Asked about What makes inference expensive

What does quantization trade?

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Accuracy for memory and speed. 8 bit usually costs little, 4 bit costs something real and task-dependent. The loss is not uniform across tasks, so it has to be measured on your own eval rather than taken from a published aggregate.

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