Can B200 192GB SXM run gemma-4-12b-it?

NVIDIA · 192 GB HBM3e · 8000 GB/s bandwidth · Google · 11.95B · model ctx up to 256K

Yes — the B200 192GB SXM (192 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 192 GB. Decode at Q4/8K: ≈ 426.0 tok/s (estimated, batch 1). FP16 (≈ 27.29 GB) also fits, at ≈ 117.2 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	426.0 est.
Q4	8K default	9.96 GB	Yes	426.0 est.
Q4	32K	17.13 GB	Yes	426.0 est.
FP16	4K	26.09 GB	Yes	117.2 est.
FP16	8K default	27.29 GB	Yes	117.2 est.
FP16	32K	34.46 GB	Yes	117.2 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	B200 192GB SXM VRAM
Q4	6.57 GB	2.39 GB	1 GB	9.96 GB	192 GB
FP16	23.9 GB	2.39 GB	1 GB	27.29 GB	192 GB

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

• MI300X 192GB — ≈282.2 tok/s Q4 est.
• H200 141GB SXM5 — ≈255.6 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 B200 192GB SXM

• MiniCPM5-1B — ≈4713.8 tok/s Q4 est.
• Qwen3.5-2B — ≈2545.5 tok/s Q4 est.
• GLM-4.7-Flash — ≈1697.0 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈1697.0 tok/s Q4 est.
• Qwen3-Next-80B-A3B-Instruct — ≈1697.0 tok/s Q4 est.
• Qwen3-Coder-Next — ≈1697.0 tok/s Q4 est.
• Qwen3.5-35B-A3B — ≈1697.0 tok/s Q4 est.
• Qwen3.6-35B-A3B — ≈1697.0 tok/s Q4 est.

All models on the B200 192GB SXM →