Can H100 80GB SXM5 run Ornith-1.0-35B?

NVIDIA · 80 GB HBM3 · 3350 GB/s bandwidth · DeepReinforce · 35.0B (active 3.0B) · MoE · model ctx up to 256K

Yes — the H100 80GB SXM5 (80 GB HBM3) can run Ornith-1.0-35B. At Q4 with the default 8K context it needs ≈ 20.85 GB VRAM (weights 19.25 GB + KV cache 0.6 GB + 1 GB runtime overhead), which fits within 80 GB. Decode at Q4/8K: ≈ 710.6 tok/s (estimated, batch 1). FP16 (≈ 71.6 GB) also fits, at ≈ 195.4 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	20.55 GB	Yes	710.6 est.
Q4	8K default	20.85 GB	Yes	710.6 est.
Q4	32K	22.65 GB	Yes	710.6 est.
FP16	4K	71.3 GB	Yes	195.4 est.
FP16	8K default	71.6 GB	Yes	195.4 est.
FP16	32K	73.4 GB	Yes	195.4 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	19.25 GB	0.6 GB	1 GB	20.85 GB	80 GB
FP16	70.0 GB	0.6 GB	1 GB	71.6 GB	80 GB

Other GPUs that run Ornith-1.0-35B

• B200 192GB SXM — ≈1697.0 tok/s Q4 est.
• MI300X 192GB — ≈1124.2 tok/s Q4 est.
• H200 141GB SXM5 — ≈1018.2 tok/s Q4 est.
• Gaudi 3 128GB — ≈694.9 tok/s Q4 est.
• A100 80GB SXM4 — ≈432.5 tok/s Q4 est.
• RTX 5090 32GB — ≈380.1 tok/s Q4 est.
• RTX 4090 24GB — ≈213.8 tok/s Q4 est.
• RTX 4090D 24GB (China) — ≈213.8 tok/s Q4 est.

All GPUs for Ornith-1.0-35B →

Other models for the H100 80GB SXM5

• MiniCPM5-1B — ≈1973.9 tok/s Q4 est.
• Qwen3.5-2B — ≈1065.9 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.
• Qwen3-Next-80B-A3B-Instruct — ≈710.6 tok/s Q4 est.
• Qwen3-Coder-Next — ≈710.6 tok/s Q4 est.
• Qwen3.5-35B-A3B — ≈710.6 tok/s Q4 est.
• Qwen3.6-35B-A3B — ≈710.6 tok/s Q4 est.

All models on the H100 80GB SXM5 →