Torchview provides visual graph representations of PyTorch models, functioning as a PyTorch equivalent to keras plot_model. It renders neural network architectures including tensors, modules, torch functions, and dimension information. The tool uses graphviz to generate the visual graphs and supports PyTorch versions 1.7 and above.