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Inference Gym: Improve tutorial.

- Be a little less blasé about divergences - Plot separate parameters on separate plots - Fix breakage due to composite tensor changes PiperOrigin-RevId: 378931275

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spinoffs/inference_gym/notebooks
- inference_gym_tutorial.ipynb

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