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  TITLE
  [CI] switching CI to pytorch-1.11
  
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  Heads up: pytorch-1.11 will be released tomorrow
  
  @LysandreJik , I recommend we switch our CI to it once it's released - note that nightly is 1.12-tobe so should remain as it is now. 
  
  I have already requested torch-scatter binary wheels for 1.11 which will be needed to switch to : https://github.com/rusty1s/pytorch_scatter/issues/276
  
  we can use this issue to track if anything else is needed.