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gemma-4-26B-A4B-it-ultra-uncensored-heretic

Gemma family · 27.0B params

1recorded run
88.2best tok/s
0verified

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

What the gemma-4-26B-A4B-it-ultra-uncensored-heretic numbers mean

The fastest result on our board is 88.2 output tok/s on an VII at Q4_K_S with a 2048-token context. That is about 11.3 ms per generated token — 500 tokens takes roughly 5.7 seconds. Prompt processing on the same record runs at 1107.1 tok/s, so a 2,000-token prompt is read in about 1.8 seconds.

How much VRAM does gemma-4-26B-A4B-it-ultra-uncensored-heretic need?

gemma-4-26B-A4B-it-ultra-uncensored-heretic 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. VII88.2

Models with a similar footprint

ModelParamsQ4_K_M weights
gemma-4-26B-A4B-it27B15.2 GB
gemma-4-26B-A4B-it-qat27B15.2 GB
Gemma4-26B-A4B-QAT-Uncensored-HauhauCS-Balanced-MTP27B15.2 GB
Ornstein3.6-27B-MTP-NSC-ACE-SABER27B15.2 GB
Qwen3.8-27B-MTP27B15.2 GB
Ternary Bonsai 2 27B27B15.2 GB

Ranked by distance from gemma-4-26B-A4B-it-ultra-uncensored-heretic's parameter count. Full benchmark board.

All benchmarks Methodology

GPUModelQuantBackendCtx tok/sprompt tok/sVRAM GBSource
VII · 16 GBgemma-4-26B-A4B-it-ultra-uncensored-hereticQ4_K_Sllama.cpp —204888.2 …1107.1—src
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