Github user jkbradley commented on a diff in the pull request: https://github.com/apache/spark/pull/20686#discussion_r173593049 --- Diff: mllib/src/test/scala/org/apache/spark/ml/feature/StringIndexerSuite.scala --- @@ -109,16 +111,14 @@ class StringIndexerSuite .setInputCol("label") .setOutputCol("labelIndex") .fit(df) - val transformed = indexer.transform(df) - val attr = Attribute.fromStructField(transformed.schema("labelIndex")) - .asInstanceOf[NominalAttribute] - assert(attr.values.get === Array("100", "300", "200")) - val output = transformed.select("id", "labelIndex").rdd.map { r => - (r.getInt(0), r.getDouble(1)) - }.collect().toSet - // 100 -> 0, 200 -> 2, 300 -> 1 - val expected = Set((0, 0.0), (1, 2.0), (2, 1.0), (3, 0.0), (4, 0.0), (5, 1.0)) - assert(output === expected) + testTransformerByGlobalCheckFunc[(Int, String)](df, indexer, "id", "labelIndex") { rows => + val attr = Attribute.fromStructField(rows.head.schema("labelIndex")) + .asInstanceOf[NominalAttribute] + assert(attr.values.get === Array("100", "300", "200")) + // 100 -> 0, 200 -> 2, 300 -> 1 + val expected = Seq((0, 0.0), (1, 2.0), (2, 1.0), (3, 0.0), (4, 0.0), (5, 1.0)).toDF() --- End diff -- And elsewhere below
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