Trinity-Mini

Arcee family · 26.0B params

1recorded run

109.0best tok/s

1verified

Evidence: 1 sourced run · 1 independent source · first recorded Jul 12, 2026. What these labels mean.

What the Trinity-Mini numbers mean

The fastest verified result on our board is 109.0 output tok/s on an RTX 3060 x2 at Q4_K_M with a 512-token context. That is about 9.2 ms per generated token — 500 tokens takes roughly 4.6 seconds. Prompt processing on the same record runs at 1956.3 tok/s, so a 2,000-token prompt is read in about 1.0 seconds. Peak VRAM was measured at 16.6 GB.

How much VRAM does Trinity-Mini need?

Trinity-Mini has 26.0B 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.

Quantisation	Estimated VRAM	Smallest card that fits
Q4_K_M (4-bit)	17.6 GB	24 GB
Q8_0 (8-bit)	32.6 GB	48 GB
FP16 (16-bit)	60.6 GB	80 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)

RTX 3060 x2109.0

Models with a similar footprint

Model	Params	Q4_K_M weights
gemma-4-26B-A4B-it	27B	15.2 GB
gemma-4-26B-A4B-it-qat	27B	15.2 GB
gemma-4-26B-A4B-it-ultra-uncensored-heretic	27B	15.2 GB
Gemma4-26B-A4B-QAT-Uncensored-HauhauCS-Balanced-MTP	27B	15.2 GB
Ornstein3.6-27B-MTP-NSC-ACE-SABER	27B	15.2 GB
Qwen3.8-27B-MTP	27B	15.2 GB

Ranked by distance from Trinity-Mini's parameter count. Full benchmark board.

All benchmarks Methodology

GPU	Model	Quant	Backend	Ctx	tok/s	prompt tok/s	VRAM GB	Source
RTX 3060 x2 · 12 GB	Trinity-Mini	Q4_K_M	llama.cpp 13f2b28	512	109.0 ✓	1956.3	16.6	src