| --- |
| license: apache-2.0 |
| language: |
| - en |
| pipeline_tag: text-generation |
| tags: |
| - code |
| --- |
| # sql-coder-7b compiled for WebGPU - q4f32_1 |
| |
| - Original model: [SQLCoder 7B](https://huggingface.co/defog/sqlcoder-7b) |
| - compiled by: Caleb Fahlgren: [👋 on Twitter](https://twitter.com/calebfahlgren) |
| |
| SQLCoder-7B is a 7B parameter model that outperforms gpt-3.5-turbo for natural language to SQL generation tasks on our sql-eval framework, and significantly outperforms all popular open-source models. When fine-tuned on a given schema, it also outperforms gpt-4 |
| |
| SQLCoder-7B is fine-tuned on a base Mistral-7B model. |
| |
| |
| ## Results on novel datasets not seen in training |
| | model | perc_correct | |
| | ------------------ | ------------ | |
| | gpt4-2023-10-04 | 82.0 | |
| | defog-sqlcoder2 | 74.5 | |
| | gpt4-2023-08-28 | 74.0 | |
| | defog-sqlcoder-7b | 71.0 | |
| | gpt-3.5-2023-10-04 | 66.0 | |
| | claude-2 | 64.5 | |
| | gpt-3.5-2023-08-28 | 61.0 | |
| | claude_instant_1 | 61.0 | |
| | text-davinci-003 | 52.5 | |
