NSQL Models by NumbersStation
About
The NSQL family comprises a series of open-source large language models (LLMs) tailored for generating SQL queries. These autoregressive models excel in predicting the next word in a sequence, transforming natural language instructions into precise SQL code. Available in varied sizes (350M, 2B, and 6B parameters), they cater to diverse hardware and privacy requirements. Their creator, Numbers Station, highlights their open-source design, facilitating commercial use and customization to infuse specific business needs. Notably, NSQL models surpass current open-source models in execution accuracy, with the NSQL-Llama-2-7B model, leveraging Meta's Llama 2 architecture, marking substantial performance improvements 126.
Current Variants
Use-when guidance is derived from seed capabilities, context, release, and replacement fields.
| Model | Use when | Released | Signals | Status |
|---|---|---|---|---|
| NSQL 6B | Use when the workload needs 6B parameters. | 2024-02 | 6B parameters | Current |
| NSQL 2B | Use when the workload needs 2B parameters. | 2024-02 | 2B parameters | Current |
| NSQL 350M | Use when the workload needs 350M parameters. | 2024-02 | 350M parameters | Current |
| NSQL Llama 2 7B | Use when the workload needs 7B parameters. | 2024-02 | 7B parameters | Current |
Release Timeline
1 release groupSpecifications(4 models)
| Model | Released | Parameters |
|---|---|---|
| NSQL 6B | 2024-02 | 6B |
| NSQL 2B | 2024-02 | 2B |
| NSQL 350M | 2024-02 | 350M |
| NSQL Llama 2 7B | 2024-02 | 7B |
Available From(1 provider)
Frequently Asked Questions
- What is NSQL used for?
- NSQL is used for coding. The family description and listed model capabilities point to those workloads as the best fit.
- How does NSQL compare to Claude 3?
- NSQL by NumbersStation is strongest where you need coding, while Claude 3 by Anthropic is the closest related family to check for vision and multimodal work. NSQL has 4 listed variants, while Claude 3 reaches up to 200k context, so compare the specs and pricing tables before choosing a production model.
- Which NSQL model should I use?
- If price is the main constraint, use the pricing table first because NSQL does not have complete provider pricing in the local data. For the most capable/latest local choice, evaluate NSQL 6B.