Zhipu on Apple M4

Can I run GLM-4 9B on an Mac Mini M4 Pro 48GB?

Yes. GLM-4 9B at Q4_K_M uses 6.2 GB of the 36.0 GB available on a Mac Mini M4 Pro 48GB, and runs at about 31.4 tokens per second. You can push the context to 128K.

Runs comfortably

6.2 GB of 36.0 GB · 17%
036 GB
Weights 5.4 GB
KV cache 0.3 GB
Runtime overhead 0.5 GB

GLM-4 9B at Q4_K_M leaves 29.8 GB spare on a Mac Mini M4 Pro 48GB. There is room to raise the context length or move up a quantisation level.

Generation31.4tok/s
Prompt processing380tok/s
Max context128Ktokens
KV per 1K tokens0GB

Every quantisation of GLM-4 9B on a Mac Mini M4 Pro 48GB

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

QuantisationbpwWeights TotalVerdictMax ctxtok/s
FP16 / BF16 16.00 17.5 GB 18.3 GB Runs comfortably 128K 9.92
INT8 / W8A8 8.50 9.0 GB 9.9 GB Runs comfortably 128K 19.1
Q8_0 (GGUF) 8.50 9.0 GB 9.9 GB Runs comfortably 128K 19.1
FP8 (E4M3) 8.00 8.8 GB 9.6 GB Runs comfortably 128K 19.6
Q6_K 6.56 7.2 GB 8.0 GB Runs comfortably 128K 23.8
AWQ 4-bit 4.25 6.3 GB 7.2 GB Runs comfortably 128K 26.8
GPTQ 4-bit 4.25 6.3 GB 7.2 GB Runs comfortably 128K 26.8
MXFP4 4.25 6.3 GB 7.2 GB Runs comfortably 128K 26.8
Q5_K_M 5.67 6.2 GB 7.0 GB Runs comfortably 128K 27.4
Q5_K_S 5.52 6.0 GB 6.9 GB Runs comfortably 128K 28.2
Q4_K_M 4.85 5.4 GB 6.2 GB Runs comfortably 128K 31.4
Q4_K_S 4.58 5.1 GB 6.0 GB Runs comfortably 128K 32.9
Q4_0 4.55 5.1 GB 5.9 GB Runs comfortably 128K 33.1
IQ4_XS 4.25 4.8 GB 5.7 GB Runs comfortably 128K 34.9
Q3_K_M 3.91 4.5 GB 5.3 GB Runs comfortably 128K 37.3
IQ3_M 3.70 4.3 GB 5.1 GB Runs comfortably 128K 39.0
IQ3_XXS 3.06 3.7 GB 4.5 GB Runs comfortably 128K 45.0
Q2_K 2.63 3.3 GB 4.1 GB Runs comfortably 128K 50.3
IQ2_XXS 2.06 2.8 GB 3.6 GB Runs comfortably 128K 59.5
IQ1_M 1.75 2.5 GB 3.3 GB Runs comfortably 128K 66.2

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