QwenQwen
Compatibility Report

QwQ 32B Preview on NVIDIA Grace Blackwell Ultra GB300

Yes — Grace Blackwell Ultra GB300 runs QwQ 32B Preview excellently at Q5_K_M — 140 tok/s. 288 GB VRAM with plenty of headroom.

Model Size

32.5B

Device VRAM

288 GB

Bandwidth

8000 GB/s

Quantization

Q5_K_M

Benchmarks

Performance by Quantization

OwnRig currently has one published compatibility entry for QwQ 32B Preview on NVIDIA Grace Blackwell Ultra GB300 at Q5_K_M. This is the best supported pairing we can stand behind today.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q5_K_M140 tok/s75ms✓ YesExcellentestimated

Notes

Q5_K_M

High quality reasoning model. 266GB headroom.

About QwQ 32B Preview

QwQ 32B Preview (32.5B) is a reasoning, coding, ai coding, ai building model. Reasoning-focused model that uses chain-of-thought natively. Builders pair this with a coding model for complex architecture decisions. Approaches o1-mini on reasoning benchmarks. Same size as Qwen 2.5 Coder 32B, so they compete for VRAM; run one at a time, not concurrently.

View all QwQ 32B Preview hardware options →

About NVIDIA Grace Blackwell Ultra GB300

NVIDIA Grace Blackwell Ultra GB300 has 288 GB at 8000 GB/s. Street price: $30,000.

See all models NVIDIA Grace Blackwell Ultra GB300 can run →

Estimate method: Estimated from GB300 bandwidth ratio vs RTX 4090. Reference hardware source: dell.com (2026-03-23)

Performance varies by driver version, inference engine, quantization method, context length, and system configuration. Figures shown are estimates based on community benchmarks and may not reflect your exact setup. Product names are trademarks of their respective owners. OwnRig is independent and not affiliated with any hardware or AI model provider.