Fix train_rl.py post restructure#3215
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Description
Bring back some missing changes since the restructure
If the change fixes a bug or a Github issue, please include a link, e.g.,:
FIXES: b/486274740
Tests
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train_rl.pylocally on a v5p-8Checklist
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gemini-reviewlabel.