Technology

Prem-1B-SQL

Prem-1B-SQL is a 1.3B-parameter, open-source Small Language Model (SLM) for Text-to-SQL, engineered for local-first deployment and maximum data security.

This is your go-to model for secure, efficient natural language querying of databases. Prem-1B-SQL is a 1.3B-parameter SLM, fully fine-tuned from DeepSeek-1.3B, dedicated to the Text-to-SQL task. Its core value is its local-first architecture: it runs on low GPU or quantized CPU devices, ensuring your proprietary data never leaves your environment or touches a third-party API. The model integrates seamlessly with the open-source PremSQL library, which provides end-to-end pipelines, including robust executors, evaluators, and error handling for autonomous data analysis. It consistently delivers competitive execution accuracy on industry benchmarks like BirdBench, proving that a small, secure model can handle enterprise-grade data analysis.