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Bug/369 reduce op empty tensor #443

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ClaudiaComito
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Description

Addresses #369

I'm introducing a kwarg neutral for operations.__reduce_op(). neutral must be set to a torch factory function, it allows __reduce_op() to create a neutral local tensor in the (rare) occurrency in which a distributed reduction operation cannot proceed because one of the processes is left with no data. See #369

Type of change

Select relevant options.

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Documentation update

Are all split configurations tested and accounted for?

  • yes
  • no

Does this change require a documentation update outside of the changes proposed?

  • yes
  • no

Does this change modify the behaviour of other functions?

  • yes
  • no

Are there code practices which require justification?

  • yes
  • no

@ClaudiaComito
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@TheSlimvReal I know it's not building and I haven't figured out why yet. It's not a complete PR (see issue #444) but it should already allow you to do some tests, if you have time. It's not urgent. Happy holidays!

@ClaudiaComito
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This needs more work, I'll close it for now and reopen later.

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