We then showed that our model, when used alone, performs comparably to docking with Gnina on the LIT-PCBA benchmark while running 16,000 times faster. Banana can achieve such a large speed improvement because it does not require generating possible 3D structures for the protein-ligand complex, a bottleneck of traditional docking methods.