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[Feature]: Exllamav2 Q4, Q6, and Q8 cache聽#463

Description

@Anthonyg5005

馃殌 The feature, motivation and pitch

Only found a discussion asking about it but from evaluation it seems that Q4 is now better than FP8 and closer/almost equal to fp16 cache. I personally don't use this engine and am just looking from the outside, but I believe this may benefit some of its users who may be trying to squeeze in a bit more context without reducing the overall accuracy by much.

Additional context

Here's the evaluation between the different cache types: turboderp/exllamav2/doc/qcache_eval.md

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