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PipelineSweeperMacro tries to infer the Purpose of the columns in the data-set, and then generates the parameter space to sweep over.
For several datasets, it infers the purpose incorrectly e.g. for some datasets, the PipelineSweeperMacro ended up using the label column as a feature. There is currently no way for the user to override this behavior.
The proposal is to add arguments to the PipelineSweeperMacro, corresponding to the intended purpose for a particular column. Purpose inference will be done only on columns which were not specified by the user.
Activity