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Summary:
This is the second reland attempt for https://github.com/pytorch/pytorch/pull/32140.
The first reland attempt https://github.com/pytorch/pytorch/pull/35011 failed due a [small incompatible change](https://github.com/pytorch/pytorch/pull/35011#issuecomment-601754216) in recent master (`skipIfRocm` was removed from `test_data_parallel.py`).
The present PR restores skipIfRocm.
Description from first reland attempt https://github.com/pytorch/pytorch/pull/35011:
> https://github.com/pytorch/pytorch/pull/32140 was approved and merged, but [reverted](
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| .. | ||
| rpc | ||
| test_c10d.py | ||
| test_c10d_spawn.py | ||
| test_data_parallel.py | ||
| test_distributed.py | ||
| test_nccl.py | ||