LLM Reference

SQLCoder 7B 2 on Cloudflare Workers AI

SQLCoder · Defog.ai

Serverless

Capabilities

VisionMultimodalReasoningFunction CallingTool UseJSON ModeCode Execution

About SQLCoder 7B 2

SQLCoder-7B-2 is a large language model developed by Defog, Inc., designed to translate natural language questions into SQL queries, effectively bridging the gap for non-technical users to interact with databases. With its 7 billion parameters, this model is fine-tuned from the CodeLlama-7B base and operates efficiently on consumer-grade hardware. Its key capabilities include high accuracy in text-to-SQL tasks, particularly with complex queries like joins, while focusing on PostgreSQL syntax. SQLCoder-7B-2 is accessible via open-source platforms like Hugging Face and integrates with tools to facilitate user-friendly database querying interfaces. However, it is primarily a translator and requires schema descriptions for effective query generation, with some limitations such as database system specificity and not functioning as an analyst.

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Model Specs

Released2024-02-05
Parameters7B
ArchitectureDecoder Only