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. 2021 Oct 12;11:20244. doi: 10.1038/s41598-021-98794-z

Table 4.

The advantages and disadvantages of the various architectures.

Distributed training architecture Advantages Disadvantages
Single-node multi-process (scale-up) Simple, cheap Slow
Multi-node single-process (scale-out) Simple, medium speed Expensive
Multi-node multi-process (both) Fast Expensive, complicated