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Compatibility Report

DeepSeek R1 Distill Qwen 7B on NVIDIA RTX PRO 6000 Blackwell

Yes — RTX PRO 6000 Blackwell runs DeepSeek R1 Distill Qwen 7B excellently at Q8_0 — 129 tok/s. 96 GB VRAM with plenty of headroom.

Model Size

7.62B

Device VRAM

96 GB

Bandwidth

1800 GB/s

Quantization

Q8_0

Benchmarks

Performance by Quantization

OwnRig currently has one published compatibility entry for DeepSeek R1 Distill Qwen 7B on NVIDIA RTX PRO 6000 Blackwell at Q8_0. This is the best supported pairing we can stand behind today.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q8_0129 tok/s40ms✓ YesExcellentestimated

Notes

Q8_0

96 GB GDDR7 fits Q8_0 (8.5 GB) with 88 GB headroom. 1.8 TB/s bandwidth. Near-FP16 quality — minimal quantization loss.

About DeepSeek R1 Distill Qwen 7B

DeepSeek R1 Distill Qwen 7B (7.62B) is a reasoning, chat model. Compact distilled reasoning model for chat and inference.

View all DeepSeek R1 Distill Qwen 7B hardware options →

About NVIDIA RTX PRO 6000 Blackwell

NVIDIA RTX PRO 6000 Blackwell has 96 GB at 1800 GB/s. Street price: $7,500.

See all models NVIDIA RTX PRO 6000 Blackwell can run →

Estimate method: Estimated from bandwidth ratio vs RTX 4090 (1800/1008 = 1.78x) with conservative margin. Reference hardware source: nvidia.com (2026-03-29)

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.