A library of self-supervised methods for unsupervised visual representation learning powered by PyTorch Lightning. It aims at providing SotA self-supervised methods in a comparable environment while, at the same time, implementing training tricks. While the library is self-contained, it is possible to use the models outside of solo-learn.