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Restore return state in train_loop

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Refactor train_loop into training_loop_iteration with explicit state dicts #4079

Restore return state in train_loop
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Google CLA / cla/google succeeded Jun 5, 2026 in 6s

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40f5b2a Author: @lukebaumann <luk******nn​@google.com>

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