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edp1096/Huihui-RadixArk-Qwen3.8-27B-abliterated-NVFP4

edp1096 Qwen 9.2B multimodal second-order
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Response includes
  • classification m1
  • files 19
  • hub_downloads_all_time 8,344
  • author_summary 10 models
  • readme_text full
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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
8K
4K last 30d - stable
Likes
1
Model age
7w ago
created 2026-08-17
Downloads over time
Now9.6K→from1.4K↑574%
1K4.1K7.3K10.4K1.4K on Aug 199.6K on Oct 11AugSepOct
Aug 19 → Oct 11 · 48 snapshots · spans 53 days

Genealogy 0 direct forks

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Metadata

Tags
transformers safetensors qwen3_5 image-text-to-text qwen3.8 nvfp4 modelopt sglang conversational base_model:huihui-ai/Huihui-Qwen3.8-27B-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3.8-27B-abliterated endpoints_compatible

Related

Total size
20.4 GB
Files
19
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-19 05:17

Files by quantization

Auxiliary files 19 files 20.4 GB
model-00002-of-00003.safetensors 9.30 GB 6abd8c5a download
model-00001-of-00003.safetensors 9.28 GB 2dd1fab1 download
model-00003-of-00003.safetensors 1.83 GB db8d565a download
tokenizer.json 12.2 MB 0997f410 download
vocab.json 6.41 MB 0aa0ce06 download
merges.txt 3.20 MB a494e019 download
.quant_summary.txt 307 KB db2da89d download
model.safetensors.index.json 213 KB 21e1f8e6 download
config.json 85.6 KB 05257e22 download
hf_quant_config.json 52.5 KB aae809c6 download
tokenizer_config.json 17.5 KB 5de744b3 download
chat_template.jinja 8.74 KB c0c686f9 download
.gitattributes 1.53 KB 52373fe2 download
README.md 1.25 KB 8f449d4f download
processor_config.json 1.16 KB 33818c7f download
conversion-manifest.local.json 471 B ead9ab4b download
preprocessor_config.json 390 B 2ea84a43 download
video_preprocessor_config.json 385 B 3ba673a5 download
generation_config.json 202 B 023756cf download

README current version from Hugging Face


base_model: huihui-ai/Huihui-Qwen3.8-27B-abliterated
library_name: transformers
tags:

  • qwen3.8
  • nvfp4
  • modelopt
  • sglang

Usage with DSpark for SGLang

sglang serve \
  --trust-remote-code \
  --model-path Qwen/Qwen3.8-27B-FP8 \
  --tp-size 1 \
  --speculative-algorithm DSPARK \
  --speculative-draft-model-path RadixArk/Qwen3.8-27B-DSpark \
  --speculative-dspark-block-size 7 \
  --speculative-draft-model-quantization unquant \
  --mamba-scheduler-strategy extra_buffer \
  --attention-backend fa3

Usage with DSpark for vLLM

vllm serve /path/to/Qwen3.8-27B-GPTQ-Int4 \
  --dtype bfloat16 \
  --max-model-len 16384 \
  --max-num-seqs 16 \
  --gpu-memory-utilization 0.90 \
  --kv-cache-dtype fp8 \
  --block-size 64 \
  --trust-remote-code \
  --speculative-config '{
    "method": "dspark",
    "model": "/path/to/Qwen3.8-27B-DSpark-vLLM",
    "num_speculative_tokens": 7,
    "draft_sample_method": "probabilistic"
  }'

Credit:

README history 6 versions

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

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  3. 2026-08-17Update README21640ca5.8 KB
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  4. 2026-08-17Fix model card YAML metadata position1ea8f825.9 KB
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  6. 2026-08-17Add files using upload-large-folder toolfc674af5.7 KB
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