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Advantages and disadvantages of using GPU deployment

Advantages

  • Training engines can be considerably faster (up to 10x speed-up).

Disadvantages

  • The Kubernetes cluster requires nodes with GPU support.
  • More complex to deploy.
  • Auto-scaling translation engines is not yet supported for GPU.
  • The hardware cost of performing translations is usually comparable with CPU deployment.