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Sqlcoder 34b Alpha

Developed by defog
SQLCoder-34B is a 34-billion-parameter natural language to SQL query model launched by Defog, outperforming mainstream models like GPT-4 in the sql-eval benchmark
Downloads 297
Release Time : 11/14/2023

Model Overview

The most advanced large language model for natural language to SQL queries, fine-tuned based on CodeLlama and specifically designed for database query optimization

Model Features

Performance Beyond GPT-4
Outperforms GPT-4 and GPT-4-turbo in the sql-eval evaluation framework
Specialized SQL Generation
Optimized specifically for natural language to SQL query tasks
Multi-Database Support
Training covers 10 different database schemas
Open Source License
Adopts CC BY-SA 4.0 license, allowing commercial use

Model Capabilities

Natural language to SQL query
Complex SQL generation
Multi-table join queries
Grouping and aggregation calculations
Conditional filtering generation

Use Cases

Data Analysis
Cross-City Revenue Comparison Analysis
Generates SQL queries comparing customer revenue contributions across different cities
Accurately generates complex SQL with grouping, aggregation, and comparison operations
Business Intelligence
Sales Trend Analysis
Generates time series analysis SQL based on natural language descriptions
Correctly handles date functions and grouping operations
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