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mradermacher/Holo-3.1-4B-abliterated-rdo-i1-GGUF

mradermacher 4B GGUF second-order 262K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m8
  • files 27
  • hub_downloads_all_time 5,028
  • 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 direct removal 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='usermma/Holo-3.1-4B-abliterated-rdo' (base has 'abliterated' marker, assume M1 default)
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.

What is a refusal direction? →
Downloads · lifetime
5K
1K last 30d - stable
Likes
1
Model age
4mo ago
created 2026-06-05
Downloads over time
Now5.3K→from2.7K↑95%
2.6K3.6K4.6K5.5K2.7K on Jun 105.3K on Oct 11JunJulAugSepOct
Jun 10 → Oct 11 · 57 snapshots · spans 123 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 · 2K downloads combined

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

Metadata

Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf obliteratus abliteration uncensored obliterate en base_model:usermma/Holo-3.1-4B-abliterated-rdo base_model:quantized:usermma/Holo-3.1-4B-abliterated-rdo endpoints_compatible region:us imatrix

Related

Total size
56.5 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-06-06 00:00

Files by quantization

Q6_K 1 file 3.71 GB
Holo-3.1-4B-abliterated-rdo.i1-Q6_K.gguf 3.71 GB 32d9db73 download
Q5_K 2 files 6.46 GB
Holo-3.1-4B-abliterated-rdo.i1-Q5_K_M.gguf 3.27 GB 2f4af3bc download
Holo-3.1-4B-abliterated-rdo.i1-Q5_K_S.gguf 3.19 GB 3cbb485c download
Q4 2 files 5.65 GB
Holo-3.1-4B-abliterated-rdo.i1-Q4_1.gguf 2.95 GB d1a8807b download
Holo-3.1-4B-abliterated-rdo.i1-Q4_0.gguf 2.71 GB 20ea075a download
Q4_K 2 files 5.58 GB
Holo-3.1-4B-abliterated-rdo.i1-Q4_K_M.gguf 2.86 GB bf9c4e8e download
Holo-3.1-4B-abliterated-rdo.i1-Q4_K_S.gguf 2.72 GB 5dec133f download
IQ4 2 files 5.42 GB
Holo-3.1-4B-abliterated-rdo.i1-IQ4_NL.gguf 2.76 GB 8def357f download
Holo-3.1-4B-abliterated-rdo.i1-IQ4_XS.gguf 2.66 GB 19bbaf20 download
Q3_K 3 files 7.05 GB
Holo-3.1-4B-abliterated-rdo.i1-Q3_K_L.gguf 2.51 GB e319fb25 download
Holo-3.1-4B-abliterated-rdo.i1-Q3_K_M.gguf 2.36 GB 6f5adfab download
Holo-3.1-4B-abliterated-rdo.i1-Q3_K_S.gguf 2.18 GB 587fb21c download
IQ3 4 files 8.73 GB
Holo-3.1-4B-abliterated-rdo.i1-IQ3_M.gguf 2.27 GB e223004f download
Holo-3.1-4B-abliterated-rdo.i1-IQ3_S.gguf 2.25 GB eeaf1ebe download
Holo-3.1-4B-abliterated-rdo.i1-IQ3_XS.gguf 2.19 GB b2dc390e download
Holo-3.1-4B-abliterated-rdo.i1-IQ3_XXS.gguf 2.03 GB df3af6e4 download
Q2_K 2 files 3.90 GB
Holo-3.1-4B-abliterated-rdo.i1-Q2_K.gguf 1.98 GB ac496636 download
Holo-3.1-4B-abliterated-rdo.i1-Q2_K_S.gguf 1.92 GB ec757179 download
IQ2 4 files 7.01 GB
Holo-3.1-4B-abliterated-rdo.i1-IQ2_M.gguf 1.88 GB 381b3a8a download
Holo-3.1-4B-abliterated-rdo.i1-IQ2_S.gguf 1.79 GB e3898fed download
Holo-3.1-4B-abliterated-rdo.i1-IQ2_XS.gguf 1.71 GB e099f56b download
Holo-3.1-4B-abliterated-rdo.i1-IQ2_XXS.gguf 1.63 GB b674f40d download
IQ1 2 files 2.98 GB
Holo-3.1-4B-abliterated-rdo.i1-IQ1_M.gguf 1.52 GB 5d443c69 download
Holo-3.1-4B-abliterated-rdo.i1-IQ1_S.gguf 1.46 GB 98e4bb39 download
Auxiliary files 3 files 3.47 MB
Holo-3.1-4B-abliterated-rdo.imatrix.gguf 3.46 MB 80ecc82f download
README.md 6.42 KB 5aefadac download
.gitattributes 3.40 KB 2c11930c download

README current version from Hugging Face


base_model: usermma/Holo-3.1-4B-abliterated-rdo
language: en
library_name: transformers
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:

  • obliteratus
  • abliteration
  • uncensored
  • obliterate

About

weighted/imatrix quants of https://huggingface.co/usermma/Holo-3.1-4B-abliterated-rdo

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

static quants are available at https://huggingface.co/mradermacher/Holo-3.1-4B-abliterated-rdo-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 1.7 for the desperate
GGUF i1-IQ1_M 1.7 mostly desperate
GGUF i1-IQ2_XXS 1.8
GGUF i1-IQ2_XS 1.9
GGUF i1-IQ2_S 2.0
GGUF i1-IQ2_M 2.1
GGUF i1-Q2_K_S 2.2 very low quality
GGUF i1-Q2_K 2.2 IQ3_XXS probably better
GGUF i1-IQ3_XXS 2.3 lower quality
GGUF i1-Q3_K_S 2.4 IQ3_XS probably better
GGUF i1-IQ3_XS 2.5
GGUF i1-IQ3_S 2.5 beats Q3_K*
GGUF i1-IQ3_M 2.5
GGUF i1-Q3_K_M 2.6 IQ3_S probably better
GGUF i1-Q3_K_L 2.8 IQ3_M probably better
GGUF i1-IQ4_XS 3.0
GGUF i1-Q4_0 3.0 fast, low quality
GGUF i1-Q4_K_S 3.0 optimal size/speed/quality
GGUF i1-IQ4_NL 3.1 prefer IQ4_XS
GGUF i1-Q4_K_M 3.2 fast, recommended
GGUF i1-Q4_1 3.3
GGUF i1-Q5_K_S 3.5
GGUF i1-Q5_K_M 3.6
GGUF i1-Q6_K 4.1 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. 2026-06-06auto-patch README.md22d86fd6.4 KB
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  2. 2026-06-05auto-patch README.md6f200e62.4 KB
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  3. 2026-06-05uploaded from leia566d06d481 B
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