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algorithmicsuperintelligence/optillm

OptiLLM是一个开源的LLM推理优化代理工具,通过集成20多种先进的推理优化技术(如MCTS、规划等),无需额外训练即可将语言模型在数学、代码和逻辑推理任务的准确性提升2-10倍。它提供与OpenAI API兼容的接口,可无缝替代现有API端点。

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algorithmicsuperintelligence/optillm

技术栈

根目录 python

框架

Flask

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依赖

NumPy adaptive-classifier aiohttp azure.identity beautifulsoup4 bitsandbytes cerebras_cloud_sdk datasets google-cloud-aiplatform gradio ipykernel ipython litellm lxml math-verify mcp mlx-lm nbconvert nbformat networkx openai outlines peft presidio_analyzer presidio_anonymizer scikit-learn selenium sentencepiece spacy tiktoken torch transformers webdriver-manager z3-solver

scripts python

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依赖

Pandas accelerate datasets httpx huggingface_hub openai tabulate tqdm

截图

Sequance diagram showing optillm in use
Results showing Mixture of Agents approach using gpt-4o-mini on Arena Hard Auto Benchmark
Results showing optillm mixture of agents approach used with patchflows

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