This is a magical library. If your programming is as bad as mine, but you want to learn more about the architecture of various graph neural networks, visualization, and optimization of graph neural network parameters using optuna! Then please study it carefully! Subsequent content will continue to be updated, including GraphSAGE, GAT, HAN, hyperGNN and other networks!