def yaml(self):
        return yaml.dump(self.serialized, default_flow_style=False,
                         encoding=None)
def forward(self, x):
        mean_x = self.mean_module(x)
        covar_x = self.covar_module(x)
        return MultivariateNormal(mean_x, covar_x)