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Support Sync start and 'Naive' semi-sync #2050

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Summary:
expand API to support:
stash_gradients: bool, True -> dense optimizer will match sparse optimizer (B-2), False -> immediately apply dense optimizer, will be lower memory

start_batch: int -> batch number to start semi-sync strategy

Initution to date (ymmv):

Ads is doing stash_gradients = False, but on MRS I saw NE regressions doing this.

Reviewed By: henrylhtsang

Differential Revision:
D57640178

Privacy Context Container: 1203980333745195

Summary:
expand API to support:
  stash_gradients: bool, True -> dense optimizer will match sparse optimizer (B-2), False -> immediately apply dense optimizer, will be lower memory

  start_batch: int -> batch number to start semi-sync strategy

Initution to date (ymmv):

Ads is doing stash_gradients = False, but on MRS I saw NE regressions doing this.

Reviewed By: henrylhtsang

Differential Revision:
D57640178

Privacy Context Container: 1203980333745195
@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label May 28, 2024
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This pull request was exported from Phabricator. Differential Revision: D57640178

@TroyGarden TroyGarden closed this May 30, 2024
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3 participants