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Set parallelism for the parallelize job in recursiveListDirs (delta-i…
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…o#3708)

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#### Which Delta project/connector is this regarding?
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## Description

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`DeltaFileOperations.recursiveListDirs` calls `parallelize` without
specifying the parallelism. Hence, it always uses [the number of
available cores on a
cluster](https://github.com/apache/spark/blob/d2e8c1cb60e34a1c7e92374c07d682aa5ca79145/core/src/main/scala/org/apache/spark/SparkContext.scala#L1003).
When a cluster has many cores but `subDirs` is small, it will launch
many empty tasks.

This PR makes a small change to use
`subDirs.length.min(spark.sparkContext.defaultParallelism)` as the
parallelism so that when `subDirs` is smaller than the number of
available cores, it will not launch empty tasks.

## How was this patch tested?

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Existing tests.

## Does this PR introduce _any_ user-facing changes?

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No
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zsxwing authored Sep 23, 2024
1 parent a99f62b commit 538e736
Showing 1 changed file with 4 additions and 1 deletion.
Original file line number Diff line number Diff line change
Expand Up @@ -243,7 +243,10 @@ object DeltaFileOperations extends DeltaLogging {
import org.apache.spark.sql.delta.implicits._
if (subDirs.isEmpty) return spark.emptyDataset[SerializableFileStatus]
val listParallelism = fileListingParallelism.getOrElse(spark.sparkContext.defaultParallelism)
val dirsAndFiles = spark.sparkContext.parallelize(subDirs).mapPartitions { dirs =>
val subDirsParallelism = subDirs.length.min(spark.sparkContext.defaultParallelism)
val dirsAndFiles = spark.sparkContext.parallelize(
subDirs,
subDirsParallelism).mapPartitions { dirs =>
val logStore = LogStore(SparkEnv.get.conf, hadoopConf.value.value)
listUsingLogStore(
logStore,
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