Written by Jakub Rusinowski · Last updated July 12, 2026
Yes, comfortably — you'll have ~12.7 GB of headroom running Qwen 2.5 Coder 32B at Q4_K_M (19.32 GB, ~4 tok/s (est.)) with room for up to 32K context.
or compare on Vast.ai from $0.35/hr (typical low · varies)
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| VRAM | 32 GB unified memory |
| Memory Bandwidth | 153 GB/s |
| Quant | VRAM needed | Fits 32 GB? | Max context |
|---|---|---|---|
| F16 | 65.9 GB | ✗ No | — |
| Q8_0 | 35.9 GB | ✗ No | — |
| Q6_K | 28.1 GB | ✓ Yes | 16K |
| Q5_K_M | 24.6 GB | ✓ Yes | 16K |
| Q4_K_M | 21.2 GB | ✓ Yes | 32K |
| Q3_K_M | 15.5 GB | ✓ Yes | 64K |
| Q2_K | 12.4 GB | ✓ Yes | 64K |
VRAM needed assumes a 4K-token context with an f16 KV cache; “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.
| Qwen 2.5 Coder 32B | Q4_K_M · 19.32 GB · ~4 tok/s (est.) |
| Qwen 2.5 14B Instruct | Q4_K_M · 8.4525 GB · ~9 tok/s (est.) |
| Qwen 2.5 7B Instruct | Q4_K_M · 4.5885 GB · ~17 tok/s (est.) |
At 2 hrs/day, buying (~$1,599) beats renting at $0.34/hr after about 6.5 years.
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
Yes, comfortably — you'll have ~12.7 GB of headroom running Qwen 2.5 Coder 32B at Q4_K_M (19.32 GB, ~4 tok/s (est.)) with room for up to 32K context.
Qwen 2.5 Coder 32B at Q4_K_M quantization (19.32 GB), estimated ~4 tokens/sec, up to 32K context.
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