InputNumPy + OpenBLASPyTorch + MKLNumKongFloat6465.5 gso/s, 1e-15 err68.2 gso/s, 1e-15 err8.6 gso/s, 1e-16 errFloat32140 gso/s, 9e-7 err145 gso/s, 1e-6 err37.7 gso/s, 4e-7 errBFloat16—851 gso/s, 1.8% err458 gso/s, 3.6% errFloat160.3 gso/s, 0.25% err140 gso/s, 0.37% err103 gso/s, 0.26% errFloat8—0.4 gso/s, 4.6% err398 gso/s, 0% errInt80.4 gso/s, overflow50 gso/s, overflow1'279 gso/s, 0% errBinary Size30 MB705 MB5 MBAvailable ForPythonPython, C++7 languagesPython Wheels723999Those are single-threaded numbers for Intel Xeon4 CPUs powering mainstream Nvidia DGX-H100 servers — the workhorse of GenAI in 2025/6.
The point here is that driving correctness through types isn't really about statically typed languages or OOP, but about the ability to enforce contracts at boundaries.
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