Stopping a specific spark action

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Say I have a Spark job that does

val df1 = spark.read.csv(file1)
val df2 = spark.read.csv(file1)

df1.filter(...).join(df2, df1('id') === df1('fkey'),"inner"))

I know that I could stop the job with spark.stop() but is it possible to pause such a Spark job on a given action, say file read df1, and later resume?

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