Can I Run Qwen 2.5 Coder 32B on Apple M4?
Written by Jakub Rusinowski · Last updated July 12, 2026
Yes, but it's tight. Qwen 2.5 Coder 32B needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead) at Q4_K_M and the Apple M4 has 24 GB usable, leaving about 1.7 GB of headroom, at roughly 3 tok/s (estimated) with room for up to 8K of context.
See what else this hardware can run →
The numbers
| Model | Qwen 2.5 Coder 32B |
| Parameters | 32B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 22.3 GB |
| Apple M4 usable memory | 24 GB |
| Verdict | Runs |
| Max context | 8K |
| Estimated speed | ~3 tok/s |
Qwen 2.5 Coder 32B on the Apple M4: VRAM by quantization
| Quant | VRAM needed | Fits 32 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 66.9 GB | ✗ No | — | — |
| Q8_0 | 36.9 GB | ✗ No | — | — |
| Q6_K | 29.2 GB | ✗ No | — | — |
| Q5_K_M | 25.6 GB | ✗ No | — | — |
| Q4_K_M | 22.3 GB | ✓ Yes | 8K | — |
| Q3_K_M | 16.6 GB | ✓ Yes | 32K | — |
| Q2_K | 13.5 GB | ✓ Yes | 32K | — |
Assumes an 8K-token context with an f16 KV cache. 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 M4: 8K 22.3 GB · 32K 28.7 GB ✗ · 128K 54.5 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.
What to do next
Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.
No compatible GPU? Qwen 2.5 Coder 32B on 32 GB of system RAM, CPU only: runs comfortably.
Running Qwen 2.5 Coder 32B on this card:
Qwen 2.5 Coder 32B 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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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
Other Qwen 2.5 Family sizes on the Apple M4
- Qwen 2.5 72B Instruct — does not fit (47 GB)
- Qwen 2.5 14B Instruct — runs (10.9 GB)
- Qwen 2.5 7B Instruct — runs (5.9 GB)
Qwen 2.5 Coder 32B on nearby hardware
- AMD Radeon RX 7900 XTX (24 GB) — runs
- Apple M3 Pro (36 GB) — runs
All Qwen 2.5 Family sizes on the Apple M4 | Qwen 2.5 Coder 32B model page | Apple M4 GPU page | VRAM calculator | Check your hardware