Github user burakkose commented on a diff in the pull request:
https://github.com/apache/spark/pull/11871#discussion_r58301673
--- Diff:
mllib/src/main/scala/org/apache/spark/ml/feature/StopWordsRemover.scala ---
@@ -123,21 +71,26 @@ class StopWordsRemover(override val uid: String)
/** @group getParam */
def getCaseSensitive: Boolean = $(caseSensitive)
- setDefault(stopWords -> StopWords.English, caseSensitive -> false)
+ setDefault(stopWords -> Array.empty[String], caseSensitive -> false)
override def transform(dataset: DataFrame): DataFrame = {
+ val stopWordsSet = if ($(stopWords).isEmpty) {
+ StopWordsRemover.loadStopWords("english").toSet
+ } else {
+ $(stopWords).toSet
+ }
+
val outputSchema = transformSchema(dataset.schema)
val t = if ($(caseSensitive)) {
- val stopWordsSet = $(stopWords).toSet
- udf { terms: Seq[String] =>
- terms.filter(s => !stopWordsSet.contains(s))
- }
- } else {
- val toLower = (s: String) => if (s != null) s.toLowerCase else s
- val lowerStopWords = $(stopWords).map(toLower(_)).toSet
- udf { terms: Seq[String] =>
- terms.filter(s => !lowerStopWords.contains(toLower(s)))
- }
+ udf { terms: Seq[String] =>
+ terms.filter(s => !stopWordsSet.contains(s))
+ }
+ } else {
+ val toLower = (s: String) => if (s != null) s.toLowerCase else s
+ val lowerStopWords = stopWordsSet.map(toLower(_)).toSet
--- End diff --
Before my editing, they wrote that condition. I thought as you said.
However, user may do that.
```
//Other operations to assign to the word. Just an example
val word: String = null
val stopwords = Array(word)
val remover = new StopWordsRemover()
.setInputCol("raw")
.setOutputCol("filtered")
.setStopWords(stopWords)
```
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