Cacheing doc nits

[SalmanMohammadi]

Context

What is the purpose of this PR? Is it to

• add a new feature
• fix a bug
• update tests and/or documentation
• other (please add here)

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make me feel beautiful again uwu

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/torchtune/1876

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❌ 1 New Failure

As of commit c13fe68 with merge base 73aa126 ():

NEW FAILURE - The following job has failed:

• Recipe Tests / recipe_test (3.9) (gh)
  tests/recipes/test_eleuther_eval.py::TestEleutherEval::test_torchtune_checkpoint_eval_results[truthfulqa_mc2-0.4-4]

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[joecummings]

yea yea yea

[codecov-commenter]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 25.93%. Comparing base (73aa126) to head (c13fe68).
Report is 1 commits behind head on main.

Additional details and impacted files

@@             Coverage Diff             @@
##             main    #1876       +/-   ##
===========================================
- Coverage   70.25%   25.93%   -44.32%     
===========================================
  Files         309      309               
  Lines       16285    16285               
===========================================
- Hits        11441     4224     -7217     
- Misses       4844    12061     +7217     

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