Import a fine-tuned Meta Llama 3 model for SQL query generation on Amazon Bedrock

This article describes how to import a fine-tuned Meta Llama 3 model for SQL query generation into Amazon Bedrock, a fully managed service for generative AI applications.

Specifically, the article covers:

• Solution overview for importing a fine-tuned model into Amazon Bedrock
• Data preparation and fine-tuning the Meta Llama 3 8B model on SageMaker using QLoRA and PyTorch FSDP
• Importing the fine-tuned model into Amazon Bedrock using the Custom Model Import feature
• Evaluating the SQL queries generated by the fine-tuned model using the Amazon Bedrock Text Playground and an LLM judge
• Best practices for fine-tuning and using imported models for code generation tasks