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

rcmorano/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF

rcmorano Gemma 12B GGUF multimodal 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/rcmorano%2Fgemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF"
Response includes
  • classification m3
  • files 3
  • hub_downloads_all_time 2,422
  • author_summary 12 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
2K
277 last 30d - stable
Likes
0
Model age
7mo ago
created 2026-02-22

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
Now2.5K→from93↑2,634%
09291.9K2.8K93 on Feb 252.5K on Oct 12FebAprJunAugOct
Feb 25 → Oct 12 · 73 snapshots · spans 229 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.

Metadata

License
apache-2.0
Languages
en
Tags
transformers gguf uncensored heretic abliterated unsloth finetune All use cases bfloat16 creative creative writing fiction writing

Related

Total size
6.80 GB
Files
3
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-02-22 22:17

Files by quantization

Auxiliary files 3 files 6.80 GB
gemma-3-12b-it-vl-glm-4.7-flash-heretic-uncensored-thinking-q4_k_m.gguf 6.80 GB c663144a download
README.md 2.69 KB 84d5b2bf download
.gitattributes 1.59 KB bab710b4 download

README current version from Hugging Face


license: apache-2.0
datasets:

  • TeichAI/glm-4.7-2000x
    language:
  • en
    base_model: DavidAU/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking
    pipeline_tag: image-text-to-text
    library_name: transformers
    tags:
  • uncensored
  • heretic
  • abliterated
  • unsloth
  • finetune
  • All use cases
  • bfloat16
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • llama-cpp
  • gguf-my-repo

rcmorano/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF

This model was converted to GGUF format from DavidAU/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking using llama.cpp via the ggml.ai's GGUF-my-repo space.
Refer to the original model card for more details on the model.

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo rcmorano/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF --hf-file gemma-3-12b-it-vl-glm-4.7-flash-heretic-uncensored-thinking-q4_k_m.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo rcmorano/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF --hf-file gemma-3-12b-it-vl-glm-4.7-flash-heretic-uncensored-thinking-q4_k_m.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo rcmorano/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF --hf-file gemma-3-12b-it-vl-glm-4.7-flash-heretic-uncensored-thinking-q4_k_m.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo rcmorano/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-Q4_K_M-GGUF --hf-file gemma-3-12b-it-vl-glm-4.7-flash-heretic-uncensored-thinking-q4_k_m.gguf -c 2048

README history 1 version

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

  1. 2026-02-22Upload README.md with huggingface_hub7d65a562.7 KB
    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