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[fully_async] fix: fully_async ckpt save bug - #5677
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This pull request fixes a bug in the checkpoint saving logic for fully asynchronous training. The change from and to or correctly ensures that a forced save is not dependent on the save frequency step. My review includes a suggestion to further refactor the condition to make it more robust, by decoupling forced saves from the save_freq setting, which would prevent accidental data loss if periodic saving is disabled.
| if self.config.trainer.save_freq > 0 and ( | ||
| force and self.current_param_version % self.config.trainer.save_freq == 0 or esi_close_to_expiration | ||
| force or self.current_param_version % self.config.trainer.save_freq == 0 or esi_close_to_expiration | ||
| ): |
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While this change correctly fixes the logical operator precedence, the overall condition for saving a checkpoint could be made more robust and less redundant.
-
Forced saves are dependent on
save_freq: The entire condition is gated byself.config.trainer.save_freq > 0. This means if a user setssave_freq <= 0to disable periodic saves, it will also prevent forced saves (e.g., on the last step or when an ESI instance is expiring). This could lead to unexpected loss of progress. -
Redundant
esi_close_to_expirationcheck: Theesi_close_to_expirationcheck is performed both at the call site (and its result is passed via theforceflag) and again inside this function.
To address these points, I suggest refactoring the condition to decouple periodic saves from forced saves. This also makes the logic clearer.
| if self.config.trainer.save_freq > 0 and ( | |
| force and self.current_param_version % self.config.trainer.save_freq == 0 or esi_close_to_expiration | |
| force or self.current_param_version % self.config.trainer.save_freq == 0 or esi_close_to_expiration | |
| ): | |
| if ( | |
| force | |
| or esi_close_to_expiration | |
| or (self.config.trainer.save_freq > 0 and self.current_param_version % self.config.trainer.save_freq == 0) | |
| ): |
### What does this PR do?
fix fully_async ckpt save bug
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