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[VL] Bad spill performance #7159

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FelixYBW opened this issue Sep 9, 2024 · 3 comments
Open

[VL] Bad spill performance #7159

FelixYBW opened this issue Sep 9, 2024 · 3 comments
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enhancement New feature or request

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@FelixYBW
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FelixYBW commented Sep 9, 2024

Description

It's a known issue that spill has bad performance using Velox backend. Here is some data:
image

It also confirmed that Gluten only uses 1/2 Spark's memory size. With the same partition Gluten has no spill but Spark has.

And with partition size increases, sort based shuffle has better and more stable performance than hash based shuffle.

@FelixYBW FelixYBW added the enhancement New feature or request label Sep 9, 2024
@zhanglistar
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Hi, FelixYBW, how to reproduce this result? Thanks.

@FelixYBW
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FelixYBW commented Sep 9, 2024

Hi, FelixYBW, how to reproduce this result? Thanks.

It's a real customer query.

@FelixYBW
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partially fixed by facebookincubator/velox#11384

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