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Ornstein3.6-27B-MTP-NSC-ACE-SABER

Qwen family · 27.0B params

1recorded run
32.9best tok/s
1verified

Evidence: 1 sourced run · 1 independent source · first recorded May 19, 2026. What these labels mean.

What the Ornstein3.6-27B-MTP-NSC-ACE-SABER numbers mean

The fastest verified result on our board is 32.9 output tok/s on an RTX 3090 at Q4_K_M with a 262144-token context. That is about 30.4 ms per generated token — 500 tokens takes roughly 15.2 seconds. Prompt processing on the same record runs at 98.9 tok/s, so a 2,000-token prompt is read in about 20.2 seconds. Peak VRAM was measured at 22.0 GB.

How much VRAM does Ornstein3.6-27B-MTP-NSC-ACE-SABER need?

Ornstein3.6-27B-MTP-NSC-ACE-SABER has 27.0B 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)18.3 GB24 GB
Q8_0 (8-bit)33.8 GB48 GB
FP16 (16-bit)62.9 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 309032.9

Models with a similar footprint

ModelParamsQ4_K_M weights
gemma-4-26B-A4B-it27B15.2 GB
gemma-4-26B-A4B-it-qat27B15.2 GB
gemma-4-26B-A4B-it-ultra-uncensored-heretic27B15.2 GB
Gemma4-26B-A4B-QAT-Uncensored-HauhauCS-Balanced-MTP27B15.2 GB
Qwen3.8-27B-MTP27B15.2 GB
Ternary Bonsai 2 27B27B15.2 GB

Ranked by distance from Ornstein3.6-27B-MTP-NSC-ACE-SABER's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
RTX 3090 · 24 GBOrnstein3.6-27B-MTP-NSC-ACE-SABERQ4_K_Mllama.cpp buun-llama-cpp (86-real, MSVC 19.31,…26214432.9 ✓98.922.0src
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