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Improve Gemma example #4740

@cgarciae

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@cgarciae
  • Add training code from l1mb_nnx
  • Add support distributed training via sharding
  • Add support for multiple samples per sequence as in lm1b by modifying the attention layer.
  • Replace tfds with grain.

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