What is BabyAGI?
BabyAGI is an experimental framework for developing self-building autonomous agents. It aims to create the simplest possible system that can improve and expand its own capabilities. The core of BabyAGI is a new function framework called "functionz" that allows for storing, managing, and executing functions from a database.
Key Features of BabyAGI
- Function Management: Stores and manages functions in a database
- Dependency Tracking: Uses a graph-based structure to track function dependencies and imports
- Automatic Loading: Loads required functions and dependencies automatically
- Comprehensive Logging: Tracks all function executions and interactions
- Dashboard Interface: Provides a web-based dashboard for managing functions and viewing logs
- Pre-loaded Function Packs: Includes built-in packs for common tasks and AI-assisted function generation
- Self-Building Capabilities: Experimental features for autonomous function creation and improvement
How to Use BabyAGI
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Install BabyAGI using pip:
pip install babyagi
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Import and set up the dashboard:
import babyagi if __name__ == "__main__": app = babyagi.create_app('/dashboard') app.run(host='0.0.0.0', port=8080)
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Register functions using decorators:
@babyagi.register_function(dependencies=["world"]) def hello_world(): x = world() return f"Hello {x}!"
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Execute functions:
print(babyagi.hello_world())
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Access the dashboard at
http://localhost:8080/dashboard
to manage functions and view logs.
Pricing
BabyAGI is an open-source project and is free to use. However, some features may require external API keys (e.g., OpenAI API for AI-assisted function generation) which may have associated costs.
Helpful Tips
- Use the
load_functions
method to import pre-built function packs or your own custom packs. - Manage secret keys securely through the dashboard or using
add_key_wrapper
in your code. - Leverage the logging system for debugging and monitoring function executions.
- Experiment with the self-building agent features for autonomous function creation.
Frequently Asked Questions
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Is BabyAGI suitable for production use? No, BabyAGI is currently an experimental framework and not intended for production environments. Use with caution.
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Can I contribute to the BabyAGI project? Contributions are appreciated, but the project is currently managed by a single developer. Be patient with PR reviews and consider filling out the support form for potential collaboration opportunities.
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How does BabyAGI handle function dependencies? BabyAGI uses a graph-based structure to track dependencies between functions, ensuring that all required functions and libraries are loaded before execution.
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What are the pre-loaded function packs in BabyAGI? BabyAGI includes default functions for basic operations and AI functions for generating descriptions and embeddings.
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How can I create custom function packs? You can create custom function packs by organizing related functions in a Python file and loading them using the
load_functions
method.