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[FEA] GPU Shuffle coalesce read supports split-and-retry #11584

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firestarman opened this issue Oct 10, 2024 · 1 comment · May be fixed by #11598
Open

[FEA] GPU Shuffle coalesce read supports split-and-retry #11584

firestarman opened this issue Oct 10, 2024 · 1 comment · May be fixed by #11598
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firestarman commented Oct 10, 2024 •
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We met the OOM error as below in some customer queries, which led to the Spark task retries.

1) Caused by: com.nvidia.spark.rapids.jni.GpuSplitAndRetryOOM: GPU OutOfMemory: could not split inputs and retry
at com.nvidia.spark.rapids.RmmRapidsRetryIterator$NoInputSpliterator.split(RmmRapidsRetryIterator.scala:386)
at com.nvidia.spark.rapids.RmmRapidsRetryIterator$RmmRapidsRetryIterator.next(RmmRapidsRetryIterator.scala:588)
at com.nvidia.spark.rapids.RmmRapidsRetryIterator$RmmRapidsRetryAutoCloseableIterator.next(RmmRapidsRetryIterator.scala:517)
at com.nvidia.spark.rapids.RmmRapidsRetryIterator$.drainSingleWithVerification(RmmRapidsRetryIterator.scala:291)
at com.nvidia.spark.rapids.RmmRapidsRetryIterator$.withRetryNoSplit(RmmRapidsRetryIterator.scala:185)
at com.nvidia.spark.rapids.cudf_utils.HostConcatResultUtil$.getColumnarBatch(HostConcatResultUtil.scala:54)
at com.nvidia.spark.rapids.GpuShuffleCoalesceIterator.$anonfun$next$4(GpuShuffleCoalesceExec.scala:229)

The process of moving to coalesced buffer to GPU currently support only retry with no split, however we can try to implement the split-and-retry to improve its stability.
@firestarman firestarman added ? - Needs Triage Need team to review and classify bug Something isn't working labels Oct 10, 2024
@firestarman firestarman self-assigned this Oct 10, 2024
@firestarman firestarman changed the title [BUG] GPU OOM when doing the Shuffle coalesce read [FEA] GPU OOM when doing the Shuffle coalesce read Oct 10, 2024
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It is a feature request more than a bug.

@firestarman firestarman added feature request New feature or request and removed bug Something isn't working labels Oct 10, 2024
@firestarman firestarman changed the title [FEA] GPU OOM when doing the Shuffle coalesce read [FEA] GPU Shuffle coalesce read supports split-and-retry Oct 10, 2024
@firestarman firestarman added ? - Needs Triage Need team to review and classify and removed ? - Needs Triage Need team to review and classify labels Oct 11, 2024
This was referenced Oct 12, 2024
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@sameerz sameerz removed the ? - Needs Triage Need team to review and classify label Oct 15, 2024
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Shuffle coalesce read supports split-and-retry firestarman/spark-rapids
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