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mradermacher/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking-i1-GGUF

mradermacher Qwen 40B GGUF second-order 262K ctx
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  • classification m3
  • files 26
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
42K
2K last 30d - cooling
Likes
3
Model age
6mo ago
created 2026-03-18

Training datasets

Corpora the author lists in the model card. Datasets tracked in our /datasets catalog carry a category badge linking to the workflow stage. Others open on Hugging Face.

Downloads over time
Now42.2K→from3.4K↑1,132%
1.5K16.3K31.2K46K3.4K on Mar 1842.2K on Oct 11MarAprMayJunJulAugSepOct
Mar 18 → Oct 11 · 69 snapshots · spans 207 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 zh
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf unsloth fine tune heretic uncensored abliterated multi-stage tuned. all use cases coder creative creative writing

Related

Total size
402 GB
Files
26
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-03-18 14:07

Files by quantization

Q6_K 1 file 29.9 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q6_K.gguf 29.9 GB 95dc697f download
Q5_K 2 files 51.2 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q5_K_M.gguf 26.0 GB e375264e download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q5_K_S.gguf 25.2 GB 9aa51f5f download
Q4 2 files 43.9 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q4_1.gguf 23.0 GB afef00fe download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q4_0.gguf 20.9 GB 1a67f2cb download
Q4_K 2 files 43.2 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q4_K_M.gguf 22.3 GB d57d18f7 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q4_K_S.gguf 20.9 GB 00a1e5b8 download
IQ4 1 file 20.3 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ4_XS.gguf 20.3 GB 51f661b0 download
Q3_K 3 files 53.2 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q3_K_L.gguf 19.3 GB 4426586c download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q3_K_M.gguf 17.8 GB 308f93ea download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q3_K_S.gguf 16.1 GB ecc4fa86 download
IQ3 4 files 64.4 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ3_M.gguf 16.8 GB 9a7ffe92 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ3_S.gguf 16.6 GB 7cbfb7d0 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ3_XS.gguf 16.0 GB 7fb617f4 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ3_XXS.gguf 15.0 GB 2264be39 download
Q2_K 2 files 27.9 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q2_K.gguf 14.3 GB 2b6bc586 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-Q2_K_S.gguf 13.6 GB a5560e22 download
IQ2 4 files 49.0 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ2_M.gguf 13.3 GB e93f052b download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ2_S.gguf 12.4 GB 19fbe204 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ2_XS.gguf 12.1 GB 55023e9d download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ2_XXS.gguf 11.2 GB 4653f309 download
IQ1 2 files 19.4 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ1_M.gguf 10.1 GB dee508c6 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.i1-IQ1_S.gguf 9.38 GB 9e74ecb5 download
Auxiliary files 3 files 19.5 MB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.imatrix.gguf 19.5 MB 4a87fb00 download
README.md 9.64 KB d8a573ae download
.gitattributes 4.56 KB fcffc634 download

README current version from Hugging Face


base_model: DavidAU/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking
datasets:

  • DavidAU/claude-4.5-opus-4datasets-polaris
  • DavidAU/PkDick-Deckard-Datasets
    language:
  • en
  • zh
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • unsloth
  • fine tune
  • heretic
  • uncensored
  • abliterated
  • multi-stage tuned.
  • all use cases
  • coder
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • fiction writing
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • roleplaying
  • bfloat16
  • all use cases

About

weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking

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

static quants are available at https://huggingface.co/mradermacher/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking-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 10.2 for the desperate
GGUF i1-IQ1_M 10.9 mostly desperate
GGUF i1-IQ2_XXS 12.1
GGUF i1-IQ2_XS 13.1
GGUF i1-IQ2_S 13.4
GGUF i1-IQ2_M 14.4
GGUF i1-Q2_K_S 14.7 very low quality
GGUF i1-Q2_K 15.4 IQ3_XXS probably better
GGUF i1-IQ3_XXS 16.2 lower quality
GGUF i1-IQ3_XS 17.3
GGUF i1-Q3_K_S 17.4 IQ3_XS probably better
GGUF i1-IQ3_S 17.9 beats Q3_K*
GGUF i1-IQ3_M 18.2
GGUF i1-Q3_K_M 19.2 IQ3_S probably better
GGUF i1-Q3_K_L 20.8 IQ3_M probably better
GGUF i1-IQ4_XS 21.9
GGUF i1-Q4_0 22.5 fast, low quality
GGUF i1-Q4_K_S 22.6 optimal size/speed/quality
GGUF i1-Q4_K_M 24.0 fast, recommended
GGUF i1-Q4_1 24.8
GGUF i1-Q5_K_S 27.2
GGUF i1-Q5_K_M 28.0
GGUF i1-Q6_K 32.2 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 4 versions

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

  1. 2026-03-18auto-patch README.md82463ab9.6 KB
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  2. 2026-03-18auto-patch README.md4d82fd68.3 KB
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  3. 2026-03-18auto-patch README.md01f41bf4.2 KB
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  4. 2026-03-18uploaded from nico18642ec4534 B
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