Fix the retention for existing gradients in the Grad Acc API #8658
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
In this PR, we fix an issue in which the existing branch to check for existing gradients in the model parameters is ambiguous without explicitly adding the None comparator.
This branch was originally created to maintain the gradients if there is already preliminary computation. However, we have noticed that the time transferring to the device can also be a bottleneck. This can be mitigated by not zero'ing the gradients to None, but instead retaining them as zeros.