ISOPro: Pro Tools for Intelligent Simulation Orchestration for Large Language Models
ISOPRO is a powerful and flexible Python package designed for creating, managing, and analyzing simulations involving Large Language Models (LLMs). It provides a comprehensive suite of tools for reinforcement learning, conversation simulations, adversarial testing, custom environment creation, and advanced orchestration of multi-agent systems.
Features
- Custom Environment Creation: Easily create and manage custom simulation environments for LLMs
- Conversation Simulation: Simulate and analyze conversations with AI agents using various user personas
- Adversarial Testing: Conduct adversarial simulations to test the robustness of LLM-based systems
- Reinforcement Learning: Implement and experiment with RL algorithms in LLM contexts
- Workflow Automation: Learn and replicate UI workflows from video demonstrations
- Car Environment Simulation: Train and evaluate RL agents in driving scenarios
- Utility Functions: Analyze simulation results, calculate LLM metrics, and more
- Flexible Integration: Works with popular LLM platforms like OpenAI's GPT models, Claude (Anthropic), and Hugging Face models
- Orchestration Simulation: Manage and execute complex multi-agent simulations with different execution modes
Installation
You can install isopro using pip:
pip install isoproExamples
Get examples on how to use IsoPro here.