ultragpt 0.2.0

UltraGPT: A modular library for advanced GPT-based reasoning and step pipelines

🤖 UltraGPT

A powerful and modular library for advanced GPT-based reasoning and step pipelines

🌟 Features

• 📝 Steps Pipeline: Break down complex tasks into manageable steps

  • Automatic step generation and processing
  • Verification at each step
  • Detailed progress tracking

• 🧠 Reasoning Pipeline: Advanced reasoning capabilities

  • Multi-iteration thought process
  • Building upon previous reasoning
  • Comprehensive analysis

• 🛠️ Tool Integration:

  • Web search capabilities
  • Calculator functionality
  • Extensible tool framework

📦 Installation

pip install git+https://github.com/Kawai-Senpai/UltraGPT.git

🚀 Quick Start

from ultragpt import UltraGPT

if __name__ == "__main__":
    # Initialize UltraGPT
    ultragpt = UltraGPT(
        api_key="your-openai-api-key",
        verbose=True
    )

    # Example chat session
    final_output, tokens_used, details = ultragpt.chat([
        {"role": "user", "content": "Write a story about an elephant."}
    ])

    print("Final Output:", final_output)
    print("Total tokens used:", tokens_used)

📚 Advanced Usage

Customizing Pipeline Settings

ultragpt = UltraGPT(
    api_key="your-openai-api-key",
    model="gpt-4o",  # Specify model
    temperature=0.7,  # Adjust creativity
    reasoning_iterations=3,  # Set reasoning depth
    steps_pipeline=True,
    reasoning_pipeline=True,
    verbose=True
)

Using Tools

ultragpt = UltraGPT(
    api_key="your-openai-api-key",
    tools=["web-search", "calculator"],
    tools_config={
        "web-search": {
            "max_results": 1,
            "model": "gpt-4o"
        },
        "calculator": {
            "model": "gpt-4o"
        }
    }
)

🔧 Configuration Options

Parameter	Type	Default	Description
api_key	str	Required	Your OpenAI API key
model	str	"gpt-4o"	Model to use
temperature	float	0.7	Output randomness
reasoning_iterations	int	3	Number of reasoning steps
tools	list	[]	Enabled tools
verbose	bool	False	Enable detailed logging

🌐 Tool System

UltraGPT supports various tools to enhance its capabilities:

Web Search

• Performs intelligent web searches
• Summarizes findings
• Integrates results into responses

Calculator

• Handles mathematical operations
• Supports complex calculations
• Provides step-by-step solutions

🔄 Pipeline System

Steps Pipeline

1. Task Analysis
2. Step Generation
3. Step-by-Step Execution
4. Progress Verification
5. Final Compilation

Reasoning Pipeline

1. Initial Analysis
2. Multi-iteration Thinking
3. Thought Development
4. Conclusion Formation

📋 Requirements

• Python 3.6+
• OpenAI API key
• Internet connection (for web tools)

🤝 Contributing

Contributions are always welcome! Here's how you can help:

1. Fork the repository
2. Create a new branch (git checkout -b feature/improvement)
3. Make changes
4. Commit (git commit -am 'Add new feature')
5. Push (git push origin feature/improvement)
6. Open a Pull Request

📝 License

This project is MIT licensed - see the LICENSE file for details.

👥 Author

Ranit Bhowmick

• Email: [e-mail]
• GitHub: @Kawai-Senpai

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Made with ❤️ by Ranit Bhowmick