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This pull request aims to fix a performance issue by avoiding a GPU-CPU synchronization in the MTP forward pass. The change replaces an indexed assignment with torch.where. While this is a valid approach, I've suggested an alternative using masked_fill_ which is more memory-efficient as it performs an in-place modification, similar to the original code's intent.
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