Keural-MoE-Pro-v1.1-GGUF – AI Model by mradermacher | AlphaNeural AI

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mradermacher/
Keural-MoE-Pro-v1.1-GGUF

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instruction-tuning

mkd-ai/Keural-Nova-1.1

endpoints_compatible

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About

static quants of https://huggingface.co/mkd-ai/Keural-Nova-1.1

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Keural-MoE-Pro-v1.1-i1-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	mmproj-Q8_0	0.7	multi-modal supplement
GGUF	mmproj-f16	1.0	multi-modal supplement
GGUF	Q2_K	13.3
GGUF	Q3_K_S	15.6
GGUF	Q3_K_M	17.3	lower quality
GGUF	Q3_K_L	18.7
GGUF	IQ4_XS	19.5
GGUF	Q4_K_S	20.5	fast, recommended
GGUF	Q4_K_M	21.8	fast, recommended
GGUF	Q5_K_S	24.7
GGUF	Q5_K_M	25.4
GGUF	Q6_K	29.3	very good quality
GGUF	Q8_0	37.9	fast, best quality

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.