Github user mengxr commented on a diff in the pull request: https://github.com/apache/spark/pull/5037#discussion_r26518380 --- Diff: mllib/src/main/scala/org/apache/spark/mllib/regression/StreamingLinearAlgorithm.scala --- @@ -114,7 +114,7 @@ abstract class StreamingLinearAlgorithm[ if (model.isEmpty) { throw new IllegalArgumentException("Model must be initialized before starting prediction.") } - data.map(model.get.predict) --- End diff -- `.map(model.get.predict)` executes `model.get.predict` directly. Check the following: ~~~scala val rdd = sc.parallelize(0 until 10) var func = (x: Int) => 1 val rdd1 = rdd.map(func) val rdd2 = rdd.map(x => func(x)) func = (x: Int) => 2 rdd1.collect() rdd2.collect() ~~~
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