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"I can't wait to run this new sota model locally. I'll just use the quantized version that is certain to be better than [other model I'm running]." This is fas
by djoldman 1mo ago
"I can't wait to run this new sota model locally. I'll just use the quantized version that is certain to be better than [other model I'm running]."
This is fast becoming one of my top old-man-yells-at-clouds pet peeves.
Reported performance metrics are ONLY good for the exact model weights.
Quantizing a model, or changing it in any way, requires new evaluation to know how well it performs.
Quantizing a good model doesn't mean the quantized version is good.
- RevEng 1mo agoEspecially when there are many ways to do the quantization. You can get quite different results from different methods.