Github user mengxr commented on a diff in the pull request:
https://github.com/apache/spark/pull/12360#discussion_r59580903
--- Diff:
mllib/src/main/scala/org/apache/spark/ml/tree/impl/DecisionTreeMetadata.scala
---
@@ -184,15 +185,15 @@ private[spark] object DecisionTreeMetadata extends
Logging {
case _ => featureSubsetStrategy
}
- val isIntRegex = "^([1-9]\\d*)$".r
- val isFractionRegex = "^(0?\\.\\d*[1-9]\\d*|1\\.0+)$".r
val numFeaturesPerNode: Int = _featureSubsetStrategy match {
case "all" => numFeatures
case "sqrt" => math.sqrt(numFeatures).ceil.toInt
case "log2" => math.max(1, (math.log(numFeatures) /
math.log(2)).ceil.toInt)
case "onethird" => (numFeatures / 3.0).ceil.toInt
- case isIntRegex(number) => if (BigInt(number) > numFeatures)
numFeatures else number.toInt
- case isFractionRegex(fraction) => (fraction.toDouble *
numFeatures).ceil.toInt
+ case RandomForestParams.integerFeatureSubsetStrategy(number) =>
--- End diff --
I think we should simplify the checks.
~~~scala
import scala.util.Try
val numFeaturesPerNode: Int = _featureSubsetStrategy match {
...
case _ =>
Try(_featureSubsetStrategy.toDouble).toOption match {
case Some(value) =>
if (value <= 0.0) {
throw new IllegalArgumentException(...)
} else if (value < 1.0) {
math.ceil(value * numFeatures)
} else {
math.ceil(value)
}
case None =>
throw new IllegalArgumentException(...)
}
}
~~~
See my comment below for the validator.
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