Qwen on Apple M3

Can I run Qwen2.5 72B on an Mac Studio M3 Ultra 256GB?

Yes. Qwen2.5 72B at Q4_K_M uses 44.3 GB of the 192.0 GB available on a Mac Studio M3 Ultra 256GB, and runs at about 11.1 tokens per second. You can push the context to 128K.

Runs comfortably

44.3 GB of 192.0 GB · 23%
0192 GB
Weights 41.2 GB
KV cache 2.5 GB
Runtime overhead 0.6 GB

Qwen2.5 72B at Q4_K_M leaves 147.7 GB spare on a Mac Studio M3 Ultra 256GB. There is room to raise the context length or move up a quantisation level.

Generation11.1tok/s
Prompt processing165tok/s
Max context128Ktokens
KV per 1K tokens0GB

Every quantisation of Qwen2.5 72B 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 16.00 135.4 GB 138.5 GB Runs comfortably 128K 3.46
INT8 / W8A8 8.50 71.4 GB 74.5 GB Runs comfortably 128K 6.49
Q8_0 (GGUF) 8.50 71.4 GB 74.5 GB Runs comfortably 128K 6.49
FP8 (E4M3) 8.00 67.7 GB 70.8 GB Runs comfortably 128K 6.84
Q6_K 6.56 55.5 GB 58.6 GB Runs comfortably 128K 8.30
Q5_K_M 5.67 48.0 GB 51.1 GB Runs comfortably 128K 9.57
Q5_K_S 5.52 46.7 GB 49.8 GB Runs comfortably 128K 9.82
Q4_K_M 4.85 41.2 GB 44.3 GB Runs comfortably 128K 11.1
AWQ 4-bit 4.25 39.4 GB 42.5 GB Runs comfortably 128K 11.6
GPTQ 4-bit 4.25 39.4 GB 42.5 GB Runs comfortably 128K 11.6
MXFP4 4.25 39.4 GB 42.5 GB Runs comfortably 128K 11.6
Q4_K_S 4.58 39.0 GB 42.1 GB Runs comfortably 128K 11.7
Q4_0 4.55 38.8 GB 41.9 GB Runs comfortably 128K 11.8
IQ4_XS 4.25 36.3 GB 39.4 GB Runs comfortably 128K 12.5
Q3_K_M 3.91 33.6 GB 36.6 GB Runs comfortably 128K 13.5
IQ3_M 3.70 31.8 GB 34.9 GB Runs comfortably 128K 14.2
IQ3_XXS 3.06 26.6 GB 29.7 GB Runs comfortably 128K 16.8
Q2_K 2.63 23.1 GB 26.2 GB Runs comfortably 128K 19.3
IQ2_XXS 2.06 18.4 GB 21.5 GB Runs comfortably 128K 23.8
IQ1_M 1.75 15.9 GB 19.0 GB Runs comfortably 128K 27.2

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