Github user cloud-fan commented on the pull request: https://github.com/apache/spark/pull/12640#issuecomment-213764953 I ran the simple benchmark in JIRA: ``` sc.parallelize(0 until 1e4.toInt, 1).map { i => (i, Vectors.dense(Array.fill(1e6.toInt)(1.0))) }.toDF.rdd.count() ``` The result for master is: 199306 ms The result after tiis PR: 69342 ms It's still much slower than the 1.4 version, but we have unsafe format since 1.5, and for this simple benchmark that has nearly no execution but only serialization, it's reasonable to be slower. cc @mengxr
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