LlamaIndex projects for LLM data augmentation
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Llama Lab is a repository for cutting-edge projects built with LlamaIndex, an interface for LLM data augmentation. It targets developers and researchers looking to leverage LlamaIndex for advanced AI agent capabilities, offering tools for task management, internet interaction, and conversational simulations. The primary benefit is providing a framework for building sophisticated, autonomous AI systems.
How It Works
The repository houses several distinct projects, including llama_agi
and auto_llama
, both inspired by AutoGPT. llama_agi
uses LlamaIndex for task creation and prioritization and LangChain for task execution, enabling agents to plan and solve objectives with tools like web search and note-taking. auto_llama
implements its own agent system to search, download, and analyze web content to answer user queries. A conversational agent simulator is also included, allowing for dynamic agent interactions based on provided context.
Quick Start & Requirements
To run auto_llama
:
cd auto_llama
pip install -r requirements.txt
python -m auto_llama
Requires a Google API key and CSE ID for the google-search
tool.
To run convo_agents
:
cd convo_agents
jupyter notebook ConvoAgents.ipynb
Highlighted Details
llama_agi
is inspired by BabyAGI and AutoGPT, using LlamaIndex as a task manager and LangChain as an executor.auto_llama
can search, download, and query the internet to solve user-specified tasks.Maintenance & Community
Part of the broader Llama ecosystem, with links to LlamaIndex, LlamaHub, Twitter, and Discord. Contributions are welcomed for extending existing projects or creating new ones.
Licensing & Compatibility
The README does not explicitly state a license for the repository itself. LlamaIndex is typically Apache 2.0 licensed.
Limitations & Caveats
The llama_agi
project requires specific API keys (Google API, CSE ID) and OpenAI credits to run effectively. The project appears to be experimental, with llama_agi
noted as v0.1.0.
1 year ago
1+ week