Can MI300X 192GB run Ornith-1.0-9B?

AMD · 192 GB HBM3 · 5300 GB/s bandwidth · DeepReinforce · 9.0B · model ctx up to 256K

Yes — the MI300X 192GB (192 GB HBM3) can run Ornith-1.0-9B. At Q4 with the default 8K context it needs ≈ 7.75 GB VRAM (weights 4.95 GB + KV cache 1.8 GB + 1 GB runtime overhead), which fits within 192 GB. Decode at Q4/8K: ≈ 374.7 tok/s (estimated, batch 1). FP16 (≈ 20.8 GB) also fits, at ≈ 103.1 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	6.85 GB	Yes	374.7 est.
Q4	8K default	7.75 GB	Yes	374.7 est.
Q4	32K	13.15 GB	Yes	374.7 est.
FP16	4K	19.9 GB	Yes	103.1 est.
FP16	8K default	20.8 GB	Yes	103.1 est.
FP16	32K	26.2 GB	Yes	103.1 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	MI300X 192GB VRAM
Q4	4.95 GB	1.8 GB	1 GB	7.75 GB	192 GB
FP16	18.0 GB	1.8 GB	1 GB	20.8 GB	192 GB

Other GPUs that run Ornith-1.0-9B

• B200 192GB SXM — ≈565.7 tok/s Q4 est.
• H200 141GB SXM5 — ≈339.4 tok/s Q4 est.
• H100 80GB SXM5 — ≈236.9 tok/s Q4 est.
• Gaudi 3 128GB — ≈231.6 tok/s Q4 est.
• A100 80GB SXM4 — ≈144.2 tok/s Q4 est.
• RTX 5090 32GB — ≈126.7 tok/s Q4 est.
• RTX 4090 24GB — ≈71.3 tok/s Q4 est.
• RTX 4090D 24GB (China) — ≈71.3 tok/s Q4 est.

All GPUs for Ornith-1.0-9B →

Other models for the MI300X 192GB

• MiniCPM5-1B — ≈3122.9 tok/s Q4 est.
• Qwen3.5-2B — ≈1686.4 tok/s Q4 est.
• GLM-4.7-Flash — ≈1124.2 tok/s Q4 est.
• Qwen3-30B-A3B-Instruct-2507 — ≈1124.2 tok/s Q4 est.
• Qwen3-Next-80B-A3B-Instruct — ≈1124.2 tok/s Q4 est.
• Qwen3-Coder-Next — ≈1124.2 tok/s Q4 est.
• Qwen3.5-35B-A3B — ≈1124.2 tok/s Q4 est.
• Qwen3.6-35B-A3B — ≈1124.2 tok/s Q4 est.

All models on the MI300X 192GB →