PromptMutant

An implementation of Deepmind's Promptbreeder. Promptbreeder: Self-Referential Self-Improvement via Prompt Evoultion

Installation

pip install -e .

Usage

promptmutant -prompt "Solve the math word problem, giving your answer as an arabic numeral." -dataset "gsm8k" -nPrompts 3 -nMutations 10

Roadmap

• OpenAI LLM Integration
• Cosine Similarity Reward Function
• Zero-order Prompt Generation
• First-order Prompt Generation
• Estimation of Distribution (EDA) Mutation
• EDA Rank and Index Mutation
• Lineage Based Mutation
• Zero-order Hyper-Mutation
• First-order Hyper-Mutation
• Lamarckian Mutation
• Prompt Crossover
• Context Shuffling
• Design Additional Reward Functions
• Ollama Local LLM Integration