Can I Run GLM-5 / GLM-5.1 on Apple M2 Pro?

Written by Jakub Rusinowski · Last updated September 29, 2026

Yes, but it's tight — GLM-5 32B at Q4_K_M needs 22 GB at 8K context (19.3 GB weights + 2.7 GB KV cache/overhead), leaving ~2 GB of the Apple M2 Pro's 24 GB usable memory, at ~5 tok/s (est.), with room for up to 16K context.

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Apple Mac mini M2 Pro
32 GB VRAM · 30 W board power
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Apple M2 Pro Specs

VRAM32 GB unified memory
Memory Bandwidth200 GB/s

GLM-5 32B on the Apple M2 Pro: VRAM by quantization

QuantVRAM neededFits 32 GB?Max contextWhole PC
F1666.6 GB✗ No——
Q8_036.6 GB✗ No——
Q6_K28.9 GB✗ No——
Q5_K_M25.3 GB✗ No——
Q4_K_M22 GB✓ Yes16K—
Q3_K_M16.3 GB✓ Yes32K—
Q2_K13.2 GB✓ Yes32K—

Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 32 GB of unified memory. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the Apple M2 Pro: 8K 22 GB · 32K 27.5 GB ✗ · 125K 49 GB ✗. Past 32K it no longer fits 32 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? GLM-5 32B on 32 GB of system RAM, CPU only: runs comfortably.

GLM-5 / GLM-5.1 Sizes That Fit the Apple M2 Pro (at 8K context)

GLM-5 32BQ4_K_M · 22 GB at 8K context · ~5 tok/s (est.)
GLM-5 9BQ4_K_M · 7.4 GB at 8K context · ~17 tok/s (est.)
Won't fit — rent GLM-5 / GLM-5.1 instead

GLM-5 / GLM-5.1 needs ~22 GB but this GPU has 32 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:

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FAQ

Can I run GLM-5 / GLM-5.1 on the Apple M2 Pro?

Yes, but it's tight — GLM-5 32B at Q4_K_M needs 22 GB at 8K context (19.3 GB weights + 2.7 GB KV cache/overhead), leaving ~2 GB of the Apple M2 Pro's 24 GB usable memory, at ~5 tok/s (est.), with room for up to 16K context.

What's the best GLM-5 / GLM-5.1 size for the Apple M2 Pro?

GLM-5 32B at Q4_K_M quantization needs 22 GB at 8K context (19.3 GB weights + 2.7 GB KV cache/overhead), estimated ~5 tokens/sec, up to 16K context.

GLM-5 / GLM-5.1 on Other GPUs

Popular Models on the Apple M2 Pro

VRAM Tier

Troubleshooting

Buying Guide

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