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---
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 | |