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

symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ6e-mtp

symrex Qwen 35B GGUF MoE 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/symrex%2FQwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ6e-mtp"
Response includes
  • classification m-uncensored
  • files 18
  • hub_downloads_all_time 1,338
  • author_summary 36 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
1K
162 last 30d - stable
Likes
2
Model age
2mo ago
created 2026-08-06
Downloads over time
Now1.4K→from309↑354%
2546741.1K1.5K309 on Aug 51.4K on Oct 11AugSepOct
Aug 5 → Oct 11 · 51 snapshots · spans 67 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_moe oq quantized base_model:LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF base_model:quantized:LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V13-GGUF 6-bit region:us

Related

Total size
28.2 GB
Files
18
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-08-06 19:39

Files by quantization

Auxiliary files 18 files 28.2 GB
model-00001-of-00006.safetensors 4.85 GB 04ae3481 download
model-00005-of-00006.safetensors 4.67 GB 85d16eed download
model-00004-of-00006.safetensors 4.67 GB dd94aa75 download
model-00003-of-00006.safetensors 4.67 GB 14b2cb36 download
model-00006-of-00006.safetensors 4.67 GB 5b829397 download
model-00002-of-00006.safetensors 4.67 GB f8500e75 download
tokenizer.json 12.2 MB 5f9e4d49 download
vocab.json 6.41 MB 0aa0ce06 download
merges.txt 3.20 MB a494e019 download
model.safetensors.index.json 200 KB 7fcad9ec download
config.json 92.6 KB f410b141 download
oq_imatrix_report.json 31.7 KB d3c9004e download
tokenizer_config.json 16.3 KB 28d96ff3 download
chat_template.jinja 7.58 KB a8755d82 download
README.md 2.52 KB 57555ded download
.gitattributes 1.53 KB 52373fe2 download
preprocessor_config.json 390 B 2ea84a43 download
generation_config.json 202 B 023756cf download

README current version from Hugging Face


library_name: mlx
tags:

  • mlx
  • oq
  • quantized
    base_model:
  • LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-GGUF

Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ6e-mtp

This model was quantized using oQ (oMLX v0.5.7) mixed-precision quantization.

Quantization details

  • Model type: qwen3_5_moe
  • Bits: 6
  • Group size: 64
  • Format: MLX safetensors

Performance Benchmark

oMLX - LLM inference, optimized for your Mac
https://github.com/jundot/omlx
Benchmark Model: Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ6e-mtp
Engine: Auto
Context: Code (Python)
================================================================================

Single Request Results
--------------------------------------------------------------------------------
Test                                TTFT(ms)    TPOT(ms)        pp TPS        tg TPS      E2E(s)    Throughput    Peak Mem
pp1024/tg128                           601.9       10.95  1701.2 tok/s    92.1 tok/s       1.999   576.3 tok/s    27.91 GB
pp4096/tg128                          2337.2       11.21  1752.5 tok/s    89.9 tok/s       3.768  1120.7 tok/s    28.79 GB
pp8192/tg128                          4882.4       14.11  1677.9 tok/s    73.7 tok/s       5.254  1564.2 tok/s    29.24 GB
pp16384/tg128                        10711.0       12.06  1529.6 tok/s    83.6 tok/s      12.250  1347.9 tok/s    30.13 GB
pp32768/tg128                        24969.0       13.16  1312.3 tok/s    76.6 tok/s      26.650  1234.4 tok/s    31.93 GB
pp65536/tg128                        64332.8       15.40  1018.7 tok/s    65.5 tok/s      66.298   990.4 tok/s    35.57 GB
pp131072/tg128                      194656.3       19.32   673.4 tok/s    52.2 tok/s     197.122   665.6 tok/s    42.86 GB
pp200000/tg128                      409595.0       23.77   488.3 tok/s    42.4 tok/s     412.630   485.0 tok/s    50.47 GB

Continuous Batching
pp1024 / tg128
--------------------------------------------------------------------------------
Batch           tg TPS   Speedup        pp TPS    pp TPS/req    TTFT(ms)      E2E(s)
1x          92.1 tok/s     1.00x  1701.2 tok/s  1701.2 tok/s       601.9       1.999
2x         152.8 tok/s     1.66x   652.8 tok/s   326.4 tok/s      3137.1       4.813
4x         230.8 tok/s     2.51x  1476.6 tok/s   369.1 tok/s      2662.8       4.992
8x         310.1 tok/s     3.37x  1460.2 tok/s   182.5 tok/s      5239.0       8.913

README history 2 versions

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

  1. 2026-08-06adding Performance Benchmark8396a0e2.5 KB
    Loading...
  2. 2026-08-06Upload Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ6e-mtp via ...435a300358 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