Gemma on Apple M3

Can I run Gemma 3 27B on an Mac Studio M3 Ultra 256GB?

Yes. Gemma 3 27B at Q4_K_M uses 17.2 GB of the 192.0 GB available on a Mac Studio M3 Ultra 256GB, and runs at about 28.7 tokens per second. You can push the context to 128K.

Runs comfortably

17.2 GB of 192.0 GB · 9%
0192 GB
Weights 15.6 GB
KV cache 1.1 GB
Runtime overhead 0.5 GB

Gemma 3 27B at Q4_K_M leaves 174.8 GB spare on a Mac Studio M3 Ultra 256GB. There is room to raise the context length or move up a quantisation level.

Generation28.7tok/s
Prompt processing437tok/s
Max context128Ktokens
KV per 1K tokens0GB

Every quantisation of Gemma 3 27B on a Mac Studio M3 Ultra 256GB

Highlighted row is the highest quality that still fits at 8K context.

QuantisationbpwWeights TotalVerdictMax ctxtok/s
FP16 / BF16 16.00 51.0 GB 52.7 GB Runs comfortably 128K 9.11
INT8 / W8A8 8.50 26.8 GB 28.4 GB Runs comfortably 128K 17.1
Q8_0 (GGUF) 8.50 26.8 GB 28.4 GB Runs comfortably 128K 17.1
FP8 (E4M3) 8.00 25.5 GB 27.1 GB Runs comfortably 128K 17.9
Q6_K 6.56 20.9 GB 22.6 GB Runs comfortably 128K 21.7
Q5_K_M 5.67 18.1 GB 19.7 GB Runs comfortably 128K 24.9
Q5_K_S 5.52 17.6 GB 19.2 GB Runs comfortably 128K 25.5
Q4_K_M 4.85 15.6 GB 17.2 GB Runs comfortably 128K 28.7
AWQ 4-bit 4.25 15.5 GB 17.1 GB Runs comfortably 128K 28.8
GPTQ 4-bit 4.25 15.5 GB 17.1 GB Runs comfortably 128K 28.8
MXFP4 4.25 15.5 GB 17.1 GB Runs comfortably 128K 28.8
Q4_K_S 4.58 14.8 GB 16.4 GB Runs comfortably 128K 30.2
Q4_0 4.55 14.7 GB 16.3 GB Runs comfortably 128K 30.4
IQ4_XS 4.25 13.8 GB 15.4 GB Runs comfortably 128K 32.2
Q3_K_M 3.91 12.7 GB 14.4 GB Runs comfortably 128K 34.7
IQ3_M 3.70 12.1 GB 13.7 GB Runs comfortably 128K 36.4
IQ3_XXS 3.06 10.2 GB 11.8 GB Runs comfortably 128K 42.7
Q2_K 2.63 8.9 GB 10.5 GB Runs comfortably 128K 48.4
IQ2_XXS 2.06 7.1 GB 8.8 GB Runs comfortably 128K 58.8
IQ1_M 1.75 6.2 GB 7.8 GB Runs comfortably 128K 66.5

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