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DelightOne
on Feb 1, 2021
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Show HN: Deploy ML Models on a Budget
How do you tune a CPU for inference?
37ef_ced3
on Feb 1, 2021
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You can generate custom SIMD inference code for your neural net (tensor shapes, etc.) and CPU cache hierarchy (L1, L2 per thread, etc.)
For example, here is ResNet50 for a particular Skylake-X CPU:
https://nn-512.com/browse/ResNet50
DelightOne
on Feb 1, 2021
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I didn't know this exists, thank you!
antoinealb
on Feb 1, 2021
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You usually tune the software that runs on it (compiler, libraries, build options etc.). You can also play the game of overclock if you run dedicated hardware.
DelightOne
on Feb 1, 2021
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I wondered what those options are. The other comment mention SIMD is interesting. Thanks :)
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