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[FEA] Multigpu demo #56

Description

@lmeyerov

Is your feature request related to a problem? Please describe.

Unclear how to do gpu / multi-gpu well, such as on logs -> graph

  • single gpu
  • multi-gpu
  • parallel io

Describe the solution you'd like

Using a challenge dataset:

  • bootstrap
  • progressively powerful views for each of the above
  • an interactive control for it
  • tutorial

Describe alternatives you've considered

Additional context

Part of GTC 2021 talk & graphistry/pygraphistry#221

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