Shypd.aiThe largest open index of AI toolsprompt-ops is an open-source tool for LLM prompt optimization, automatically transforming prompts for Llama models. It features the Prompt Duel Optimizer (PDO) for efficient, label-free prompt optimization.
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prompt-ops is an open-source Python package developed by Meta Llama for optimizing prompts specifically for Llama models. It aims to improve performance and reliability by transforming prompts that work well with other LLMs into versions optimized for Llama. A key feature is the Prompt Duel Optimizer (PDO), an efficient, label-free optimization method utilizing dueling bandits and Thompson sampling, which has shown state-of-the-art results on benchmarks like BIG-bench Hard and MS MARCO. The tool eliminates manual trial-and-error, offering fast, data-driven optimization using existing system prompts and query-response datasets. It supports various inference providers like OpenRouter, vLLM, and NVIDIA NIMs, and provides measurable results with customizable metrics.
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