Slight quantization improvement for Q4_K and Q5_K #5361
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ggerganov
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Feb 6, 2024
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@ikawrakow could you add some PR links to recent quantization changes in the readme? here are some added a good while back: https://github.com/ggerganov/llama.cpp#quantization |
See #5366 |
jordankanter
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Mar 13, 2024
* Q4_K: slightly better quantization * Q5_K: slightly better quantization --------- Co-authored-by: Iwan Kawrakow <[email protected]>
hodlen
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Apr 1, 2024
* Q4_K: slightly better quantization * Q5_K: slightly better quantization --------- Co-authored-by: Iwan Kawrakow <[email protected]>
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Nothing earth-shattering, but I noticed that I have not brought over all changes I made to
Q4_KandQ5_Kquantization in my repo, so here it is. We get small PPL improvements. E.g., for Mistral-7B with context of 512 and imatrix fromwiki.traiin.raw(QErroris defined as PPL(Q)/PPL(fp16)-1, where PPL(fp16) = 5.6924 for Mistral-7B):