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Can the Intel Arc A770 16GB Run Gemma 3 27B?

Offload

Not entirely. Gemma 3 27B at Q4_K_M is a 16.6 GB download (Hugging Face file listing for unsloth/gemma-3-27b-it-GGUF), about 0.6 GB more than the Intel Arc A770 16GB's 16 GB, so the remainder has to be offloaded to system RAM. Generation speed is then set by system-memory and PCIe bandwidth rather than by the GPU, so no tokens-per-second figure is quoted for this pair. The smallest card in this matrix that holds it entirely is the RTX 3090 (24 GB).

Model file16.6 GBQ4_K_M
VRAM16 GBIntel Arc A770 16GB
Headroom0.6 GB shortafter weights
Median speed0 cited runs
Bandwidth ceiling~34 tok/s560 GB/s ÷ 16.6 GB

Published runs for Gemma 3 27B on the Intel Arc A770 16GB

No published run for this pair has passed the checks yet.

More about this pair

How much VRAM does Gemma 3 27B need?

The Q4_K_M file is 16.6 GB. Add roughly 1.5 GB for the runtime and an ~8K-token context, so about 18.1 GB of VRAM holds it comfortably. Longer contexts grow the KV cache and need more.

What is the fastest Gemma 3 27B can generate on the Intel Arc A770 16GB?

Generation reads every weight once per token, so the Intel Arc A770 16GB's 560 GB/s of memory bandwidth divided by the 16.6 GB file sets a ceiling near 34 tokens per second once the whole model is resident. Real runs land below it; SpecPicks rejects any published figure above it.

Check another pair

See the full matrix → · All Intel Arc A770 16GB benchmarks →

Gemma 3 27B on other GPUs

Other models on the Intel Arc A770 16GB

How the checks work

The fit is the Q4_K_M file size against the card's VRAM, with 1.5 GB kept for the runtime and an ~8K context. A published run counts only if the pair fits, the run is Q4-class, its source does not call it an estimate, it is under the bandwidth ceiling above, and it is not one figure pasted across many cards. The whole matrix is downloadable as a CSV under CC BY 4.0.

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This page is editorial synthesis based on publicly available information. No independent first-party benchmarking is reported.