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mradermacher/Huihui-granite-4.1-8b-abliterated-i1-GGUF

mradermacher Granite 8B GGUF second-order 131K ctx
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Response includes
  • classification m8
  • files 27
  • hub_downloads_all_time 5,273
  • author_summary 3324 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of layer-wise ablation inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=mradermacher (M8 quantization producer, never originator)
  • is_gguf=1
  • base_model='huihui-ai/Huihui-granite-4.1-8b-abliterated' (base is huihui-ai model (M3))
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

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Downloads · lifetime
5K
992 last 30d - stable
Likes
1
Model age
5mo ago
created 2026-05-04
Downloads over time
Now5.6K→from2.1K↑165%
1.9K3.3K4.6K6K2.1K on May 65.6K on Oct 11MayJunJulAugSepOct
May 6 → Oct 11 · 62 snapshots · spans 158 days

Genealogy 0 direct forks

Full fork graph →

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Variants by this author 2 formats · 1K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Languages
en
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf language granite-4.1 abliterated uncensored en base_model:huihui-ai/Huihui-granite-4.1-8b-abliterated base_model:quantized:huihui-ai/Huihui-granite-4.1-8b-abliterated license:apache-2.0 endpoints_compatible region:us

Related

Total size
94.4 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-05-04 17:09

Files by quantization

Q6_K 1 file 6.72 GB
Huihui-granite-4.1-8b-abliterated.i1-Q6_K.gguf 6.72 GB cc1b78a9 download
Q5_K 2 files 11.5 GB
Huihui-granite-4.1-8b-abliterated.i1-Q5_K_M.gguf 5.82 GB ff793555 download
Huihui-granite-4.1-8b-abliterated.i1-Q5_K_S.gguf 5.68 GB a3fe3568 download
Q4 2 files 9.92 GB
Huihui-granite-4.1-8b-abliterated.i1-Q4_1.gguf 5.20 GB 1718f63c download
Huihui-granite-4.1-8b-abliterated.i1-Q4_0.gguf 4.72 GB 336c4ff0 download
Q4_K 2 files 9.72 GB
Huihui-granite-4.1-8b-abliterated.i1-Q4_K_M.gguf 4.98 GB a2ef7947 download
Huihui-granite-4.1-8b-abliterated.i1-Q4_K_S.gguf 4.74 GB f5d93c7f download
IQ4 2 files 9.22 GB
Huihui-granite-4.1-8b-abliterated.i1-IQ4_NL.gguf 4.73 GB 39680c2c download
Huihui-granite-4.1-8b-abliterated.i1-IQ4_XS.gguf 4.49 GB 26b75076 download
Q3_K 3 files 12.1 GB
Huihui-granite-4.1-8b-abliterated.i1-Q3_K_L.gguf 4.38 GB 5f3bd34e download
Huihui-granite-4.1-8b-abliterated.i1-Q3_K_M.gguf 4.05 GB 61c16f5b download
Huihui-granite-4.1-8b-abliterated.i1-Q3_K_S.gguf 3.67 GB 150d45be download
IQ3 4 files 14.3 GB
Huihui-granite-4.1-8b-abliterated.i1-IQ3_M.gguf 3.81 GB a4408dba download
Huihui-granite-4.1-8b-abliterated.i1-IQ3_S.gguf 3.69 GB c1c95a06 download
Huihui-granite-4.1-8b-abliterated.i1-IQ3_XS.gguf 3.52 GB 15b9c820 download
Huihui-granite-4.1-8b-abliterated.i1-IQ3_XXS.gguf 3.28 GB 715a394a download
Q2_K 2 files 6.15 GB
Huihui-granite-4.1-8b-abliterated.i1-Q2_K.gguf 3.18 GB 6e4305c4 download
Huihui-granite-4.1-8b-abliterated.i1-Q2_K_S.gguf 2.97 GB 1a0c8ef6 download
IQ2 4 files 10.6 GB
Huihui-granite-4.1-8b-abliterated.i1-IQ2_M.gguf 2.94 GB b3deedb5 download
Huihui-granite-4.1-8b-abliterated.i1-IQ2_S.gguf 2.74 GB b1aac7ac download
Huihui-granite-4.1-8b-abliterated.i1-IQ2_XS.gguf 2.59 GB 9de8331e download
Huihui-granite-4.1-8b-abliterated.i1-IQ2_XXS.gguf 2.37 GB 1575e360 download
IQ1 2 files 4.09 GB
Huihui-granite-4.1-8b-abliterated.i1-IQ1_M.gguf 2.12 GB 04bc6c5f download
Huihui-granite-4.1-8b-abliterated.i1-IQ1_S.gguf 1.97 GB 3e7adae4 download
Auxiliary files 3 files 5.75 MB
Huihui-granite-4.1-8b-abliterated.imatrix.gguf 5.74 MB 5b268d2c download
README.md 6.76 KB 0543f2ad download
.gitattributes 3.54 KB b9b39c65 download

README current version from Hugging Face


base_model: huihui-ai/Huihui-granite-4.1-8b-abliterated
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • language
  • granite-4.1
  • abliterated
  • uncensored

About

weighted/imatrix quants of https://huggingface.co/huihui-ai/Huihui-granite-4.1-8b-abliterated

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

static quants are available at https://huggingface.co/mradermacher/Huihui-granite-4.1-8b-abliterated-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_S 2.2 for the desperate
GGUF i1-IQ1_M 2.4 mostly desperate
GGUF i1-IQ2_XXS 2.6
GGUF i1-IQ2_XS 2.9
GGUF i1-IQ2_S 3.0
GGUF i1-IQ2_M 3.3
GGUF i1-Q2_K_S 3.3 very low quality
GGUF i1-Q2_K 3.5 IQ3_XXS probably better
GGUF i1-IQ3_XXS 3.6 lower quality
GGUF i1-IQ3_XS 3.9
GGUF i1-Q3_K_S 4.0 IQ3_XS probably better
GGUF i1-IQ3_S 4.1 beats Q3_K*
GGUF i1-IQ3_M 4.2
GGUF i1-Q3_K_M 4.4 IQ3_S probably better
GGUF i1-Q3_K_L 4.8 IQ3_M probably better
GGUF i1-IQ4_XS 4.9
GGUF i1-Q4_0 5.2 fast, low quality
GGUF i1-IQ4_NL 5.2 prefer IQ4_XS
GGUF i1-Q4_K_S 5.2 optimal size/speed/quality
GGUF i1-Q4_K_M 5.4 fast, recommended
GGUF i1-Q4_1 5.7
GGUF i1-Q5_K_S 6.2
GGUF i1-Q5_K_M 6.4
GGUF i1-Q6_K 7.3 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.

README history 5 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-05-04auto-patch README.md9f78e3c6.8 KB
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  2. 2026-05-04auto-patch README.md33399695.6 KB
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  3. 2026-05-04auto-patch README.mda6f5d684.9 KB
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  4. 2026-05-04auto-patch README.md37bbbdf3 KB
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  5. 2026-05-04uploaded from leia8f705f9489 B
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