Can H100 80GB SXM5 run Magistral-Small-2509?

NVIDIA · 80 GB HBM3 · 3350 GB/s bandwidth · Mistral · 24.0B · model ctx up to 128K

Yes — the H100 80GB SXM5 (80 GB HBM3) can run Magistral-Small-2509. At Q4 with the default 8K context it needs ≈ 19.0 GB VRAM (weights 13.2 GB + KV cache 4.8 GB + 1 GB runtime overhead), which fits within 80 GB. Decode at Q4/8K: ≈ 88.8 tok/s (estimated, batch 1). FP16 (≈ 53.8 GB) also fits, at ≈ 24.4 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	16.6 GB	Yes	88.8 est.
Q4	8K default	19.0 GB	Yes	88.8 est.
Q4	32K	33.4 GB	Yes	88.8 est.
FP16	4K	51.4 GB	Yes	24.4 est.
FP16	8K default	53.8 GB	Yes	24.4 est.
FP16	32K	68.2 GB	Yes	24.4 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	H100 80GB SXM5 VRAM
Q4	13.2 GB	4.8 GB	1 GB	19.0 GB	80 GB
FP16	48.0 GB	4.8 GB	1 GB	53.8 GB	80 GB

Other GPUs that run Magistral-Small-2509

• B200 192GB SXM — ≈212.1 tok/s Q4 est.
• MI300X 192GB — ≈140.5 tok/s Q4 est.
• H200 141GB SXM5 — ≈127.3 tok/s Q4 est.
• Gaudi 3 128GB — ≈86.9 tok/s Q4 est.
• A100 80GB SXM4 — ≈54.1 tok/s Q4 est.
• RTX 5090 32GB — ≈47.5 tok/s Q4 est.
• RTX 4090 24GB — ≈26.7 tok/s Q4 est.
• RTX 4090D 24GB (China) — ≈26.7 tok/s Q4 est.

All GPUs for Magistral-Small-2509 →

Other models for the H100 80GB SXM5

• Qwen3-0.6B — ≈2664.8 tok/s Q4 est.
• gemma-3-1b-it — ≈2131.8 tok/s Q4 est.
• Llama-3.2-1B-Instruct — ≈1776.5 tok/s Q4 est.
• Qwen3-1.7B — ≈1065.9 tok/s Q4 est.
• Qwen3-30B-A3B — ≈710.6 tok/s Q4 est.
• Qwen3-Coder-30B-A3B-Instruct — ≈710.6 tok/s Q4 est.
• GLM-4.7-Flash — ≈710.6 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈710.6 tok/s Q4 est.

All models on the H100 80GB SXM5 →