DiggTop ⌕

Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP

Qwen family · 28.0B params

1recorded run
76.7best tok/s
0verified

Evidence: 0 sourced runs · 1 awaiting review · 1 independent source · first recorded Sep 4, 2026. What these labels mean.

What the Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP numbers mean

The fastest result on our board is 76.7 output tok/s on an RTX PRO 6000 Blackwell at NVFP4-mixed with a 2048-token context. That is about 13.0 ms per generated token — 500 tokens takes roughly 6.5 seconds. Prompt processing on the same record runs at 5835.4 tok/s, so a 2,000-token prompt is read in about 0.3 seconds.

How much VRAM does Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP need?

Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP has 28.0B parameters. These estimates use the same formula as the VRAM calculator: weights, plus about 15% for a moderate-context KV cache and runtime overhead, plus a small engine floor.

QuantisationEstimated VRAMSmallest card that fits
Q4_K_M (4-bit)18.9 GB24 GB
Q8_0 (8-bit)35.0 GB48 GB
FP16 (16-bit)65.2 GB80 GB

Long contexts and large batches raise the real number — read the smallest card as "possible with a reduced context". Measured throughput is on the benchmark board.

Fastest GPUs for this model (best tok/s)
  1. RTX PRO 6000 Blackwell76.7

Models with a similar footprint

ModelParamsQ4_K_M weights
Bonsai-27B28B15.8 GB
Godoter-27B28B15.8 GB
Huihui-Qwen3.8-27B-abliterated28B15.8 GB
Qwen3.5-27B28B15.8 GB
Qwen3.6-27B28B15.8 GB
Qwen3.6-27B-i128B15.8 GB

Ranked by distance from Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX PRO 6000 Blackwell · 96 GBQwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTPNVFP4-mixedllama.cpp —204876.7 …5835.4—src
↑