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Summary

This pull request enhances the robustness of the training script by introducing explicit parameter validation, improving error messaging, and aligning the behavior with user expectations and Diffusers' philosophy of educational code examples.

Key Improvements

  • Added comprehensive validation for training parameters
  • Introduced clear ValueError messages for invalid configurations
  • Implemented warnings for potentially problematic parameter combinations
  • Ensured no regressions in existing functionality

Checklist

  • Code follows the existing style and conventions
  • Added comprehensive parameter validation
  • Maintained backward compatibility
  • Clear and helpful error messages
  • No breaking changes to existing functionality

- Add extensive validation for training parameters like learning_rate, batch_size, epochs, etc.
- Validate that numeric parameters are within valid ranges (e.g., positive values, betas in [0,1))
- Add reasonable bounds checking for resolution (64-4096 pixels)
- Include helpful warnings for potentially problematic parameter combinations
- Improve user experience by catching invalid configurations early with clear error messages

This prevents runtime errors and training failures caused by invalid hyperparameters,
making the training script more robust and user-friendly.
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github-actions bot commented Jan 9, 2026

This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.

Please note that issues that do not follow the contributing guidelines are likely to be ignored.

@github-actions github-actions bot added the stale Issues that haven't received updates label Jan 9, 2026
@yiyixuxu yiyixuxu requested a review from sayakpaul January 9, 2026 22:03
@yiyixuxu yiyixuxu removed the stale Issues that haven't received updates label Jan 9, 2026
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@sayakpaul sayakpaul left a comment

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Wow, this is pretty cool! I think this could be applied to other influential scripts as well (such as the Flux LoRA trainer)?

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3 participants