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The issues of failing torch ddp runs on both CPU and GPU around the half hour mark incorrectly diagnosed as an argo context related issue was actually due to the karpenter nodepools being configured to remove all nodes after 30m no matter what.
This is now fixed, together with introducing short run vs long run GPU nodepools. the short run one should be used by default and currently supports all k8s tests w.r.t runtime.
Also removed the spot instances as they can get pulled as early as 30 minutes into the claim