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--- |
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license: apache-2.0 |
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language: |
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- en |
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pipeline_tag: text-generation |
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tags: |
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- code |
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--- |
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# sql-coder-7b compiled for WebGPU - q4f32_1 |
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- Original model: [SQLCoder 7B](https://huggingface.co/defog/sqlcoder-7b) |
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- compiled by: Caleb Fahlgren: [👋 on Twitter](https://twitter.com/calebfahlgren) |
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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 |
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SQLCoder-7B is fine-tuned on a base Mistral-7B model. |
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## Results on novel datasets not seen in training |
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| model | perc_correct | |
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| ------------------ | ------------ | |
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| gpt4-2023-10-04 | 82.0 | |
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| defog-sqlcoder2 | 74.5 | |
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| gpt4-2023-08-28 | 74.0 | |
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| defog-sqlcoder-7b | 71.0 | |
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| gpt-3.5-2023-10-04 | 66.0 | |
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| claude-2 | 64.5 | |
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| gpt-3.5-2023-08-28 | 61.0 | |
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| claude_instant_1 | 61.0 | |
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| text-davinci-003 | 52.5 | |
