Gimlet Labs Blog company blog

Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels

Our lab investigated whether frontier models can write optimized GPU kernels for Apple devices to speed up inference. We found that they can: our AI-generated Metal kernels were 1.24x faster across KernelBench v0.1 problems, and 1.87x faster across KernelBench v0 problems.
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AI & Machine LearningSoftware Engineering2025

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Sep 3, 2025Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels by nserrino18730

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