optiverse 0.0.1

Optimization framework using Large Language Models

Optiverse

Optiverse is a framework that uses Large Language Models (LLMs) to iteratively evolve code and algorithms. It's like AlphaEvolve by DeepMind.

Installation

pip install optiverse

Quick Start

import optiverse
from openai import OpenAI

# Configure the optimizer
config = optiverse.config.Config(
    llm=optiverse.config.LLM(
        model="gpt-4",
        client=OpenAI(api_key="your-api-key"),
    ),
    max_iterations=10,
    problem=optiverse.config.Problem(
        description="Your optimization problem description",
        initial_solution="Initial solution code",
    ),
)

# Create optimizer and run
optimizer = optiverse.optimizer.Optimizer(
    config=config,
    evaluator=YourCustomEvaluator(),
    prompt_generator=optiverse.prompt_generator.EvolutionaryPromptGenerator(),
    store=optiverse.store.FileSystemStore(directory="results"),
)
optimizer.run()

Example

See the TSP example for a complete implementation solving the Traveling Salesman Problem.

License

GPL-3.0