Please download the ML-1M dataset from the official grouplens webpage.
For amazon-book, gowalla, and yelp2018 datasets, we merged the training and testing splits provided in the LightGCN repository and transformed them into .dat format that shares the same data strcture as ML-1M has.
The transformation script can be found in this jupyter notebook.