yeandy opened a new issue, #22895:
URL: https://github.com/apache/beam/issues/22895

   ### What happened?
   
   When using multiple processes (when we don’t use 
`no_use_multiple_sdk_containers`) in DataFlow jobs, this error has been observed
   
   `Expected all tensors to be on the same device, but found at least two 
devices, cpu and cuda:0!`
   
   The current solution is to add the 
`experiment=no_use_multiple_sdk_containers` flag.
   
   We should look into how much benefit we get with multiple processes, as 
opposed to maxing out GPU utilization in one worker. 
   
   ### Issue Priority
   
   Priority: 2
   
   ### Issue Component
   
   Component: sdk-py-core


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