In this paper, given a progressively type II censored sample from a Rayleigh distribution, the Bayesian estimators of parameter and Reliability function are obtained under asymmetric loss functions such as LINEX loss function, Precautionary loss function, entropy loss function for the parameter and reliability function. Comparisons of these estimators are made through simulation study.