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 (19.3 GB, ~64 tok/s (est.)) with room for up to 32K context.
See what else this hardware can run →
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| VRAM | 32 GB |
| Memory Bandwidth | 1792 GB/s |
| Quant | VRAM needed | Fits 32 GB? | Max context | Whole PC |
|---|---|---|---|---|
| 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 | — |
Assumes a 4K-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. 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 NVIDIA GeForce RTX 5090: 8K 22.3 GB · 32K 28.7 GB · 128K 54.5 GB ✗. Past 128K 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 Coder 32B | Q4_K_M · 19.3 GB · ~64 tok/s (est.) |
| Qwen 2.5 14B Instruct | Q4_K_M · 8.5 GB · ~120 tok/s (est.) |
| Qwen 2.5 7B Instruct | Q4_K_M · 4.6 GB · ~185 tok/s (est.) |
At 2 hrs/day, buying (~$1,999) beats renting at $0.34/hr after about 8.2 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 (19.3 GB, ~64 tok/s (est.)) with room for up to 32K context.
Qwen 2.5 Coder 32B at Q4_K_M quantization (19.3 GB), estimated ~64 tokens/sec, up to 32K context.
| Size | VRAM | Verdict | Speed |
|---|---|---|---|
| Qwen 2.5 72B Instruct | 43.5 GB | Runs at Q2_K | — |
| Qwen 2.5 Coder 32B | 19.3 GB | Runs | ~64 tok/s |
| Qwen 2.5 14B Instruct | 8.5 GB | Runs | ~120 tok/s |
| Qwen 2.5 7B Instruct | 4.6 GB | Runs | ~185 tok/s |
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