wbo4958 opened a new pull request, #44735:
URL: https://github.com/apache/spark/pull/44735

   ### What changes were proposed in this pull request?
   
   When cherry-picking https://github.com/apache/spark/pull/43494 back to 
branch 3.5 https://github.com/apache/spark/pull/44690, 
   I ran into the issue that some tests for Scala 2.12 failed when comparing 
two maps. It turned out that the function 
[compareMaps](https://github.com/apache/spark/pull/43494/files#diff-f205431247dd9446f4ce941e5a4620af438c242b9bdff6e7faa7df0194db49acR129)
 is not so robust for scala 2.12 and scala 2.13.
   
   - scala 2.13
   
   ``` scala
   Welcome to Scala 2.13.12 (OpenJDK 64-Bit Server VM, Java 17.0.9).
   Type in expressions for evaluation. Or try :help.
   
   scala> def compareMaps(lhs: Map[String, Double], rhs: Map[String, Double],
        |                   eps: Double = 0.00000001): Boolean = {
        |     lhs.size == rhs.size &&
        |       lhs.zip(rhs).forall { case ((lName, lAmount), (rName, rAmount)) 
=>
        |         lName == rName && (lAmount - rAmount).abs < eps
        |       }
        | }
        |   
        | import scala.collection.mutable.HashMap
        | val resources = Map("gpu" -> Map("a" -> 1.0, "b" -> 2.0, "c" -> 3.0, 
"d"-> 4.0))
        | val mapped = resources.map { case (rName, addressAmounts) =>
        |  rName -> HashMap(addressAmounts.toSeq.sorted: _*) 
        | }
        | 
        | compareMaps(resources("gpu"), mapped("gpu").toMap)
   def compareMaps(lhs: Map[String,Double], rhs: Map[String,Double], eps: 
Double): Boolean
   import scala.collection.mutable.HashMap
   val resources: 
scala.collection.immutable.Map[String,scala.collection.immutable.Map[String,Double]]
 = Map(gpu -> Map(a -> 1.0, b -> 2.0, c -> 3.0, d -> 4.0))
   val mapped: 
scala.collection.immutable.Map[String,scala.collection.mutable.HashMap[String,Double]]
 = Map(gpu -> HashMap(a -> 1.0, b -> 2.0, c -> 3.0, d -> 4.0))
   val res0: Boolean = true
   ```
   
   - scala 2.12
   
   ``` scala
   Welcome to Scala 2.12.14 (OpenJDK 64-Bit Server VM, Java 17.0.9).
   Type in expressions for evaluation. Or try :help.
   
   scala> def compareMaps(lhs: Map[String, Double], rhs: Map[String, Double],
        |                   eps: Double = 0.00000001): Boolean = {
        |     lhs.size == rhs.size &&
        |       lhs.zip(rhs).forall { case ((lName, lAmount), (rName, rAmount)) 
=>
        |         lName == rName && (lAmount - rAmount).abs < eps
        |       }
        | }
   compareMaps: (lhs: Map[String,Double], rhs: Map[String,Double], eps: 
Double)Boolean
   
   scala> import scala.collection.mutable.HashMap
   import scala.collection.mutable.HashMap
   
   scala> val resources = Map("gpu" -> Map("a" -> 1.0, "b" -> 2.0, "c" -> 3.0, 
"d"-> 4.0))
   resources: 
scala.collection.immutable.Map[String,scala.collection.immutable.Map[String,Double]]
 = Map(gpu -> Map(a -> 1.0, b -> 2.0, c -> 3.0, d -> 4.0))
   
   scala> val mapped = resources.map { case (rName, addressAmounts) =>
        |   rName -> HashMap(addressAmounts.toSeq.sorted: _*) 
        | }
   mapped: 
scala.collection.immutable.Map[String,scala.collection.mutable.HashMap[String,Double]]
 = Map(gpu -> Map(b -> 2.0, d -> 4.0, a -> 1.0, c -> 3.0))
   
   scala> compareMaps(resources("gpu"), mapped("gpu").toMap)
   res0: Boolean = false
   ```
   
   The same code bug got different results for Scala 2.12 and Scala 2.13.  This 
PR tried to rework compareMaps to make tests pass for both scala 2.12 and scala 
2.13 
   
   ### Why are the changes needed?
   
   Some users may back-port https://github.com/apache/spark/pull/43494  to some 
older branch for scala 2.12 and will run into the same issue. It's just trivial 
work to make the GPU fraction tests compatible with Scala 2.12 and Scala 2.13
   
   
   ### Does this PR introduce _any_ user-facing change?
   No
   
   
   ### How was this patch tested?
   Make sure all the CI pipelines pass
   
   
   ### Was this patch authored or co-authored using generative AI tooling?
   No
   


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