orruns 0.1.4

Next-generation Experiment Management Platform for Operations Research

ORruns:Next-generation Experiment Management Platform for Operations Research

🌱 ORruns is a growing personal project. As a passionate Operations Research developer, I aim to help researchers improve their experiment efficiency. Join me in making OR experiment management easier!

Quick Start • Why ORruns • Features • Contribute

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Why ORruns?

During my Operations Research studies, I frequently encountered these challenges:

• 📊 Experimental data scattered across different locations
• 🔄 Tedious experiment repetition and messy parameter management
• 📈 Repetitive visualization code writing
• 🤝 Lack of unified experiment management platform

ORruns was born to solve these problems! I aim to provide OR researchers with a modern, intuitive, and powerful experiment management tool.

✨ Features

Elegant Experiment Management

@experiment_manager(times=10, parallel=True)
def optimize_problem(tracker):
    # Configure experiment parameters
    tracker.log_params({
        "population_size": 100,
        "generations": 1000
    })
    
    # Run optimization
    result = optimize()
    
    # Track results automatically
    tracker.log_metrics({
        "pareto_front_size": len(result.pareto_front),
        "hypervolume": result.hypervolume
    })
    tracker.log_artifact("pareto_front.png", plt.gcf())
    
    return result

Intuitive Web Interface

🚀 Vision

pip install orruns

Check out our Quick Start Guide to begin your first experiment!

🚀 Making Operations Research Better

We believe that the Operations Research community deserves modern and open tooling ecosystems like those in the machine learning community. ORruns is not just a tool, but a vision - let's together:

• 🌟 Build an open, active Operations Research community
• 🔧 Create better experiment management tools
• 📚 Share knowledge and best practices
• 🤝 Facilitate academic exchange

💡 Get Involved

"Good tools make research twice as efficient. Join me in making OR experiment management better!"

🌱 Growing Together

As a personal project:

• Every suggestion is carefully considered
• You can influence core feature design
• You'll witness and shape the project's growth

🎯 Roadmap

Exciting features planned for the future:

• 📊 Enhanced Analytics (v0.2.0)

  • Dynamic Pareto Front Visualization
  • Advanced Statistical Analysis Tools
  • Experiment Comparison System

• 🛠️ Improved User Experience (v0.3.0)

  • Experiment Backup and Recovery
  • Publication-Ready Results Export
  • Powerful Command Line Tools

Check out the complete roadmap document for more details and future plans!

📄 License

ORruns is licensed under the GNU General Public License v3.0 (GPL-3.0). See the LICENSE file for details.

🌟 Support & Contact

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🌟 Join the Community

• 💬 Join Discussions
• 🐛 Report Issues
• 📫 Mailing List

By Operations Researchers, For Operations Researchers

If this project helps you, please consider giving it a ⭐️