Github user oliverpierson commented on a diff in the pull request: https://github.com/apache/spark/pull/11553#discussion_r57450251 --- Diff: mllib/src/test/scala/org/apache/spark/ml/feature/QuantileDiscretizerSuite.scala --- @@ -91,6 +44,46 @@ class QuantileDiscretizerSuite "Observed number of buckets does not equal expected number of buckets.") } + test("Test transform method on unseen data") { + val sqlCtx = SQLContext.getOrCreate(sc) + import sqlCtx.implicits._ + + val trainDF = sc.parallelize(1.0 to 100.0 by 1.0).map(Tuple1.apply).toDF("input") + val testDF = sc.parallelize(-10.0 to 110.0 by 1.0).map(Tuple1.apply).toDF("input") + val discretizer = new QuantileDiscretizer() + .setInputCol("input") + .setOutputCol("result") + .setNumBuckets(5) + + val result = discretizer.fit(trainDF).transform(testDF) + val firstBucketSize = result.filter(result("result") === 0.0).count + val lastBucketSize = result.filter(result("result") === 4.0).count + + assert(firstBucketSize === 30L, + "Size of first bucket did not equal expected value.") + assert(lastBucketSize === 31L, + "Size of last bucket did not equal expected value.") + } + + test("Test default relativeError and setRelativeError") { + val discretizer = new QuantileDiscretizer() + val testValues = Array(0.0, 0.005, 0.1) + + discretizer.setNumBuckets(2) + assert(discretizer.getRelativeError === 0.01, + "Default relativeError value incorrect for <5 buckets.") + + discretizer.setNumBuckets(101) + assert(discretizer.getRelativeError === 0.001, --- End diff -- It doesn't look like `approxQuantile` has a default value for `relativeError`. https://github.com/apache/spark/blob/13ce10e95401b21fa40ca0bb27ebf9a0bfffe70f/sql/core/src/main/scala/org/apache/spark/sql/DataFrameStatFunctions.scala#L66
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