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mradermacher/Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated-i1-GGUF

mradermacher Gemma 12B GGUF second-order 262K ctx
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Response includes
  • classification m8
  • files 27
  • hub_downloads_all_time 7,570
  • 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-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated' (base is huihui-ai model (M3))
Refusal direction extraction

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Downloads · lifetime
8K
2K last 30d - stable
Likes
3
Model age
3mo ago
created 2026-06-22
Downloads over time
Now7.8K→from1.9K↑302%
1.6K3.9K6.1K8.4K1.9K on Jun 247.8K on Oct 11JunJulAugSepOct
Jun 24 → Oct 11 · 55 snapshots · spans 109 days

Genealogy 0 direct forks

Full fork graph →

This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Variants by this author 2 formats · 4K 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 abliterated uncensored gemma4 coding code reasoning thinking safetensors en base_model:huihui-ai/Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated

Related

Total size
131 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-06-22 09:58

Files by quantization

Q6_K 1 file 9.11 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q6_K.gguf 9.11 GB c019ede3 download
Q5_K 2 files 15.7 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q5_K_M.gguf 7.96 GB 1472abe7 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q5_K_S.gguf 7.77 GB aa6f6ce4 download
Q4 2 files 13.6 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q4_1.gguf 7.13 GB d85cad45 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q4_0.gguf 6.52 GB e3c9f32d download
Q4_K 2 files 13.4 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q4_K_M.gguf 6.87 GB 34ed3d40 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q4_K_S.gguf 6.54 GB 96f2ed1f download
IQ4 2 files 12.7 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ4_NL.gguf 6.50 GB 0911d504 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ4_XS.gguf 6.18 GB a1ccaa77 download
Q3_K 3 files 16.9 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q3_K_L.gguf 6.12 GB 7c0fa5ed download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q3_K_M.gguf 5.67 GB 1f2b2a94 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q3_K_S.gguf 5.15 GB bf784216 download
IQ3 4 files 19.9 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ3_M.gguf 5.34 GB f0b81d65 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ3_S.gguf 5.15 GB 4bd2d23b download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ3_XS.gguf 4.91 GB de28d1ce download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ3_XXS.gguf 4.52 GB 393e8228 download
Q2_K 2 files 8.69 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q2_K.gguf 4.50 GB 844f3264 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-Q2_K_S.gguf 4.19 GB e18cf8d0 download
IQ2 4 files 14.8 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ2_M.gguf 4.07 GB 9fc382f8 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ2_S.gguf 3.80 GB 72e8d9d7 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ2_XS.gguf 3.62 GB a62115be download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ2_XXS.gguf 3.32 GB dbb24ef3 download
IQ1 2 files 5.76 GB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ1_M.gguf 2.98 GB 21d23199 download
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.i1-IQ1_S.gguf 2.78 GB a2171d9e download
Auxiliary files 3 files 7.15 MB
Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated.imatrix.gguf 7.13 MB 488645e8 download
README.md 8.32 KB 89e43287 download
.gitattributes 4.16 KB a9232d3c download

README current version from Hugging Face


base_model: huihui-ai/Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • abliterated
  • uncensored
  • gemma4
  • coding
  • code
  • reasoning
  • thinking
  • safetensors
  • transformers

About

weighted/imatrix quants of https://huggingface.co/huihui-ai/Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-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-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated-GGUF

This is a vision model - mmproj files (if any) will be in the static repository.

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 3.1 for the desperate
GGUF i1-IQ1_M 3.3 mostly desperate
GGUF i1-IQ2_XXS 3.7
GGUF i1-IQ2_XS 4.0
GGUF i1-IQ2_S 4.2
GGUF i1-IQ2_M 4.5
GGUF i1-Q2_K_S 4.6 very low quality
GGUF i1-Q2_K 4.9 IQ3_XXS probably better
GGUF i1-IQ3_XXS 4.9 lower quality
GGUF i1-IQ3_XS 5.4
GGUF i1-IQ3_S 5.6 beats Q3_K*
GGUF i1-Q3_K_S 5.6 IQ3_XS probably better
GGUF i1-IQ3_M 5.8
GGUF i1-Q3_K_M 6.2 IQ3_S probably better
GGUF i1-Q3_K_L 6.7 IQ3_M probably better
GGUF i1-IQ4_XS 6.7
GGUF i1-IQ4_NL 7.1 prefer IQ4_XS
GGUF i1-Q4_0 7.1 fast, low quality
GGUF i1-Q4_K_S 7.1 optimal size/speed/quality
GGUF i1-Q4_K_M 7.5 fast, recommended
GGUF i1-Q4_1 7.8
GGUF i1-Q5_K_S 8.4
GGUF i1-Q5_K_M 8.6
GGUF i1-Q6_K 9.9 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 3 versions

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

  1. 2026-06-22auto-patch README.mde05415e8.3 KB
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  2. 2026-06-22auto-patch README.md0e619a13.3 KB
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  3. 2026-06-22uploaded from nico195e4b66514 B
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