Can I Run Qwen 2.5 Family on Apple M1 Pro?
Written by Jakub Rusinowski · Last updated July 12, 2026
Yes, but it's tight — Qwen 2.5 Coder 32B at Q4_K_M needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead), leaving ~1.7 GB of the Apple M1 Pro's 24 GB usable memory, at ~5 tok/s (est.), with room for up to 8K context.
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Apple M1 Pro Specs
| VRAM | 32 GB unified memory |
| Memory Bandwidth | 200 GB/s |
Qwen 2.5 Coder 32B on the Apple M1 Pro: 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 M1 Pro: 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.
No compatible GPU? Qwen 2.5 Coder 32B on 32 GB of system RAM, CPU only: runs comfortably.
Qwen 2.5 Family Sizes That Fit the Apple M1 Pro (at 8K context)
| Qwen 2.5 Coder 32B | Q4_K_M · 22.3 GB at 8K context · ~5 tok/s (est.) |
| Qwen 2.5 14B Instruct | Q4_K_M · 10.9 GB at 8K context · ~11 tok/s (est.) |
| Qwen 2.5 7B Instruct | Q4_K_M · 5.9 GB at 8K context · ~21 tok/s (est.) |
Qwen 2.5 Family 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.
FAQ
Can I run Qwen 2.5 Family on the Apple M1 Pro?
Yes, but it's tight — Qwen 2.5 Coder 32B at Q4_K_M needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead), leaving ~1.7 GB of the Apple M1 Pro's 24 GB usable memory, at ~5 tok/s (est.), with room for up to 8K context.
What's the best Qwen 2.5 Family size for the Apple M1 Pro?
Qwen 2.5 Coder 32B at Q4_K_M quantization needs 22.3 GB at 8K context (19.3 GB weights + 3 GB KV cache/overhead), estimated ~5 tokens/sec, up to 8K context.
Every Qwen 2.5 Family size on the Apple M1 Pro
| Size | VRAM at 8K | Verdict | Speed |
|---|---|---|---|
| Qwen 2.5 72B Instruct | 47 GB | Does not fit | — |
| Qwen 2.5 Coder 32B | 22.3 GB | Runs | ~5 tok/s |
| Qwen 2.5 14B Instruct | 10.9 GB | Runs | ~11 tok/s |
| Qwen 2.5 7B Instruct | 5.9 GB | Runs | ~21 tok/s |
Qwen 2.5 Family on Other GPUs
- Qwen 2.5 Family on NVIDIA GeForce RTX 5090
- Qwen 2.5 Family on Apple M4
- Qwen 2.5 Family on Apple M2 Pro
- Qwen 2.5 Family on Apple M5
- Qwen 2.5 Family on Apple M3 Pro
Popular Models on the Apple M1 Pro
VRAM Tier
Troubleshooting
- Ollama: "model requires more system memory than is available"
- Which GGUF quant should I download? (Q4 vs Q5 vs Q8)
Buying Guide
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