Let

be a sequence of independent identically distributed Bernoulli random variables with Pr

. Consider the

-hypothesis test

versus

. It is shown that, for a time-varying finite memory,

states are necessary and sufficient to resolve the correct hypothesis with a zero-limiting probability of error.