Github user LantaoJin commented on the issue:

    https://github.com/apache/spark/pull/20803
  
    @cloud-fan, please review.
    Now the test result is:
    val df = spark.sql("xxxxx")
    spark.range(10).count() // noting shows in UI
    df.collect() // shows sql text "xxxxx"
    df.count() // noting show in UI
    df.show() // shows sql text "xxxxx"
    df.filter(...).collect() // shows sql text "xxxxx"
    df.filter(...).count() // noting shows


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