Abstract Understanding macromolecular structures, such as proteins and nucleic acids, is critical for discerning their functions and biological roles. Advanced techniques like crystallography, NMR, and CryoEM have facilitated the determination of over 180,000 protein structures, all cataloged in the Protein Data Bank (PDB). This comprehensive repository has been pivotal in developing deep learning algorithms for predicting protein structures directly from sequences.