} and {{Long}} meet either/both of these criteria, when afaict they do not.
Relatedly, the provided [LongAccumulator|https://github.com/apache/spark/blob/v2.2.0/core/src/main/scala/org/apache/spark/util/AccumulatorV2.scala#L291] and [DoubleAccumulator|https://github.com/apache/spark/blob/v2.2.0/core/src/main/scala/org/apache/spark/util/AccumulatorV2.scala#L370] are not thread-safe, and should be expected to behave undefinedly when multiple concurrent tasks on the same executor write to them.
[Here is a repro repo|https://github.com/ryan-williams/spark-bugs/tree/accum] with some simple applications that demonstrate incorrect results from {{LongAccumulator}}'s.
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