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

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

EgorKodin Qwen 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/EgorKodin%2FQwen3.8-27B-ABLITERATED-3bit-MLX-TextOnly"
Response includes
  • classification m1
  • files 11
  • hub_downloads_all_time 2,231
  • author_summary 3 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · lifetime
2K
789 last 30d - stable
Likes
2
Model age
8w ago
created 2026-08-15
Downloads over time
Now2.4K→from699↑250%
6121.3K1.9K2.6K699 on Aug 192.4K on Oct 11AugSepOct
Aug 19 → Oct 11 · 48 snapshots · spans 53 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 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
2026-08-22 13:56
Last updated on HF
2026-08-15 15:59

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.

README history 3 versions

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

  1. 2026-08-15Update README.md4f57d691.8 KB
    Loading...
  2. 2026-08-15Add model metadata and base model relation6c40c811.9 KB
    Loading...
  3. 2026-08-15Add Qwen3.8-27B ABLITERATED 3-bit MLX TextOnly7b1782b81 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