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Can Arc A770 16GB run gemma-3-27b-it?

Intel · 16 GB GDDR6 · 560 GB/s bandwidth · Google · 27.4B · model ctx up to 128K

No — gemma-3-27b-it at Q4 needs ≈ 18.79 GB even at 4K context, beyond the Arc A770 16GB's 16 GB GDDR6. It would only run with heavy CPU/disk offload. Decode at Q4/8K: ≈ 20.7 tok/s (estimated, batch 1). FP16 needs ≈ 61.24 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

QuantContextVRAM neededFits?tok/s (decode)
Q44K18.79 GBNo27.1 est.
Q48K default21.51 GBNo20.7 est.
Q432K37.83 GBNo6.7 est.
FP164K58.52 GBNo0.8 est.
FP168K default61.24 GBNo0.7 est.
FP1632K77.56 GBNo

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

QuantWeightsKV cacheOverheadTotal neededArc A770 16GB VRAM
Q415.07 GB5.44 GB1 GB21.51 GB16 GB
FP1654.8 GB5.44 GB1 GB61.24 GB16 GB

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