About
weighted/imatrix quants of https://huggingface.co/OS-Software/CyberStag-Security-26B-A4B-V1-Uncensored-Heretic
For a convenient overview and download list, visit our model page for this model.
static quants are available at https://huggingface.co/mradermacher/CyberStag-Security-26B-A4B-V1-Uncensored-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 |
0.2 |
imatrix file (for creating your own quants) |
| GGUF |
i1-IQ1_M |
8.8 |
mostly desperate |
| GGUF |
i1-IQ2_XXS |
9.4 |
| GGUF |
i1-IQ2_XS |
9.9 |
| GGUF |
i1-IQ2_S |
10.0 |
| GGUF |
i1-IQ2_M |
10.5 |
| GGUF |
i1-Q2_K |
10.7 |
IQ3_XXS probably better |
| GGUF |
i1-Q2_K_S |
10.7 |
very low quality |
| GGUF |
i1-IQ3_XXS |
11.4 |
lower quality |
| GGUF |
i1-Q3_K_S |
12.3 |
IQ3_XS probably better |
| GGUF |
i1-IQ3_M |
12.5 |
| GGUF |
i1-Q3_K_M |
13.4 |
IQ3_S probably better |
| GGUF |
i1-Q3_K_L |
13.9 |
IQ3_M probably better |
| GGUF |
i1-IQ4_XS |
14.0 |
| GGUF |
i1-Q4_K_S |
15.6 |
optimal size/speed/quality |
| GGUF |
i1-Q4_K_M |
16.9 |
fast, recommended |
| GGUF |
i1-Q5_K_S |
18.1 |
| GGUF |
i1-Q6_K |
22.7 |
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.