Can I Run Qwen 3 32B on NVIDIA L40S?
Autor: Jakub Rusinowski · Ostatnia aktualizacja: 21 lipca 2026
Yes. Qwen 3 32B needs 22.8 GB at 8K context (19.8 GB weights + 3 GB KV cache/overhead) at Q4_K_M and the NVIDIA L40S has 48 GB, leaving about 25.2 GB of headroom, at roughly 35 tok/s (estimated) with room for up to 64K of context.
See what else this hardware can run →
The numbers
| Model | Qwen 3 32B |
| Parameters | 32B |
| Quantization | Q4_K_M |
| VRAM needed (8K context) | 22.8 GB |
| NVIDIA L40S VRAM | 48 GB |
| Verdict | Runs |
| Max context | 64K |
| Estimated speed | ~35 tok/s |
Qwen 3 32B on the NVIDIA L40S: VRAM by quantization
| Quant | VRAM needed | Fits 48 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 68.5 GB | ✗ No | — | — |
| Q8_0 | 37.8 GB | ✓ Yes | 32K | Build for this |
| Q6_K | 29.8 GB | ✓ Yes | 64K | — |
| Q5_K_M | 26.2 GB | ✓ Yes | 64K | Build for this |
| Q4_K_M | 22.8 GB | ✓ Yes | 64K | Build for this |
| Q3_K_M | 16.9 GB | ✓ Yes | 64K | — |
| Q2_K | 13.7 GB | ✓ Yes | 64K | — |
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 48 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 L40S: 8K 22.8 GB · 32K 29.2 GB · 125K 54.2 GB ✗. Past 125K it no longer fits 48 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 3 32B on 32 GB of system RAM, CPU only: runs comfortably.
Running Qwen 3 32B on this card:
At 2 hrs/day, buying (~$7,499) beats renting at $0.34/hr after about 30.6 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.
Other Qwen 3 sizes on the NVIDIA L40S
- Qwen 3 235B-A22B (MoE) — does not fit (144.3 GB)
- Qwen 3 30B-A3B (MoE) — runs (20 GB)
- Qwen 3 14B — runs (11.1 GB)
- Qwen 3 8B — runs (7 GB)
Qwen 3 32B on nearby hardware
- Apple M3 Pro (36 GB) — runs
- Apple M2 Ultra (192 GB) — runs
All Qwen 3 sizes on the NVIDIA L40S | Qwen 3 32B model page | NVIDIA L40S GPU page | VRAM calculator | Check your hardware