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+ ---
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+ license: cc-by-sa-4.0
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+ metrics:
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+ - accuracy
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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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+
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+ A capable language model for text to SQL generation for Postgres, Redshift and Snowflake that is on-par with the most capable generalist frontier models.
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+
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/603bbad3fd770a9997b57cb6/h52Z_OKYBaDDQMFZyU5pF.png)
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+
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+ ## Model Description
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+
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+ Developed by: Defog, Inc
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+ Model type: [Text to SQL]
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+ License: [CC-by-SA-4.0]
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+ Finetuned from model: [Meta-Llama-3-8B-Instruct]
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+
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+ ## Demo Page
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+ [https://defog.ai/sqlcoder-demo/](https://defog.ai/sqlcoder-demo/)
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+
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+ ## Ideal prompt and inference parameters
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+ Set temperature to 0, and do not do sampling.
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+
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+ ### Prompt
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+ ```
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+ <|begin_of_text|><|start_header_id|>user<|end_header_id|>
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+
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+ Generate a SQL query to answer this question: `{user_question}`
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+ {instructions}
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+
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+ DDL statements:
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+ {create_table_statements}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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+
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+ The following SQL query best answers the question `{user_question}`:
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+ ```sql
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+
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+ ```
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+
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+ ## Evaluation
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+ This model was evaluated on SQL-Eval, a PostgreSQL based evaluation framework developed by Defog for testing and alignment of model capabilities.
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+ You can read more about the methodology behind SQLEval [here](https://defog.ai/blog/open-sourcing-sqleval/).
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+
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+ ## Contact
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+ Contact us on X at [@defogdata](https://twitter.com/defogdata), or on email at [email protected]
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