SQLCoder-70B-Alpha Open-Source Model - Free Transformation from Natural Language to SQL, Outperforming GPT-4!

Sqlcoder 70b Alpha

Developed by defog

SQLCoder-70B-Alpha is a powerful natural language to SQL large language model that surpasses all general-purpose models (including GPT-4) in text-to-SQL tasks.

Large Language Model

Transformers

#Natural Language to SQL #Surpassing GPT-4 #Database Analysis

Downloads 1,243

Release Time : 1/30/2024

Model Overview

This model is designed to help non-technical users understand data in their SQL databases, serving as an analytical tool rather than a database management tool.

Model Features

Exceptional Text-to-SQL Capability

Surpasses all general-purpose models, including GPT-4, in text-to-SQL tasks

Large Model Scale

Fine-tuned from the 70B-parameter CodeLlama model, with powerful comprehension and generation capabilities

Focus on Data Analysis

Specifically designed to help non-technical users understand data in SQL databases

Model Capabilities

Natural Language to SQL

Database Query Generation

Data Analysis Assistance

Use Cases

Data Analysis

Business Intelligence Analysis

Non-technical users generate SQL queries through natural language to gain business insights

Improves data analysis efficiency and lowers technical barriers

Database Exploration

Helps users explore and understand database structures and contents

Quickly obtain database information without professional SQL knowledge

🚀 SQLCoder-70B-Alpha

A powerful large language model for generating SQL from natural language, outperforming generalist models like GPT - 4 in text - to - SQL tasks.

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🚀 Quick Start

Use the code here to get started with the model.

✨ Features

This model is designed for non - technical users to understand data in their SQL databases. It serves as an analytics tool rather than a database admin tool.

📦 Installation

No installation steps are provided in the original document, so this section is skipped.

💻 Usage Examples

No code examples are provided in the original document, so this section is skipped.

📚 Documentation

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]

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.

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](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

No detailed content provided in the original document, so no further expansion here.

🔧 Technical Details

No technical implementation details are provided in the original document, so this section is skipped.

📄 License

The model is licensed under [CC - by - SA - 4.0].

Model Card Authors

Rishabh Srivastava
Wendy Aw
[Wong Jing Ping](https://www.linkedin.com/in/jing - ping - wong/)

Model Card Contact

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