LLM Reference

Llama 3 SQLCoder 8B

About

Llama 3 SQLCoder 8B is an advanced large language model by Defog AI, deriving from Meta's Llama 3-8B-Instruct framework. It specializes in translating natural language into SQL queries for databases like Postgres, Redshift, and Snowflake, aiding those without SQL expertise. With 8 billion parameters, it excels in complex queries and rivals leading LLMs in text-to-SQL tasks. Key improvements include enhanced instruction-following capabilities and quantized versions for efficiency. This model supports automation in SQL generation, text-based database interactions, data analysis, and SQL education, with adaptability to diverse queries and database schemas. The developers have made a demo page and model weights available on Hugging Face, and a 70B parameter version is in development.

Capabilities

MultimodalFunction CallingTool UseJSON Mode

Specifications

FamilySQLCoder
Released2024-05-09
Parameters8B
ArchitectureDecoder Only
Specializationgeneral