FIX: Update transformer_tutorial.rst

[loganthomas]

Related to #2895 #2910 and #2922

Description

Upon reviewing @svekars changes to #2922, I noticed these weren't correctly implemented in a previous merged PR (#2910) I wrote. I used #2922 as an example and updated changes from #2910

Checklist

• The issue that is being fixed is referred in the description (see above "Fixes #ISSUE_NUMBER")
• Only one issue is addressed in this pull request
• Labels from the issue that this PR is fixing are added to this pull request
• No unnecessary issues are included into this pull request.

cc @sekyondaMeta @svekars @kit1980 @brycebortree

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/tutorials/2929

• 📄 Preview Python docs built from this PR

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[loganthomas]

@pytorchbot merge

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