I cannot reproduce this issue using the latest PyTorch release (1.7.1) on a TitanV and print(mvn) yields:
MultivariateNormal(loc: torch.Size([3]), covariance_matrix: torch.Size([3, 3]))

Which PyTorch and CUDA version as well as GPU are you using?