About

weighted/imatrix quants of https://huggingface.co/Snowflake/snowflake-arctic-base

static quants are available at https://huggingface.co/mradermacher/snowflake-arctic-base-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
PART 1 PART 2 i1-IQ1_S 96.4 for the desperate
PART 1 PART 2 PART 3 i1-IQ1_M 107.4 mostly desperate
PART 1 PART 2 PART 3 i1-IQ2_XXS 125.7
PART 1 PART 2 PART 3 i1-IQ2_XS 140.4
PART 1 PART 2 PART 3 i1-IQ2_S 141.6
PART 1 PART 2 PART 3 PART 4 i1-IQ2_M 156.2
PART 1 PART 2 PART 3 PART 4 i1-Q2_K_S 162.6 very low quality
PART 1 PART 2 PART 3 PART 4 i1-Q2_K 174.8 IQ3_XXS probably better
PART 1 PART 2 PART 3 PART 4 i1-IQ3_XXS 184.5 lower quality
PART 1 PART 2 PART 3 PART 4 i1-IQ3_XS 196.1
P1 P2 P3 P4 P5 i1-IQ3_S 207.3 beats Q3_K*
P1 P2 P3 P4 P5 i1-Q3_K_S 207.3 IQ3_XS probably better
P1 P2 P3 P4 P5 i1-IQ3_M 210.1
P1 P2 P3 P4 P5 i1-Q3_K_M 229.9 IQ3_S probably better
P1 P2 P3 P4 P5 P6 i1-Q3_K_L 248.9 IQ3_M probably better
P1 P2 P3 P4 P5 P6 i1-IQ4_XS 256.2
P1 P2 P3 P4 P5 P6 i1-Q4_0 272.3 fast, low quality
P1 P2 P3 P4 P5 P6 i1-Q4_K_S 273.5 optimal size/speed/quality
P1 P2 P3 P4 P5 P6 i1-Q4_K_M 291.2 fast, recommended
P1 P2 P3 P4 P5 P6 P7 i1-Q4_1 301.3
P1 P2 P3 P4 P5 P6 P7 i1-Q5_K_S 331.4
P1 P2 P3 P4 P5 P6 P7 i1-Q5_K_M 341.7
P1 P2 P3 P4 P5 P6 P7 P8 P9 i1-Q6_K 395.3 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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