Shypd.aiThe largest open index of AI toolsCompilerGym is an AI Agents & Automation tool that provides reinforcement learning environments for compiler optimization tasks. It offers an easy-to-use Python interface for ML researchers to interact with real-world compilers and programs.
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CompilerGym is a robust library designed to provide easy-to-use and performant reinforcement learning environments specifically for compiler tasks. Built on the popular Gym interface, it allows machine learning researchers to engage with critical compiler optimization problems using familiar language and vocabulary. The tool includes everything necessary to get started, wrapping real-world programs and compilers to offer millions of instances for training. It supports various pre-computed program representations, catering to end-to-end deep learning, feature-based models, and graph models. CompilerGym also provides appropriate reward and loss functions out-of-the-box, ensuring reproducibility with validation for correctness, common baselines, and leaderboards for result submission.
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