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Does each step of pipeline run on a separate machine?

I know that each step runs in in a separate docker container, however, I am unsure of the architecture of pipelines beyond that?

The reason is that I have multiple parallel steps that are reasonable 'heavy' in that they need the 2x compute capability. I want to know if I can continue to add more of these steps in parallel as time goes on OR am I going to hit a ceiling. 

i.e. does a pipeline run on one machine and all parallel steps get run on the same machine? Or does each step run on different machines?

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