LLM ReferenceLLM Reference

SQLCoder

Defog.aiCC-BY-SA-4.0Coding
7 models2023–2024

About

SQLCoder is a family of large language models developed by Defog.ai, tailored for transforming natural language queries into SQL commands. These models stand out for their capability to enable non-technical users to easily interact with databases by converting human-readable questions into accurate SQL queries. Fine-tuned on vast datasets of human-curated questions and SQL queries, SQLCoder achieves state-of-the-art performance across various benchmarks. The family includes various versions such as the 7B parameter model, optimized for different hardware from high-end GPUs to consumer-grade devices. Designed specifically for read-only database interactions, these models are not suitable for tasks involving write access. Defog.ai is committed to continuously enhancing SQLCoder, refining its features, and addressing limitations based on user feedback 10 5 13.

Specifications(7 models)

SQLCoder model specifications comparison
ModelReleasedParameters
Llama 3 SQLCoder 8B2024-058B
SQLCoder 7B 22024-027B
SQLCoder 70B Alpha2024-0170B
SQLCoder 34B Alpha2023-1134B
SQLCoder 7B2023-107B
SQLCoder 22023-10
SQLCoder2023-0815B

Available From(1 provider)

Frequently Asked Questions

What is SQLCoder?
SQLCoder is a family of large language models developed by Defog.ai, tailored for transforming natural language queries into SQL commands. These models stand out for their capability to enable non-technical users to easily interact with databases by converting human-readable questions into accurate SQL queries. Fine-tuned on vast datasets of human-curated questions and SQL queries, SQLCoder achieves state-of-the-art performance across various benchmarks. The family includes various versions such as the 7B parameter model, optimized for different hardware from high-end GPUs to consumer-grade devices. Designed specifically for read-only database interactions, these models are not suitable for tasks involving write access. Defog.ai is committed to continuously enhancing SQLCoder, refining its features, and addressing limitations based on user feedback 10 5 13.
How many models are in the SQLCoder family?
The SQLCoder family contains 7 models.
What is the latest SQLCoder model?
The latest model is Llama 3 SQLCoder 8B, released in 2024-05.

Models(7)