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

zecanard/gemma-4-12b-it-uncensored-heretic-MLX-4bit-mixed_4_6

zecanard Gemma 12B second-order
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/zecanard%2Fgemma-4-12b-it-uncensored-heretic-MLX-4bit-mixed_4_6"
Response includes
  • classification m3
  • files 11
  • hub_downloads_all_time 2,301
  • author_summary 95 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
121 last 30d - cooling
Likes
1
Model age
4mo ago
created 2026-06-12
Downloads over time
Now2.3K→from50↑4,572%
08551.7K2.6K50 on Jun 102.3K 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.

Metadata

License
apache-2.0
Tags
mlx safetensors gemma4_unified heretic uncensored decensored abliterated any-to-any en base_model:trohrbaugh/gemma-4-12b-it-heretic base_model:quantized:trohrbaugh/gemma-4-12b-it-heretic license:apache-2.0

Related

Total size
6.87 GB
Files
11
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-06-15 08:17

Files by quantization

Auxiliary files 11 files 6.90 GB
model-00001-of-00002.safetensors 4.99 GB 93ab0b6b download
model-00002-of-00002.safetensors 1.88 GB 7691a134 download
tokenizer.json 30.7 MB a2619fe1 download
model.safetensors.index.json 132 KB af977ec9 download
config.json 84.9 KB de47fdc3 download
chat_template.jinja 17.9 KB 1c29e513 download
tokenizer_config.json 2.76 KB 72bf0fde download
README.md 1.68 KB 1ae1b115 download
.gitattributes 1.53 KB 52373fe2 download
processor_config.json 868 B 62a14d5c download
generation_config.json 255 B f25a2e34 download

README current version from Hugging Face


license: apache-2.0
license_link: https://ai.google.dev/gemma/docs/gemma_4_license
pipeline_tag: any-to-any
base_model: trohrbaugh/gemma-4-12b-it-heretic
language: en
library_name: mlx
tags:

  • mlx
  • heretic
  • uncensored
  • decensored
  • abliterated

🦆 zecanard/gemma-4-12b-it-uncensored-heretic-MLX-4bit-mixed_4_6

This model was converted to MLX from trohrbaugh/gemma-4-12b-it-heretic using mlx-vlm version 0.6.3.
Please refer to the original model card for more details.

🌟 Quality

Mixed-precision quantized vision language model with an effective 4.939 bits per weight. Combines the size and speed benefits of a 4-bit quant with higher precision where it matters most.

mlx_vlm.convert --quantize --q-group-size 32 --quant-predicate mixed_4_6

🛠️ Customizations

This quant includes a bugfix for tools calling. It is aware of the current date, and also enables thinking (if available). You may disable this behavior by deleting the following line from the chat template, or changing true to false:

{%- set enable_thinking = true %}

You may need to adjust your environment’s Reasoning Section Parsing to recognize <|channel>thought as the Start String, and <channel|> as the End String.

🖥️ Use with mlx

pip install -U mlx-vlm
mlx_vlm.generate --model zecanard/gemma-4-12b-it-uncensored-heretic-MLX-4bit-mixed_4_6 --max-tokens 100 --temperature 0 --prompt "Describe this image." --image <path_to_image>

README history 1 version

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

  1. 2026-06-12Add files using upload-large-folder tool6dc62e31.7 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