sql-gen-join, an open-source SQL generation model, focusing on free generation of SQL statements for JOIN operations.

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Sql Gen Join

Developed by Akaisora

SQL generation model fine-tuned from Salesforce/codegen-350M-multi, specializing in JOIN operation generation

Large Language Model

Transformers

Open Source License:Bsd-3-clause #SQL Generation #Database Query Optimization #Multilingual Code Generation

Downloads 70

Release Time : 3/18/2023

Model Overview

This model is fine-tuned from Salesforce's codegen-350M-multi model, primarily used for generating SQL queries containing JOIN operations.

Model Features

Specialized in JOIN operation generation

Specifically optimized for JOIN operations in SQL queries

Fine-tuned from codegen-350M-multi

Inherits the powerful code generation capabilities of the original model

Efficient training

Achieved low validation loss (0.0339) within 3 training epochs

Model Capabilities

SQL query generation

JOIN operation generation

Database query construction

Use Cases

Database development

Complex query construction

Automatically generates SQL queries containing JOIN operations across multiple tables

Reduces time spent manually writing complex queries

Database teaching aid

Helps students understand how to use JOIN operations

Training Loss	Epoch	Step	Validation Loss
No log	0.99	106	0.0525
No log	1.99	213	0.0397
No log	2.97	318	0.0339

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Sql Gen Join

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 sql-gen-join

🚀 Quick Start

✨ Features

📦 Installation

💻 Usage Examples

📚 Documentation

Model Overview

Training and Evaluation

Training Hyperparameters

Training Results

Framework Versions

🔧 Technical Details

📄 License