Binary fingerprints generated this way further will be noted as 'surface' labels. We use matminer to obtain Orbital Field Matrix. Matminer is a Python library for data mining the properties of materials. On our machine, we get 0.6 s/structure using 15 cores of AMD EPYC 7501 32-core 64-thread 2.0GHz processor. To use these node descriptors we concatenate them with model nodes embedding.