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.

Model Details

Model Description

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
• Model type: [Text to SQL]
• License: [CC-by-SA-4.0]
• Finetuned from model: [CodeLlama-70B]

Model Sources [optional]

• HuggingFace:
• GitHub:
• 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 to get started with the model.

Evaluation

This model was evaluated on 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.

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
• Wendy Aw
• Wong Jing Ping

Model Card Contact

Contact us on X at @defogdata, or on email at founders@defog.ai