About

weighted/imatrix quants of https://huggingface.co/inclusionAI/Ling-1T

For a convenient overview and download list, visit our model page for this model.

static quants are available at https://huggingface.co/mradermacher/Ling-1T-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link Type Size/GB Notes
GGUF imatrix 1.5 imatrix file (for creating your own qwuants)
P1 P2 P3 P4 P5 i1-IQ1_S 198.9 for the desperate
P1 P2 P3 P4 P5 i1-IQ1_M 221.8 mostly desperate
P1 P2 P3 P4 P5 P6 i1-IQ2_XXS 260.0
P1 P2 P3 P4 P5 P6 i1-IQ2_XS 290.8
P1 P2 P3 P4 P5 P6 i1-IQ2_S 293.0
P1 P2 P3 P4 P5 P6 P7 i1-IQ2_M 323.6
P1 P2 P3 P4 P5 P6 P7 i1-Q2_K_S 335.6 very low quality
P1 P2 P3 P4 P5 P6 P7 P8 i1-Q2_K 363.2 IQ3_XXS probably better
P1 P2 P3 P4 P5 P6 P7 P8 i1-IQ3_XXS 384.1 lower quality
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 i1-IQ3_XS 406.5
P1 P2 P3 P4 P5 P6 P7 P8 P9 i1-IQ3_S 430.7 beats Q3_K*
P1 P2 P3 P4 P5 P6 P7 P8 P9 i1-Q3_K_S 430.7 IQ3_XS probably better
P1 P2 P3 P4 P5 P6 P7 P8 P9 i1-IQ3_M 435.9
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 i1-Q3_K_M 476.6 IQ3_S probably better
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 i1-Q3_K_L 517.7 IQ3_M probably better
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 i1-IQ4_XS 532.1
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 i1-Q4_0 565.0 fast, low quality
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 i1-Q4_K_S 566.6 optimal size/speed/quality
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 i1-Q4_K_M 604.3 fast, recommended
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 i1-Q4_1 625.7
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14 i1-Q5_K_S 688.1
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14 P15 P16 P17 i1-Q5_K_M 709.7
P1 P2 P3 P4 P5 P6 P7 P8 P9 P10 P11 P12 P13 P14 P15 P16 P17 i1-Q6_K 820.7 practically like static Q6_K

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

image.png

And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.

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