Can H200 141GB SXM5 run gemma-4-12b-it?

NVIDIA · 141 GB HBM3e · 4800 GB/s bandwidth · Google · 11.95B · model ctx up to 256K

Yes — the H200 141GB SXM5 (141 GB HBM3e) can run gemma-4-12b-it. At Q4 with the default 8K context it needs ≈ 9.96 GB VRAM (weights 6.57 GB + KV cache 2.39 GB + 1 GB runtime overhead), which fits within 141 GB. Decode at Q4/8K: ≈ 255.6 tok/s (estimated, batch 1). FP16 (≈ 27.29 GB) also fits, at ≈ 70.3 tok/s (estimated). Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.

Fit & speed by quant and context

Quant	Context	VRAM needed	Fits?	tok/s (decode)
Q4	4K	8.77 GB	Yes	255.6 est.
Q4	8K default	9.96 GB	Yes	255.6 est.
Q4	32K	17.13 GB	Yes	255.6 est.
FP16	4K	26.09 GB	Yes	70.3 est.
FP16	8K default	27.29 GB	Yes	70.3 est.
FP16	32K	34.46 GB	Yes	70.3 est.

Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).

VRAM breakdown at 8K context

Quant	Weights	KV cache	Overhead	Total needed	H200 141GB SXM5 VRAM
Q4	6.57 GB	2.39 GB	1 GB	9.96 GB	141 GB
FP16	23.9 GB	2.39 GB	1 GB	27.29 GB	141 GB

Other GPUs that run gemma-4-12b-it

• B200 192GB SXM — ≈426.0 tok/s Q4 est.
• MI300X 192GB — ≈282.2 tok/s Q4 est.
• H100 80GB SXM5 — ≈178.4 tok/s Q4 est.
• Gaudi 3 128GB — ≈174.5 tok/s Q4 est.
• A100 80GB SXM4 — ≈108.6 tok/s Q4 est.
• RTX 5090 32GB — ≈95.4 tok/s Q4 est.
• RTX 4090 24GB — ≈53.7 tok/s Q4 est.
• RTX 4090D 24GB (China) — ≈53.7 tok/s Q4 est.

All GPUs for gemma-4-12b-it →

Other models for the H200 141GB SXM5

• MiniCPM5-1B — ≈2828.3 tok/s Q4 est.
• Qwen3.5-2B — ≈1527.3 tok/s Q4 est.
• GLM-4.7-Flash — ≈1018.2 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈1018.2 tok/s Q4 est.
• Qwen3-Next-80B-A3B-Instruct — ≈1018.2 tok/s Q4 est.
• Qwen3-Coder-Next — ≈1018.2 tok/s Q4 est.
• Qwen3.5-35B-A3B — ≈1018.2 tok/s Q4 est.
• Qwen3.6-35B-A3B — ≈1018.2 tok/s Q4 est.

All models on the H200 141GB SXM5 →