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We actually got a new cluster recently. ~25 nodes with 128 or 192 physical cores, 2 TB RAM, and >10 TB local scratch space each. And most issues arise from the
by jltsiren 2y ago
We actually got a new cluster recently. ~25 nodes with 128 or 192 physical cores, 2 TB RAM, and >10 TB local scratch space each. And most issues arise from the old-school practice of running many small jobs to make scheduling easier. But if you restructure your work to copy the data to local storage, run for a number of hours without accessing the network, and copy the results back to network storage, the issues tend to go away.
Compared to the cluster I was using a decade ago, individual nodes are an order of magnitude faster, they can run an order of magnitude bigger jobs, and local storage is two orders of magnitude faster. Meanwhile, increases in network bandwidth have been modest. I/O has become cheap relative to compute, while network has become a scarce resource.