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opus-interpreter's Introduction

๐Ÿง™โ€โ™‚๏ธ Opus Interpreter

Welcome to Opus Interpreter! ๐Ÿš€ A magical Python data science environment where you can use Anthropic's Claude in tandem with a secure sandbox to generate and execute Python code on the fly. This project leverages Claude and the Code Interpreter API by e2b to create a seamless, interactive data science experience. Say goodbye to repetitive coding and hello to effortless productivity! ๐ŸŽฉโœจ

The script as well this readme were created entirely by im-a-good-gpt2-chatbot

Features ๐ŸŒŸ

1. Claude as a Python Data Scientist

  • Anthropic Claude API Integration: Claude-3 is your AI data scientist.
  • Dynamic Code Generation: Generate Python code based on your user message.
  • Interactive Execution:
    • Execute Python code in a secure environment.
    • Fetch execution results, logs, and any visualizations.

2. Powerful Code Interpreter API

  • Execute Python Code: Run Python code in a Jupyter notebook-like environment.
  • Files & Logs Management: Save results, tracebacks, and logs for future reference.
  • Tools Integration:
    • execute_python: Execute Python code in a separate cell.

3. Secure Sandbox Execution

  • Secure Python Sandbox: Execute Python code in a controlled environment.
  • Filesystem Access:
    • Read/write files.
    • Download files generated during execution.

Getting Started ๐Ÿ› ๏ธ

Prerequisites

  1. Python: Ensure you have Python 3.8 or above installed.
  2. API Keys:
    • Anthropic Claude API Key.
    • E2B Code Interpreter API Key.

Installation

  1. Clone the Repository:

    git clone https://github.com/Doriandarko/opus-interpreter.git
    cd opus-interpreter
  2. Install Dependencies:

    pip install -r requirements.txt
  3. Create a .env File: Add your API keys to a .env file in the root directory:

    # .env file
    ANTHROPIC_API_KEY=<your_anthropic_api_key>
    E2B_API_KEY=<your_e2b_api_key>

Usage

  1. Run the Script:

    python opus-interpreter.py
  2. Chat with Claude:

    • Enter your message to ask Claude for code snippets or analysis.
    • Use quit to exit.

Sample Messages ๐Ÿ’ฌ

  • Data Analysis: "Analyze this dataset and show me a summary."
  • Visualization: "Create a scatter plot comparing columns X and Y."
  • Code Generation: "Write a Python function to calculate Fibonacci numbers."

Behind the Magic ๐ŸŽฉ

How It Works

  1. System Prompt: Sets up Claude as a Python data scientist.
  2. Tool Definition:
    • execute_python: Executes Python code in a secure environment.
  3. Chat Functionality:
    • chat: Handles user messages and interprets Claude's response.
    • code_interpret: Executes Python code and manages results, logs, and files.

Contributing

All wizards and data enthusiasts are welcome to contribute! Feel free to:

  • Open issues for bugs or feature requests.
  • Submit pull requests with improvements.

License

This project is licensed under the MIT License.

Feel free to reach out with questions or suggestions. Remember, Claude and Code Interpreter are here to help you level up your data science game! ๐ŸŽฏ

opus-interpreter's People

Contributors

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