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mradermacher/
GPT-OSS-Cybersecurity-20B-Merged-heretic-i1-GGUF

Name: GPT-OSS-Cybersecurity-20B-Merged-heretic-i1-GGUF
Availability: InStock

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About

weighted/imatrix quants of https://huggingface.co/piotreknow02/GPT-OSS-Cybersecurity-20B-Merged-heretic

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

static quants are available at https://huggingface.co/mradermacher/GPT-OSS-Cybersecurity-20B-Merged-heretic-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	0.1	imatrix file (for creating your own quants)
GGUF	i1-IQ1_M	12.1	mostly desperate
GGUF	i1-IQ1_S	12.1	for the desperate
GGUF	i1-IQ2_XXS	12.1
GGUF	i1-IQ2_XS	12.1
GGUF	i1-Q3_K_S	12.2	IQ3_XS probably better
GGUF	i1-IQ2_M	12.2
GGUF	i1-IQ2_S	12.2
GGUF	i1-IQ3_S	12.2	beats Q3_K*
GGUF	i1-IQ3_XS	12.2
GGUF	i1-IQ3_XXS	12.2	lower quality
GGUF	i1-Q2_K	12.2	IQ3_XXS probably better
GGUF	i1-IQ4_XS	12.2
GGUF	i1-Q2_K_S	12.2	very low quality
GGUF	i1-Q4_0	12.2	fast, low quality
GGUF	i1-IQ3_M	12.3
GGUF	i1-Q3_K_M	13.0	IQ3_S probably better
GGUF	i1-Q3_K_L	13.4	IQ3_M probably better
GGUF	i1-Q4_1	13.5
GGUF	i1-Q4_K_S	14.8	optimal size/speed/quality
GGUF	i1-Q4_K_M	15.9	fast, recommended
GGUF	i1-Q5_K_S	16.0
GGUF	i1-Q5_K_M	17.0
GGUF	i1-Q6_K	22.3	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.

mradermacher/GPT-OSS-Cybersecurity-20B-Merged-heretic-i1-GGUF