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Can the Apple M4 Pro (24GB) run GLM-4.5-Air 106B-A12B?

Apple M4 Pro (24GB) × GLM-4.5-Air 106B-A12B8K context
NoDoes not fit in memory
Memory at Q4_K_M66.4 GB of 16.1 GB
Weights 64.3 GBKV cache 1.5 GBRuntime 0.6 GB
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

No. Even at Q4_K_M, GLM-4.5-Air 106B-A12B needs about 66.4 GB, but the Apple M4 Pro (24GB) has 16.1 GB usable. You could offload some layers to system RAM, but it will be very slow.

Try other context lengths

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Memory needed by quantization

At 8,192 tokens of context. The black line marks the 16.1 GB the Apple M4 Pro (24GB) can use. macOS lets the GPU use about 16.1 GB of the 24 GB unified memory by default.

QuantQualityMemoryFits?Speed
FP16Full quality214.1 GBToo big—
Q8_0Near-lossless114.8 GBToo big—
Q6_KExcellent89.1 GBToo big—
Q5_K_MVery good77.5 GBToo big—
Q4_K_MGood, most popular66.4 GBToo big—
Q3_K_MNoticeably degraded54 GBToo big—
Q2_KHeavily degraded41.9 GBToo big—

Measured speed from real Apple M4 Pro (24GB) owners

Tokens per second that people measured on their own Apple M4 Pro (24GB), next to our estimate.

No one has measured GLM-4.5-Air 106B-A12B on the Apple M4 Pro (24GB) yet. The speeds above are estimates. Run the benchmark and yours becomes the first real number on this page.

Have an Apple M4 Pro (24GB)? Add your real speed

One command times GLM-4.5-Air 106B-A12B in your own Ollama, shows you exactly what it would send, and asks before sending anything. No sign-up, no personal data.

macOS and Linux

curl -fsSL https://gpufit.dev/bench.sh | sh

Windows (PowerShell)

irm https://gpufit.dev/bench.ps1 | iex

How the benchmark works

GPUs that run GLM-4.5-Air 106B-A12B comfortably

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Models that run well on the Apple M4 Pro (24GB)

Frequently asked questions

Can Apple M4 Pro (24GB) run GLM-4.5-Air 106B-A12B?

No. Even at Q4_K_M, GLM-4.5-Air 106B-A12B needs about 66.4 GB, but the Apple M4 Pro (24GB) has 16.1 GB usable. You could offload some layers to system RAM, but it will be very slow.

How much VRAM does GLM-4.5-Air 106B-A12B need?

About 66.4 GB at Q4_K_M with 8,192 tokens of context, and about 214.1 GB at full FP16 precision.

How fast is GLM-4.5-Air 106B-A12B on the Apple M4 Pro (24GB)?

It does not fit in the Apple M4 Pro (24GB)'s memory, so most layers would run from system RAM and generation would be very slow.