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symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ4e-mtp

Name: symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ4e-mtp
Author: symrex

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Response includes

classification m-uncensored
files 17
hub_downloads_all_time 992
author_summary 36 models
readme_text full

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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.

Downloads · lifetime

992

181 last 30d - stable

Likes

Model age

2mo ago

created 2026-08-06

Downloads over time

Aug 5 → Oct 11 · 50 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.

LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-GGUF this lineage

symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ4e-mtp↓ 181

Metadata

Files by quantization

Auxiliary files 17 files 20.2 GB

model-00003-of-00005.safetensors	4.78 GB	af1868ab	download
model-00004-of-00005.safetensors	4.78 GB	15d4bd5a	download
model-00002-of-00005.safetensors	4.78 GB	5892e0a6	download
model-00001-of-00005.safetensors	4.66 GB	900bbb22	download
model-00005-of-00005.safetensors	1.13 GB	b9c619c7	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	e5ed6dbe	download
config.json	86.3 KB	420390fb	download
oq_imatrix_report.json	31.7 KB	fa3a9f26	download
tokenizer_config.json	16.3 KB	28d96ff3	download
chat_template.jinja	7.58 KB	a8755d82	download
README.md	2.52 KB	93701264	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-oQ4e-mtp

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

Quantization details

Model type: qwen3_5_moe
Bits: 4
Group size: 64
Format: MLX safetensors

Performance Benchmark

Run on: Apple Mac Studio M4 Max 128GB
https://omlx.ai/benchmarks/51sofbzi

oMLX - LLM inference, optimized for your Mac
https://github.com/jundot/omlx
Benchmark Model: Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ4e-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                           577.8        9.19  1772.1 tok/s   109.7 tok/s       1.753   657.1 tok/s    20.02 GB
pp4096/tg128                          2274.7        9.61  1800.7 tok/s   104.8 tok/s       3.504  1205.4 tok/s    20.90 GB
pp8192/tg128                          4766.4        9.86  1718.7 tok/s   102.2 tok/s       6.027  1380.4 tok/s    21.35 GB
pp16384/tg128                        10483.5       10.42  1562.8 tok/s    96.7 tok/s      11.816  1397.4 tok/s    22.24 GB
pp32768/tg128                        24443.1       11.47  1340.6 tok/s    87.8 tok/s      25.911  1269.6 tok/s    24.04 GB
pp65536/tg128                        63190.2       13.91  1037.1 tok/s    72.4 tok/s      64.970  1010.7 tok/s    27.62 GB
pp131072/tg128                      192261.0       18.02   681.7 tok/s    55.9 tok/s     194.565   674.3 tok/s    34.91 GB
pp200000/tg128                      406218.8       22.41   492.3 tok/s    45.0 tok/s     409.083   489.2 tok/s    42.47 GB

Continuous Batching
pp1024 / tg128
--------------------------------------------------------------------------------
Batch           tg TPS   Speedup        pp TPS    pp TPS/req    TTFT(ms)      E2E(s)
1x         109.7 tok/s     1.00x  1772.1 tok/s  1772.1 tok/s       577.8       1.753
2x         181.3 tok/s     1.65x   696.4 tok/s   348.2 tok/s      2940.7       4.353
4x         269.3 tok/s     2.45x  1513.6 tok/s   378.4 tok/s      2590.3       4.607
8x         360.9 tok/s     3.29x  1499.9 tok/s   187.5 tok/s      5085.8       8.299

README history 2 versions

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

2026-08-06adding Performance Benchmark8233ada2.5 KB
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2026-08-06Upload Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ4e-mtp via ...6986a79358 B
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symrex/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V7-dequantized-oQ4e-mtp

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