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Building an Open-Source Text2SQL Agent with Llama 3 and Hugging Face Transformers

  • This agent uses a ReAct approach, which stands for 'Reasoning and Acting.' The agent understands the natural language query, analyzes the database schema, and decides which tool to call.
  • The agent executes the tool to transform the query into SQL, runs it, and retrieves the necessary data.
  • If the user's query is successfully answered, the agent returns the answer in natural language.
  • The solution combines Meta's Llama 3 as the large language model with Hugging Face's Transformers library, providing flexibility and customization for different databases and use cases.

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