BF: fix ensemble mcmc run after warmup #1918
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Fixes #1916. The ensemble kernel relies on the batched shape of the rng_key to infer the number of chains but subsets the batched key into a singleton internally. We replicate this behavior in the
mcmc.runmethod when_warmup_stateexists by injecting a singleton key into the ensemble state.