I'm noticing my code repo is warning me that using withColumn in a for/while loop is an antipattern. Why is this not recommended? Isn't this a normal use of the PySpark API?
Why is my Code Repo warning me about using withColumn in a for/while loop?
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We've noticed in practice that using
withColumn
inside a for/while loop leads to poor query planning performance as discussed over here. This is not obvious when writing code for the first time in Foundry, so we've built a feature to warn you about this behavior.We'd recommend you follow the Scala docs recommendation:
i.e.
is vastly preferred over
While this may technically be a normal use of the PySpark API, it will result in poor query planning performance if withColumn is called too many times in your job, so we'd prefer you avoid this problem entirely.