def METHOD_NAME(mcmc_key, args, data, obs, kernel):
    mcmc = MCMC(kernel, num_warmup=args.num_warmup, num_samples=args.num_samples)
    mcmc.run(mcmc_key, data, obs, None)
    mcmc.print_summary()
    return mcmc.get_samples()