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README.md

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+---
+license: cc-by-sa-4.0
+library_name: transformers
+pipeline_tag: text-generation
+---
+
+# Model Card for SQLCoder-70B-Alpha
+
+A capable large language model for natural language to SQL generation. Outperforms all generalist models (including GPT-4) on text to SQL.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/603bbad3fd770a9997b57cb6/3BVMV2z6FTEEPF1hJ2qu1.png)
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
+
+- **Developed by:** [Defog, Inc](https://defog.ai)
+- **Model type:** [Text to SQL]
+- **License:** [CC-by-SA-4.0]
+- **Finetuned from model:** [CodeLlama-70B]
+
+### Model Sources [optional]
+- [**HuggingFace:**](https://huggingface.co/defog/sqlcoder-70b-alpha)
+- [**GitHub:**](https://github.com/defog-ai/sqlcoder)
+- [**Demo:**](https://defog.ai/sqlcoder-demo/)
+
+## Uses
+
+This model is intended to be used by non-technical users to understand data inside their SQL databases. It is meant as an analytics tool, and not as a database admin tool.
+
+This model has not been trained to reject malicious requests from users with write access to databases, and should only be used by users with read-only access.
+
+## How to Get Started with the Model
+
+Use the code [here](https://github.com/defog-ai/sqlcoder/blob/main/inference.py) to get started with the model.
+
+## Evaluation
+
+This model was evaluated on [SQL-Eval](https://github.com/defog-ai/sql-eval), a PostgreSQL based evaluation framework developed by Defog for testing and alignment of model capabilities.
+
+You can read more about the methodology behind SQLEval [here](https://defog.ai/blog/open-sourcing-sqleval/).
+
+### Results
+
+We classified each generated question into one of 6 categories. The table displays the percentage of questions answered correctly by each model, broken down by category.
+|               | date | group_by | order_by | ratio | join | where |
+| ------------- | ---- | -------- | -------- | ----- | ---- | ----- |
+| sqlcoder-70b  | 96   | 91.4     | 97.1     | 85.7  | 97.1 | 91.4  |
+| sqlcoder-34b  | 80   | 94.3     | 85.7     | 77.1  | 85.7 | 80    |
+| gpt-4         | 64   | 94.3     | 88.6     | 74.2  | 85.7 | 80    |
+| sqlcoder2-15b | 76   | 80       | 77.1     | 60    | 77.1 | 77.1  |
+| sqlcoder-7b   | 64   | 82.9     | 74.3     | 54.3  | 74.3 | 74.3  |
+| gpt-3.5       | 68   | 77.1     | 74.2     | 34.3  | 65.7 | 71.4  |
+| claude-2      | 52   | 71.4     | 74.3     | 57.1  | 65.7 | 62.9  |
+
+## Using SQLCoder
+
+## Model Card Authors
+
+- [Rishabh Srivastava](https://twitter.com/rishdotblog)
+- [Wendy Aw](https://www.linkedin.com/in/wendyaw/)
+- [Wong Jing Ping](https://www.linkedin.com/in/jing-ping-wong/)
+
+## Model Card Contact
+
+Contact us on X at [@defogdata](https://twitter.com/defogdata), or on email at [[email protected]](mailto:[email protected])

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