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usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated-mlx-5Bit

usermma Llama 9.2B second-order
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curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/usermma%2FAMALIA-9B-0626-SFT-Heretic-Abliterated-mlx-5Bit"
Response includes
  • classification m3
  • files 10
  • hub_downloads_all_time 69
  • author_summary 77 models
  • readme_text full
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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
69
5 last 30d - cooling
Likes
0
Model age
3mo ago
created 2026-07-10
Downloads over time
Now72→from35↑106%
3347627635 on Jul 1572 on Oct 1172 on Oct 6JulAugSepOct
Jul 15 → Oct 11 · 53 snapshots · spans 88 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

Tags
mlx safetensors llama obliteratus abliteration uncensored obliterate mlx-my-repo en base_model:usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated base_model:quantized:usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated 5-bit

Related

Total size
5.86 GB
Files
10
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-07-10 09:08

Files by quantization

Auxiliary files 10 files 5.88 GB
model-00001-of-00002.safetensors 5.00 GB 1804fb86 download
model-00002-of-00002.safetensors 883 MB 4fd23752 download
tokenizer.json 15.1 MB 5d9928d1 download
model.safetensors.index.json 81.4 KB 81fe1a6e download
.gitattributes 1.53 KB 52373fe2 download
README.md 1.05 KB 3b821131 download
config.json 1.00 KB 65ba42b4 download
tokenizer_config.json 634 B eb51a680 download
chat_template.jinja 624 B f3619310 download
generation_config.json 190 B 6728ea4b download

README current version from Hugging Face


language: en
tags:

  • obliteratus
  • abliteration
  • uncensored
  • obliterate
  • mlx
  • mlx-my-repo
    base_model: usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated

usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated-mlx-5Bit

The Model usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated-mlx-5Bit was converted to MLX format from usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated using mlx-lm version 0.31.2.

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("usermma/AMALIA-9B-0626-SFT-Heretic-Abliterated-mlx-5Bit")

prompt="hello"

if hasattr(tokenizer, "apply_chat_template") and tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, tokenize=False, add_generation_prompt=True
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)

README history 1 version

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

  1. 2026-07-10Upload folder using huggingface_hubc5512d01 KB
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