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

mradermacher/gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE-i1-GGUF

mradermacher Gemma 12B GGUF second-order 131K ctx
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model.

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/mradermacher%2Fgemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE-i1-GGUF"
Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 8,881
  • author_summary 3324 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
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
9K
1K last 30d - stable
Likes
0
Model age
7mo ago
created 2026-02-28

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
Now9.3K→from0↑0%
03.4K6.8K10.2K0 on Feb 259.3K on Oct 11FebAprJunAugOct
Feb 25 → Oct 11 · 72 snapshots · spans 228 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

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 uncensored heretic abliterated unsloth finetune All use cases bfloat16 creative creative writing fiction writing

Related

Total size
140 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-04-10 15:52

Files by quantization

Q6_K 1 file 9.77 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q6_K.gguf 9.77 GB 4bb6423b download
Q5_K 2 files 16.8 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q5_K_M.gguf 8.51 GB 505e1f6d download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q5_K_S.gguf 8.31 GB 084f6901 download
Q4 2 files 14.6 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q4_1.gguf 7.63 GB c04fd8a8 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q4_0.gguf 6.96 GB 89618064 download
Q4_K 2 files 14.3 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q4_K_M.gguf 7.33 GB 0a133e5a download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q4_K_S.gguf 6.99 GB 51d11872 download
IQ4 2 files 13.5 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ4_NL.gguf 6.94 GB b11b5afa download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ4_XS.gguf 6.60 GB 585be410 download
Q3_K 3 files 17.9 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q3_K_L.gguf 6.44 GB e922ba41 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q3_K_M.gguf 6.00 GB 94ec21b1 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q3_K_S.gguf 5.49 GB 8092cf0b download
IQ3 4 files 21.3 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ3_M.gguf 5.67 GB da2af543 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ3_S.gguf 5.49 GB c4d6ee2d download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ3_XS.gguf 5.25 GB 56ac54f7 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ3_XXS.gguf 4.86 GB f15565d6 download
Q2_K 2 files 9.20 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q2_K.gguf 4.75 GB a10904e9 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-Q2_K_S.gguf 4.45 GB 2b7d31b4 download
IQ2 4 files 16.0 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ2_M.gguf 4.42 GB 7071459f download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ2_S.gguf 4.15 GB 85314323 download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ2_XS.gguf 3.88 GB 355fdf1e download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ2_XXS.gguf 3.59 GB ad11292b download
IQ1 2 files 6.31 GB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ1_M.gguf 3.26 GB f108df2e download
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.i1-IQ1_S.gguf 3.05 GB 5f3c4324 download
Auxiliary files 3 files 7.14 MB
gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE.imatrix.gguf 7.13 MB 764dbdef download
README.md 8.68 KB e70f218d download
.gitattributes 4.28 KB 780e0268 download

README current version from Hugging Face


base_model: DavidAU/gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE
datasets:

  • TeichAI/glm-4.7-2000x
    language:
  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • uncensored
  • heretic
  • abliterated
  • unsloth
  • finetune
  • All use cases
  • bfloat16
  • 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

About

weighted/imatrix quants of https://huggingface.co/DavidAU/gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE

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

static quants are available at https://huggingface.co/mradermacher/gemma-3-12b-it-GLM-Flash-4.7-Heretic-Thinking-Uncensored-GRANDE-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 3.4 for the desperate
GGUF i1-IQ1_M 3.6 mostly desperate
GGUF i1-IQ2_XXS 4.0
GGUF i1-IQ2_XS 4.3
GGUF i1-IQ2_S 4.6
GGUF i1-IQ2_M 4.8
GGUF i1-Q2_K_S 4.9 very low quality
GGUF i1-Q2_K 5.2 IQ3_XXS probably better
GGUF i1-IQ3_XXS 5.3 lower quality
GGUF i1-IQ3_XS 5.7
GGUF i1-IQ3_S 6.0 beats Q3_K*
GGUF i1-Q3_K_S 6.0 IQ3_XS probably better
GGUF i1-IQ3_M 6.2
GGUF i1-Q3_K_M 6.5 IQ3_S probably better
GGUF i1-Q3_K_L 7.0 IQ3_M probably better
GGUF i1-IQ4_XS 7.2
GGUF i1-IQ4_NL 7.6 prefer IQ4_XS
GGUF i1-Q4_0 7.6 fast, low quality
GGUF i1-Q4_K_S 7.6 optimal size/speed/quality
GGUF i1-Q4_K_M 8.0 fast, recommended
GGUF i1-Q4_1 8.3
GGUF i1-Q5_K_S 9.0
GGUF i1-Q5_K_M 9.2
GGUF i1-Q6_K 10.6 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 4 versions

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

  1. 2026-04-10auto-patch README.mdec5bc278.7 KB
    Loading...
  2. 2026-02-28auto-patch README.md0e1ce2b8.9 KB
    Loading...
  3. 2026-02-28auto-patch README.md3ca19ad3.9 KB
    Loading...
  4. 2026-02-28uploaded from nico15c97bce517 B
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration