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Table 1 Computational resources and cost associated with training and sampling the model and annotating a 2B sample

From: Exploring the GDB-13 chemical space using deep generative models

Operation CPUs RAM GPU Time
Training a model 4 32 GB 1 8 min/epoch
Sampling molecules 4 32 GB 1 33 million/h
Annotating 2B molecules 32 256 GB 0 24 h