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Do you rent from AWS or some other provider? I wonder if there are issues with on-demand rent for those high-end GPU instances, is capacity always there or sometimes it is unavailable?

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I don't touch AWS. We rent from an european provider. Demand can be tricky for serverless/spot-pricing. We have an always-on server so, no issues.

If there's some cost or availability question you have, AWS has some complicated bullshit to solve the problem for you. Check out reserved instances.

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