[MINOR] Use more appropriate exception when validate builder parameters #21369
+11
−11
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This PR changes exception types to be more concrete when handling the parameters of the builder.
IllegalStateExceptionis more semantically appropriate here as it indicates the builder is in an invalid state, i.e., missing pararmeter)