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mradermacher/SmallThinker-3B-Preview-abliterated-i1-GGUF

mradermacher 3B GGUF second-order 33K ctx
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Response includes
  • classification m8
  • files 27
  • hub_downloads_all_time 5,875
  • 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/SmallThinker-3B-Preview-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
6K
468 last 30d - cooling
Likes
4
Model age
21mo ago
created 2025-01-02
Downloads over time
Now6K→from545↑995%
2742.4K4.4K6.5K545 on Jan 1, 20256K on Oct 11Jan '25Apr '25Jul '25Oct '25JanAprJulOct
Jan 1, 2025 → Oct 11 · 132 snapshots · spans 648 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 · 780 downloads combined

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

Metadata

Languages
en
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf abliterated uncensored en base_model:huihui-ai/SmallThinker-3B-Preview-abliterated base_model:quantized:huihui-ai/SmallThinker-3B-Preview-abliterated endpoints_compatible region:us imatrix conversational

Related

Total size
34.2 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2025-01-02 04:15

Files by quantization

Q6_K 1 file 2.36 GB
SmallThinker-3B-Preview-abliterated.i1-Q6_K.gguf 2.36 GB 4b176e59 download
Q5_K 2 files 4.09 GB
SmallThinker-3B-Preview-abliterated.i1-Q5_K_M.gguf 2.07 GB fde1df8c download
SmallThinker-3B-Preview-abliterated.i1-Q5_K_S.gguf 2.02 GB c276337e download
Q4 2 files 3.56 GB
SmallThinker-3B-Preview-abliterated.i1-Q4_1.gguf 1.86 GB 63aa4055 download
SmallThinker-3B-Preview-abliterated.i1-Q4_0.gguf 1.70 GB e39e294d download
Q4_K 2 files 3.51 GB
SmallThinker-3B-Preview-abliterated.i1-Q4_K_M.gguf 1.80 GB c55d18dc download
SmallThinker-3B-Preview-abliterated.i1-Q4_K_S.gguf 1.71 GB 30deb903 download
IQ4 2 files 3.32 GB
SmallThinker-3B-Preview-abliterated.i1-IQ4_NL.gguf 1.70 GB 8bbe718b download
SmallThinker-3B-Preview-abliterated.i1-IQ4_XS.gguf 1.62 GB 81be8e4b download
Q3_K 3 files 4.43 GB
SmallThinker-3B-Preview-abliterated.i1-Q3_K_L.gguf 1.59 GB 3f4ce013 download
SmallThinker-3B-Preview-abliterated.i1-Q3_K_M.gguf 1.48 GB 8e7e80ce download
SmallThinker-3B-Preview-abliterated.i1-Q3_K_S.gguf 1.35 GB 56cc20d5 download
IQ3 4 files 5.23 GB
SmallThinker-3B-Preview-abliterated.i1-IQ3_M.gguf 1.39 GB 1869544b download
SmallThinker-3B-Preview-abliterated.i1-IQ3_S.gguf 1.36 GB dddec692 download
SmallThinker-3B-Preview-abliterated.i1-IQ3_XS.gguf 1.30 GB ec7363da download
SmallThinker-3B-Preview-abliterated.i1-IQ3_XXS.gguf 1.19 GB 1173f418 download
Q2_K 2 files 2.30 GB
SmallThinker-3B-Preview-abliterated.i1-Q2_K.gguf 1.19 GB f6dab722 download
SmallThinker-3B-Preview-abliterated.i1-Q2_K_S.gguf 1.12 GB f81791c2 download
IQ2 4 files 3.90 GB
SmallThinker-3B-Preview-abliterated.i1-IQ2_M.gguf 1.06 GB 03af3307 download
SmallThinker-3B-Preview-abliterated.i1-IQ2_S.gguf 1013 MB 843792cf download
SmallThinker-3B-Preview-abliterated.i1-IQ2_XS.gguf 984 MB a8778ee2 download
SmallThinker-3B-Preview-abliterated.i1-IQ2_XXS.gguf 904 MB bb74521b download
IQ1 2 files 1.53 GB
SmallThinker-3B-Preview-abliterated.i1-IQ1_M.gguf 811 MB 85ef0342 download
SmallThinker-3B-Preview-abliterated.i1-IQ1_S.gguf 754 MB 17540d4a download
Auxiliary files 3 files 3.22 MB
imatrix.dat 3.21 MB 07703f2d download
README.md 6.20 KB 3da4714a download
.gitattributes 3.56 KB a941d011 download

README current version from Hugging Face


base_model: huihui-ai/SmallThinker-3B-Preview-abliterated
language:

  • en
    library_name: transformers
    quantized_by: mradermacher
    tags:
  • abliterated
  • uncensored

About

weighted/imatrix quants of https://huggingface.co/huihui-ai/SmallThinker-3B-Preview-abliterated

static quants are available at https://huggingface.co/mradermacher/SmallThinker-3B-Preview-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 i1-IQ1_S 0.9 for the desperate
GGUF i1-IQ1_M 1.0 mostly desperate
GGUF i1-IQ2_XXS 1.0
GGUF i1-IQ2_XS 1.1
GGUF i1-IQ2_S 1.2
GGUF i1-IQ2_M 1.2
GGUF i1-Q2_K_S 1.3 very low quality
GGUF i1-Q2_K 1.4 IQ3_XXS probably better
GGUF i1-IQ3_XXS 1.4 lower quality
GGUF i1-IQ3_XS 1.5
GGUF i1-Q3_K_S 1.6 IQ3_XS probably better
GGUF i1-IQ3_S 1.6 beats Q3_K*
GGUF i1-IQ3_M 1.6
GGUF i1-Q3_K_M 1.7 IQ3_S probably better
GGUF i1-Q3_K_L 1.8 IQ3_M probably better
GGUF i1-IQ4_XS 1.8
GGUF i1-IQ4_NL 1.9 prefer IQ4_XS
GGUF i1-Q4_0 1.9 fast, low quality
GGUF i1-Q4_K_S 1.9 optimal size/speed/quality
GGUF i1-Q4_K_M 2.0 fast, recommended
GGUF i1-Q4_1 2.1
GGUF i1-Q5_K_S 2.3
GGUF i1-Q5_K_M 2.3
GGUF i1-Q6_K 2.6 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 2 versions

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

  1. 2025-01-02auto-patch README.mdeb37a446.2 KB
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  2. 2025-01-02uploaded from rain1ee7879253 B
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