Large deviations and moderate deviations for the chi-square test in type II error

We study the asymptotics for the statistic of chi-square in type II error. By the contraction principle, the large deviations and moderate deviations are obtained, and the rate function of moderate deviations can be calculated explicitly which is a squared function.