Distributed hypothesis testing (DHT) has emerged as a significant research area. but the information-theoretic optimality of coding strategies is often typically hard to address. This paper studies the DHT problems under the type-based setting. which is requested from the popular federated learning methods. https://www.opheliasmuse.com/