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README.md
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# NKIBench
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NKIBench is a benchmark of AWS [Neuron Kernel Interface (NKI)](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/nki/index.html) kernels paired with NumPy reference implementations. Each task provides a specification, a ground-truth NumPy forward pass, and an optimized NKI kernel targeting AWS Trainium devices, together with tooling to compile, check numerical correctness, and measure on-device latency.
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## Dataset structure
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# NKIBench
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NKIBench is a benchmark of AWS [Neuron Kernel Interface (NKI)](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/nki/index.html) kernels paired with NumPy reference implementations. Each task provides a specification, a ground-truth NumPy forward pass, and an optimized NKI kernel targeting AWS Trainium devices, together with tooling to compile, check numerical correctness, and measure on-device latency. [Paper](https://arxiv.org/pdf/2511.15915).
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## Dataset structure
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