120B Text-to-SQL Model Distilled to 3B for Consumer Laptops

A developer has successfully distilled a large 120 billion parameter text-to-SQL model into a significantly smaller 3 billion parameter version. This process was achieved using a zero-cost, multi-agent distillation pipeline that leverages free-tier LLM APIs. The resulting smaller model is capable of running on a consumer laptop and is production-ready for SQL generation tasks. AI

IMPACT Enables running powerful SQL generation models on consumer hardware, potentially democratizing access to advanced data analysis tools.

RANK_REASON The item describes a technical research process of model distillation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Medium — fine-tuning tag →

• 120B Text-to-SQL Pipeline
• 3B Model
• Consumer Laptop
• LLM APIs

• model release
• product

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