← back to catalog · registered 2026-08-22 13:56

mradermacher/gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking-i1-GGUF

mradermacher Gemma 40B GGUF second-order 131K ctx
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Response includes
  • 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
15K
2K last 30d - stable
Likes
2
Model age
6mo ago
created 2026-04-02

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
Now15.1K→from0↑0%
05.6K11.1K16.7K0 on Apr 215.1K on Oct 12AprMayJunJulAugSepOct
Apr 2 → Oct 12 · 69 snapshots · spans 193 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 · 3K 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
404 GB
Files
26
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-04-02 17:22

Files by quantization

Q6_K 1 file 30.7 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q6_K.gguf 30.7 GB 2110ca52 download
Q5_K 2 files 52.6 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q5_K_M.gguf 26.7 GB 92167158 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q5_K_S.gguf 25.9 GB 09fd7d58 download
Q4 2 files 45.2 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q4_1.gguf 23.7 GB daad05cf download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q4_0.gguf 21.5 GB 9a0407cd download
Q4_K 2 files 44.4 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q4_K_M.gguf 22.8 GB d5640f2b download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q4_K_S.gguf 21.6 GB f048c6e6 download
IQ4 1 file 20.3 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ4_XS.gguf 20.3 GB a6ad2868 download
Q3_K 3 files 55.0 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q3_K_L.gguf 20.0 GB fdb6233f download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q3_K_M.gguf 18.4 GB 7737c7b4 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q3_K_S.gguf 16.6 GB 863c8548 download
IQ3 4 files 64.2 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ3_M.gguf 17.2 GB 433f3dc2 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ3_S.gguf 16.6 GB d13b73ab download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ3_XS.gguf 15.8 GB 6da8047d download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ3_XXS.gguf 14.7 GB 7b6bf8ab download
Q2_K 2 files 27.5 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q2_K.gguf 14.3 GB 7b11a141 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-Q2_K_S.gguf 13.2 GB 75c509d0 download
IQ2 4 files 46.7 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ2_M.gguf 12.9 GB 94fa454f download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ2_S.gguf 11.9 GB 3577bcc8 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ2_XS.gguf 11.4 GB f1e26c91 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ2_XXS.gguf 10.4 GB b48c3ed7 download
IQ1 2 files 17.5 GB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ1_M.gguf 9.13 GB 50e81441 download
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.i1-IQ1_S.gguf 8.38 GB 37d855b2 download
Auxiliary files 3 files 18.9 MB
gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking.imatrix.gguf 18.9 MB 6d35f367 download
README.md 8.17 KB 529eec08 download
.gitattributes 3.91 KB f707692a download

README current version from Hugging Face


base_model: DavidAU/gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking
datasets:

  • TeichAI/gemini-3-pro-preview-high-reasoning-1000x
    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/gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-Thinking

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

static quants are available at https://huggingface.co/mradermacher/gemma-3-it-vl-40B-Gemini-Heretic-Uncensored-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 9.1 for the desperate
GGUF i1-IQ1_M 9.9 mostly desperate
GGUF i1-IQ2_XXS 11.3
GGUF i1-IQ2_XS 12.4
GGUF i1-IQ2_S 12.9
GGUF i1-IQ2_M 14.0
GGUF i1-Q2_K_S 14.3 very low quality
GGUF i1-Q2_K 15.4 IQ3_XXS probably better
GGUF i1-IQ3_XXS 15.8 lower quality
GGUF i1-IQ3_XS 17.0
GGUF i1-IQ3_S 17.9 beats Q3_K*
GGUF i1-Q3_K_S 17.9 IQ3_XS probably better
GGUF i1-IQ3_M 18.5
GGUF i1-Q3_K_M 19.9 IQ3_S probably better
GGUF i1-Q3_K_L 21.5 IQ3_M probably better
GGUF i1-IQ4_XS 21.9
GGUF i1-Q4_0 23.2 fast, low quality
GGUF i1-Q4_K_S 23.3 optimal size/speed/quality
GGUF i1-Q4_K_M 24.6 fast, recommended
GGUF i1-Q4_1 25.5
GGUF i1-Q5_K_S 28.0
GGUF i1-Q5_K_M 28.7
GGUF i1-Q6_K 33.1 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 4 versions

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

  1. 2026-04-02auto-patch README.mdc8f58d58.2 KB
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  2. 2026-04-02auto-patch README.md72ccb136.5 KB
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  3. 2026-04-02auto-patch README.mdc00b6023.4 KB
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  4. 2026-04-02uploaded from nico16e0b768506 B
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