Can I Run Qwen 2.5 VL on NVIDIA RTX PRO 6000 Blackwell?

Superseded model. Qwen 2.5 VL has been superseded by Qwen 3. This page is kept for reference; the newer family is a better starting point. View Qwen 3 →

Written by Jakub Rusinowski · Last updated July 21, 2026

Yes, comfortably — you'll have ~51.7 GB of headroom running Qwen 2.5 VL 72B Instruct at Q4_K_M (44.315250000000006 GB, ~31 tok/s (est.)) with room for up to 64K context.

Buy This HardwareNVIDIA RTX PRO 6000 Blackwell 96GB — 96 GB VRAM · 600 W board powerDeploy in the Cloud NowNVIDIA A40 on RunPod — from $0.44/hr · rate checked 2026-08

or compare on Vast.ai

As an Amazon Associate we earn from qualifying purchases. Cloud GPU links are referral links — we may earn a commission at no extra cost to you.

Affiliate disclosure: Some links on this page are affiliate links — if you buy through them, LLM Configurator may earn a commission at no extra cost to you. As an Amazon Associate, LLM Configurator earns from qualifying purchases.

NVIDIA RTX PRO 6000 Blackwell 96GB
96 GB VRAM · 600 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon

NVIDIA RTX PRO 6000 Blackwell Specs

VRAM96 GB
Memory Bandwidth1792 GB/s

Qwen 2.5 VL 72B Instruct on the NVIDIA RTX PRO 6000 Blackwell: VRAM by quantization

QuantVRAM neededFits 96 GB?Max context
F16148.9 GB✗ No
Q8_080.1 GB✓ Yes32K
Q6_K62.3 GB✓ Yes64K
Q5_K_M54.2 GB✓ Yes64K
Q4_K_M46.5 GB✓ Yes64K
Q3_K_M33.4 GB✓ Yes64K
Q2_K26.3 GB✓ Yes64K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 96 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Qwen 2.5 VL Sizes That Fit the NVIDIA RTX PRO 6000 Blackwell

Qwen 2.5 VL 72B InstructQ4_K_M · 44.315250000000006 GB · ~31 tok/s (est.)
Qwen 2.5 VL 7B InstructQ4_K_M · 5.005087499999999 GB · ~176 tok/s (est.)
Buy vs. rent Qwen 2.5 VL
Buy the GPU
~$8,565
NVIDIA RTX PRO 6000 Blackwell · MSRP
Rent by the hour
from $0.77/hr
A100 (80 GB) class

At 2 hrs/day, buying (~$8,565) beats renting at $0.77/hr after about 15.4 years.

Affiliate links — we may earn a commission if you sign up, at no extra cost to you.

Vast.ai $0.77/hr · typical low · varies
Rent on Vast.ai →
RunPod $1.39/hr
Rent on RunPod →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Qwen 2.5 VL on the NVIDIA RTX PRO 6000 Blackwell — does it fit?

Yes, comfortably — you'll have ~51.7 GB of headroom running Qwen 2.5 VL 72B Instruct at Q4_K_M (44.315250000000006 GB, ~31 tok/s (est.)) with room for up to 64K context.

Which Qwen 2.5 VL variant fits best on the NVIDIA RTX PRO 6000 Blackwell?

Qwen 2.5 VL 72B Instruct at Q4_K_M quantization (44.315250000000006 GB), estimated ~31 tokens/sec, up to 64K context.

Qwen 2.5 VL on Other GPUs

Popular Models on the NVIDIA RTX PRO 6000 Blackwell

VRAM Tier

Troubleshooting

Buying Guide

← Can I Run It? | Qwen 2.5 VL Model Page | NVIDIA RTX PRO 6000 Blackwell GPU Page | Check Your Hardware