Fix #2809, modify attention

[krammnic]

Context

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• add a new feature
• fix a bug
• update tests and/or documentation
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Changelog

What are the changes made in this PR?

• Mismatch in RoPE and RMSNorm Ordering Between TorchTune and HuggingFace Qwen3 Implementations #2809

Test plan

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[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/torchtune/2822

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❌ 1 New Failure, 1 Cancelled Job, 1 Unrelated Failure

As of commit 7154f3f with merge base 3134f90 ():

NEW FAILURE - The following job has failed:

• GPU tests / gpu_test (3.10, stable) (gh)
  tests/recipes/test_knowledge_distillation_distributed.py::TestKDDistributedRecipe::test_training_state_on_resume_with_async_checkpointing

CANCELLED JOB - The following job was cancelled. Please retry:

• GPU tests / gpu_test (3.11, stable) (gh)
  tests/recipes/test_knowledge_distillation_distributed.py::TestKDDistributedRecipe::test_training_state_on_resume_with_async_checkpointing

BROKEN TRUNK - The following job failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

• GPU tests / gpu_test (3.9, stable) (gh) (trunk failure)
  ##[error]The operation was canceled.

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[krammnic]

сс @pbontrager

[pbontrager]

Sorry this slipped through. This all looks good. Can you verify that you get reasonable results when you prompt the model?