The alternative is checking the result of every operation; or use “signaling NaNs” that raise an exception on a (properly configured) scalar operation on a CPU. As soon as non scalar code is involved - SIMD or GPU, quiet NaNs with strategically placed explicit tests along the computation becomes the only reasonable/efficient option.
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