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Fix get_params() mutating and being non-idempotent for RNG random_state - #12367

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Nityahapani:fix/get-params-random-state-mutation
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Fix get_params() mutating and being non-idempotent for RNG random_state#12367
Nityahapani wants to merge 3 commits into
dmlc:masterfrom
Nityahapani:fix/get-params-random-state-mutation

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