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Restart capability and remote executions make gnu parallel the tool if choice for HPC. For example, you might very well use gnu parallel to run 1000s of cpu-hours of numerical simulation using patterns such as these ones,

https://docs.computecanada.ca/mediawiki/index.php?title=GNU_...

Using xargs for this kind of work is euhm... not a good idea.




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