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NNX: add TrainState, model creation utilities, and training loop support

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NNX migration prep (3/N): TrainState, model creation, and end-to-end training loop #3500

NNX: add TrainState, model creation utilities, and training loop support
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Google CLA / cla/google succeeded Apr 1, 2026 in 12s

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The following contributors were found for this pull request:

9550e4f Author: @ecnal-cienet <lan*****ng​@cienet.com>
515182a Author: @xibinliu <x***n​@google.com>

(Only the first commit for a unique contributor is listed.)