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You can deploy model with weights using the LMI container that sagemaker provides. Please refer the below example https://github.com/aws-samples/amazon-sagemaker-generativeai/blob/main/instruction-fine-tuning/gpt-neo/djl_deploy_GPT_Neo.ipynb
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