mradermacher/Behemoth-v1.1-Magnum-v4-123B-i1-GGUF

About

weighted/imatrix quants of https://huggingface.co/knifeayumu/Behemoth-v1.1-Magnum-v4-123B

static quants are available at https://huggingface.co/mradermacher/Behemoth-v1.1-Magnum-v4-123B-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	i1-IQ1_S	26.1	for the desperate
GGUF	i1-IQ1_M	28.5	mostly desperate
GGUF	i1-IQ2_XXS	32.5
GGUF	i1-IQ2_XS	36.2
GGUF	i1-IQ2_S	38.5
GGUF	i1-IQ2_M	41.7
GGUF	i1-Q2_K	45.3	IQ3_XXS probably better
GGUF	i1-IQ3_XXS	47.1	lower quality
PART 1 PART 2	i1-IQ3_XS	50.2
PART 1 PART 2	i1-Q3_K_S	52.9	IQ3_XS probably better
PART 1 PART 2	i1-IQ3_S	53.1	beats Q3_K*
PART 1 PART 2	i1-IQ3_M	55.4
PART 1 PART 2	i1-Q3_K_M	59.2	IQ3_S probably better
PART 1 PART 2	i1-Q3_K_L	64.7	IQ3_M probably better
PART 1 PART 2	i1-IQ4_XS	65.5
PART 1 PART 2	i1-Q4_0	69.4	fast, low quality
PART 1 PART 2	i1-Q4_K_S	69.7	optimal size/speed/quality
PART 1 PART 2	i1-Q4_K_M	73.3	fast, recommended
PART 1 PART 2	i1-Q5_K_S	84.5
PART 1 PART 2	i1-Q5_K_M	86.6
PART 1 PART 2 PART 3	i1-Q6_K	100.7	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.