[ML] verify that there are no duplicate leaf fields in aggs (#41895) #42025
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This PR adds two validations for the data frame pivot config:
group_byor theaggsdefinitionsfoo.bar.bazandfoo.barThe best case scenario before this PR is that we can automatically determine the mapped type and we prevent the transform from even being started. However, if we rely on the dynamic mapping, index mapping failures will spam the logs until the task eventually fails due to the indexing failures.
Backport of #41895