← back to catalog · registered 2026-10-01 23:58

ap3212/Qwen3.8-27B-ABLITERATED-3bit-MLX-TextOnly

ap3212 27B 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/ap3212%2FQwen3.8-27B-ABLITERATED-3bit-MLX-TextOnly"
Response includes
  • classification unknown
  • files 11
  • author_summary 1 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
?
Primary method

Unclassified

No clear signals of an abliteration technique in this model.
Confidence
UNKNOWN
Why this label 1 signal
No classification signals present. This may not be an abliterated model at all - it could be a repackaging, a merge with unrelated goals, or unrelated content that mentions the term.
  • no classification signals present (no abliterated, uncensored, or known producer/method markers)
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · 30-day
0
Likes
0
Model age
today
created 2026-10-01
Downloads over time
Now0→from0↑0%
00110 on Oct 10 on Oct 2Oct
Oct 1 → Oct 2 · 2 snapshots · spans 1 day

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 qwen3_5 quantized 3-bit text-generation text-only conversational base_model:Blackfrost-AI/Qwen3.8-27B-ABLITERATED-BF16 base_model:quantized:Blackfrost-AI/Qwen3.8-27B-ABLITERATED-BF16 region:us

Related

Total size
11.0 GB
Files
11
Quantizations
1
Registered
2026-10-01 23:58
Last updated on HF
2026-10-01 23:17

Files by quantization

Auxiliary files 11 files 11.0 GB
model-00002-of-00003.safetensors 5.00 GB 72b8f955 download
model-00001-of-00003.safetensors 4.98 GB 56633ffb download
model-00003-of-00003.safetensors 1006 MB 561c9cf5 download
tokenizer.json 19.1 MB 06b95093 download
model.safetensors.index.json 185 KB 3939d968 download
chat_template.jinja 10.1 KB 764dd790 download
config.json 3.99 KB 2de0bedd download
README.md 1.83 KB 5f2634b3 download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.13 KB 8d610519 download
generation_config.json 202 B 023756cf download

README current version from Hugging Face


base_model: Blackfrost-AI/Qwen3.8-27B-ABLITERATED-BF16
base_model_relation: quantized
library_name: mlx
pipeline_tag: text-generation
quantized_by: EgorKodin
tags:

  • mlx
  • quantized
  • 3-bit
  • text-generation
  • text-only

Qwen3.8-27B-ABLITERATED — 3-bit MLX TextOnly

This is a 3-bit MLX TextOnly quantization of Blackfrost-AI/Qwen3.8-27B-ABLITERATED-BF16, optimized for inference on Apple Silicon.

Quantization

  • Format: MLX
  • Quantization: 3-bit affine
  • Group size: 64
  • Vision tower: removed
  • Runtime: mlx-lm
  • Base model: Blackfrost-AI/Qwen3.8-27B-ABLITERATED-BF16

The language-model weights were converted to MLX and quantized to 3-bit. The vision components of the original multimodal model are not included, making this release TextOnly and reducing memory requirements.

Usage

Install MLX LM:

pip install -U mlx-lm

Run an interactive chat:

mlx_lm.chat \
  --model EgorKodin/Qwen3.8-27B-ABLITERATED-3bit-MLX-TextOnly

Or generate directly:

mlx_lm.generate \
  --model EgorKodin/Qwen3.8-27B-ABLITERATED-3bit-MLX-TextOnly \
  --prompt "Hello! Explain quantization briefly." \
  --max-tokens 512

To disable thinking when supported by the model's chat template:

mlx_lm.generate \
  --model EgorKodin/Qwen3.8-27B-ABLITERATED-3bit-MLX-TextOnly \
  --prompt "Hello!" \
  --max-tokens 512 \
  --chat-template-config '{"enable_thinking": false}'

Credits

Original model and fine-tune:

Blackfrost-AI/Qwen3.8-27B-ABLITERATED-BF16

This repository only provides an MLX quantization/conversion of the original model. All credit for the underlying model and abliteration work belongs to the original authors.

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.