The ML steps of the HASTEN protocol (Figure GPU was overall fastest, Chemprop, in our environment, utilized only a fraction of the available GPU compute power and memory, with its main bottleneck being compound featurization on the CPU. Thus, running 4 instances per GPU enabled higher throughput with the same hardware and constituted a better utilization of the computing resources on the supercomputer.