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Huihui-Qwen3.8-27B-abliterated

Qwen family · 28.0B params

1recorded run
117.7best tok/s
1verified

Evidence: 1 sourced run · 1 independent source · first recorded Aug 18, 2026. What these labels mean.

What the Huihui-Qwen3.8-27B-abliterated numbers mean

The fastest verified result on our board is 117.7 output tok/s on an RTX 5090 at NVFP4 with a 172800-token context. That is about 8.5 ms per generated token — 500 tokens takes roughly 4.2 seconds. Prompt processing on the same record runs at 7466.2 tok/s, so a 2,000-token prompt is read in about 0.3 seconds.

How much VRAM does Huihui-Qwen3.8-27B-abliterated need?

Huihui-Qwen3.8-27B-abliterated 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 5090117.7

Models with a similar footprint

ModelParamsQ4_K_M weights
Bonsai-27B28B15.8 GB
Godoter-27B28B15.8 GB
Qwen3.5-27B28B15.8 GB
Qwen3.6-27B28B15.8 GB
Qwen3.6-27B-i128B15.8 GB
Qwen3.6-27B-MTP28B15.8 GB

Ranked by distance from Huihui-Qwen3.8-27B-abliterated's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 5090 · 32 GBHuihui-Qwen3.8-27B-abliteratedNVFP4vllm 0.27.2rc1.dev122+g8efa13b70172800117.7 ✓7466.2—src
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