When including the forward simulation model, we encountered several challenges due to sparse documentation and hard-coded file paths in the corresponding scripts. After these issues were addressed, incorporating simulated spectra during training of the fingerprint prediction model resulted in a reduction of the training time until convergence from approximately four hours to approximately three hours, indicating potential efficiency gains through data augmentation.