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

featherless-ai-quants/Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF

featherless-ai-quants Qwen 7B GGUF second-order 33K ctx
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/featherless-ai-quants%2FOrion-zhen-Qwen2.5-7B-Instruct-Uncensored-GGUF"
Response includes
  • classification m-uncensored
  • files 14
  • benchmarks 5 entries
  • hub_downloads_all_time 2,572
  • author_summary 73 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
M-U
Primary method

Uncensored (method unknown)

No other method signals detected in this model.
Confidence
LOW
Why this label 3 signals
Weak or ambiguous signals. Best guess based on catalog patterns; treat as tentative and check the evidence below.
  • 'uncensored' in name/tags but no 'abliterated' marker
  • method not identifiable from author declaration alone
  • may be DPO fine-tune, prompt engineering, or unknown technique
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 · lifetime
3K
560 last 30d - stable
Likes
1
Model age
18mo ago
created 2025-03-31
Downloads over time
Now2.7K→from20↑13,385%
09882K3K20 on Mar 26, 20252.7K on Oct 11Mar '25Jun '25Sep '25Dec '25MarJunSep
Mar 26, 2025 → Oct 11 · 120 snapshots · spans 564 days

Benchmarks

Benchmark Score Source
BBH average 0.49643274095213386 OpenLLM-v2
IFEval instruct 0.7661870503597122 OpenLLM-v2
IFEval-Prompt 0.6746765249537893 OpenLLM-v2
MATH lvl 5 0.013595166163141994 OpenLLM-v2
MMLU-Pro 0.4426529255319149 OpenLLM-v2

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

Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
gguf text-generation base_model:Orion-zhen/Qwen2.5-7B-Instruct-Uncensored base_model:quantized:Orion-zhen/Qwen2.5-7B-Instruct-Uncensored endpoints_compatible region:us conversational

Related

Total size
49.3 GB
Files
14
Quantizations
8
Registered
2026-08-22 13:56
Last updated on HF
2025-03-31 16:42

Files by quantization

Q8_0 1 file 7.54 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q8_0.gguf 7.54 GB 976585f3 download
Q6_K 1 file 5.82 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q6_K.gguf 5.82 GB 29650409 download
Q5_K 2 files 10.0 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_M.gguf 5.07 GB 67fd7ad3 download
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_S.gguf 4.95 GB b7ed8c9f download
Q4_K 2 files 8.51 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_M.gguf 4.36 GB e83c3d47 download
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_S.gguf 4.15 GB be2647ac download
IQ4 1 file 3.96 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-IQ4_XS.gguf 3.96 GB 22d80e9e download
Q3_K 3 files 10.6 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_L.gguf 3.81 GB ee207dd5 download
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_M.gguf 3.55 GB 925fc518 download
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_S.gguf 3.25 GB a8eb792f download
Q2_K 1 file 2.81 GB
Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q2_K.gguf 2.81 GB 131601d8 download
Auxiliary files 3 files 1.55 MB
featherless-quants.png 1.54 MB 2e1b4d66 download
README.md 3.57 KB a2725a5e download
.gitattributes 2.50 KB c0ed4cf4 download

README current version from Hugging Face


base_model: Orion-zhen/Qwen2.5-7B-Instruct-Uncensored
pipeline_tag: text-generation
quantized_by: featherless-ai-quants

Orion-zhen/Qwen2.5-7B-Instruct-Uncensored GGUF Quantizations 🚀

Featherless AI Quants

Optimized GGUF quantization files for enhanced model performance

Powered by Featherless AI - run any model you'd like for a simple small fee.


Available Quantizations 📊

Quantization Type File Size
IQ4_XS Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-IQ4_XS.gguf 4053.40 MB
Q2_K Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q2_K.gguf 2876.22 MB
Q3_K_L Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_L.gguf 3899.06 MB
Q3_K_M Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_M.gguf 3631.96 MB
Q3_K_S Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q3_K_S.gguf 3330.58 MB
Q4_K_M Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_M.gguf 4466.13 MB
Q4_K_S Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q4_K_S.gguf 4251.26 MB
Q5_K_M Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_M.gguf 5192.59 MB
Q5_K_S Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q5_K_S.gguf 5068.95 MB
Q6_K Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q6_K.gguf 5964.47 MB
Q8_0 Orion-zhen-Qwen2.5-7B-Instruct-Uncensored-Q8_0.gguf 7723.35 MB

⚡ Powered by Featherless AI

Key Features

  • 🔥 Instant Hosting - Deploy any Llama model on HuggingFace instantly
  • 🛠️ Zero Infrastructure - No server setup or maintenance required
  • 📚 Vast Compatibility - Support for 2400+ models and counting
  • 💎 Affordable Pricing - Starting at just $10/month

Links:
Get Started | Documentation | Models

README history 1 version

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

  1. 2025-03-31Upload folder using huggingface_hubc24761a3.6 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