mradermacher/Ling-1T-i1-GGUF

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):

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.