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[HuggingFace][Neuronx] Inference - Optimum Neuron 0.1.0 - Neuron sdk 2.21.1 - Transformers to 4.48.3 #4670

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Description

This updates the HuggingFace Neuron training DLC to use AWS Neuron SDK 2.21.1 and optimum-neuron 0.1.0.

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license. I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.

@michaelbenayoun michaelbenayoun requested a review from a team as a code owner March 27, 2025 15:03
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