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ndickson-nvidia edf2d52666 [Dist][Optim] Fixed race conditions in distributed SparseAdam and SparseAdagrad (#3971)
* * Fixed race condition bug in distributed/optim/pytorch/sparse_optim.py's SparseAdam::update, corresponding with the bug fixed in the non-distributed version in https://github.com/dmlc/dgl/pull/3013 , though using the newer Event-based approach from that corresponding function.  The race condition would often result in NaNs, like the previously fixed bug. https://github.com/dmlc/dgl/issues/2760

* * Fixed race condition bug in SparseAdagrad::update corresponding with the one fixed in SparseAdam::update in the previous commit.  Same info applies.

* * Fixed typo in all copies of a repeatedly-copied comment near bug fixed 3 commits ago, checking all implementations nearby for a corresponding bug.  (All of them appear to have been fixed as of 2 commits ago.)

* * Removed trailing whitespace

Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>
Co-authored-by: Rhett Ying <85214957+Rhett-Ying@users.noreply.github.com>
2022-05-09 09:05:31 -07:00
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