Can Arc A770 16GB run DeepSeek-R1-0528-Qwen3-8B?

Intel · 16 GB GDDR6 · 560 GB/s bandwidth · DeepSeek · 8.2B · model ctx up to 128K

Yes — the Arc A770 16GB (16 GB GDDR6) can run DeepSeek-R1-0528-Qwen3-8B. At Q4 with the default 8K context it needs ≈ 7.15 GB VRAM (weights 4.51 GB + KV cache 1.64 GB + 1 GB runtime overhead), which fits within 16 GB. Decode at Q4/8K: ≈ 43.5 tok/s (estimated, batch 1). FP16 needs ≈ 19.04 GB — does not fit on this card. 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	6.33 GB	Yes	43.5 est.
Q4	8K default	7.15 GB	Yes	43.5 est.
Q4	32K	12.07 GB	Yes	43.5 est.
FP16	4K	18.22 GB	No	26.3 est.
FP16	8K default	19.04 GB	No	24.1 est.
FP16	32K	23.96 GB	No	15.2 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	Arc A770 16GB VRAM
Q4	4.51 GB	1.64 GB	1 GB	7.15 GB	16 GB
FP16	16.4 GB	1.64 GB	1 GB	19.04 GB	16 GB

Other GPUs that run DeepSeek-R1-0528-Qwen3-8B

• B200 192GB SXM — ≈620.8 tok/s Q4 est.
• MI300X 192GB — ≈411.3 tok/s Q4 est.
• H200 141GB SXM5 — ≈372.5 tok/s Q4 est.
• H100 80GB SXM5 — ≈260.0 tok/s Q4 est.
• Gaudi 3 128GB — ≈254.2 tok/s Q4 est.
• A100 80GB SXM4 — ≈158.2 tok/s Q4 est.
• RTX 5090 32GB — ≈139.1 tok/s Q4 est.
• RTX 4090 24GB — ≈78.2 tok/s Q4 est.

All GPUs for DeepSeek-R1-0528-Qwen3-8B →

Other models for the Arc A770 16GB

• Qwen3-0.6B — ≈445.5 tok/s Q4 est.
• gemma-3-1b-it — ≈356.4 tok/s Q4 est.
• Llama-3.2-1B-Instruct — ≈297.0 tok/s Q4 est.
• Qwen3-1.7B — ≈178.2 tok/s Q4 est.
• Llama-3.2-3B-Instruct — ≈111.4 tok/s Q4 est.
• gpt-oss-20b — ≈99.0 tok/s Q4 est.
• Phi-4-mini-instruct — ≈93.8 tok/s Q4 est.
• Phi-4-mini-reasoning — ≈93.8 tok/s Q4 est.

All models on the Arc A770 16GB →