keep arguments passed from user immutable

[sonalgoyal]

We add the dataframe to the pipe when we read it, which modifies the original args object. In a way that is ok as we are only enriching the args. But the current design of args can lead to updating it downstream, which can lead to inadvertent issues.

Design args to be immutable.