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kleinesfilmroellchen avatar kleinesfilmroellchen commented on July 17, 2024

Sounds like a good approach to me, especially because it trivially un-nests the history and weight data.

As for better quantization: sqrt only seems to be a better solution because of integer math (for -1 <-> 1 floats sqrt(x) ~= x) but is not worth the added complexity in my opinion. I could not find a simple algorithm for square roots, at least not a non-iterative one. As said, the only approximation known to me only works for normalized rational sample representations.

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dumblob avatar dumblob commented on July 17, 2024

lolremez is very good at approximating with only a few multiplications.

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dumblob avatar dumblob commented on July 17, 2024

Btw. in Nuklear we use inverse square root as its usage results in faster generated assembly.

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kleinesfilmroellchen avatar kleinesfilmroellchen commented on July 17, 2024

lolremez is very good at approximating with only a few multiplications.

But it requires floating-point math, which QOA explicitly avoids

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dumblob avatar dumblob commented on July 17, 2024

But it requires floating-point math, which QOA explicitly avoids

It does not. lolremez generates C code with floating point data types but the principle works for integers too (with a small additional effort, of course).

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phoboslab avatar phoboslab commented on July 17, 2024

I went ahead and did the obvious thing now.

lolremez looks amazing. I wish I had know about this earlier to different things on the residuals. For this case, the added complexity of yet another encoding scheme is certainly not worth saving 1kbit/s

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