wangyum opened a new pull request, #36628:
URL: https://github.com/apache/spark/pull/36628

   ### What changes were proposed in this pull request?
   
   Switch decimal type divide from
   ```
   toJavaBigDecimal.divide(that.toJavaBigDecimal, MATH_CONTEXT)
   ```
   to
   ```
   toJavaBigDecimal.divide(that.toJavaBigDecimal, DecimalType.MAX_SCALE, 
MATH_CONTEXT.getRoundingMode)
   ```
   
   ### Why are the changes needed?
   
   Improve divide performance for decimal type.
   
   Benchmark code:
   ```scala
   import org.apache.spark.benchmark.Benchmark
   
   val valuesPerIteration = 2880404L
   val dir = "/tmp/spark/benchmark"
   spark.range(valuesPerIteration).selectExpr("CAST(id AS DECIMAL(9, 2)) AS 
d").write.mode("Overwrite").parquet(dir)
   
   val benchmark = new Benchmark("Benchmark decimal", valuesPerIteration, 
minNumIters = 5)
   benchmark.addCase("d * 2 > 0") { _ =>
     spark.read.parquet(dir).where("d * 2 > 
0").write.format("noop").mode("Overwrite").save()
   }
   
   benchmark.addCase("d / 2 > 0") { _ =>
     spark.read.parquet(dir).where("d / 2 > 
0").write.format("noop").mode("Overwrite").save()
   }
   benchmark.run()
   ```
   
   Before this PR:
   ```
   Java HotSpot(TM) 64-Bit Server VM 1.8.0_281-b09 on Mac OS X 10.15.7
   Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
   Benchmark decimal:                        Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
   
------------------------------------------------------------------------------------------------------------------------
   d * 2 > 0                                           480            585       
  141          6.0         166.7       1.0X
   d / 2 > 0                                          4689           4920       
  243          0.6        1627.9       0.1X
   ```
   
   After this PR:
   ```
   Java HotSpot(TM) 64-Bit Server VM 1.8.0_281-b09 on Mac OS X 10.15.7
   Intel(R) Core(TM) i9-9980HK CPU @ 2.40GHz
   Benchmark decimal:                        Best Time(ms)   Avg Time(ms)   
Stdev(ms)    Rate(M/s)   Per Row(ns)   Relative
   
------------------------------------------------------------------------------------------------------------------------
   d * 2 > 0                                           529            580       
   35          5.4         183.6       1.0X
   d / 2 > 0                                           811            916       
   80          3.6         281.4       0.7X
   ```
   
   
   
   ### Does this PR introduce _any_ user-facing change?
   
   No.
   
   
   ### How was this patch tested?
   
   Unit test.
   


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