VOOZH about

URL: https://willitrunai.com/can-run/qwen-2.5-72b-on-rtx-pro-6000-blackwell-96gb

⇱ Qwen 2.5 72B on RTX PRO 6000 Blackwell Workstation Edition …


Can Qwen 2.5 72B run on RTX PRO 6000 Blackwell Workstation Edition 96GB?

YES — Runs Great

A83Great
Estimated from fit model

Qwen 2.5 72B needs ~59.6 GB VRAM. RTX PRO 6000 Blackwell Workstation Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~37 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced
Share:

Operating mode

Choose the run profile you care about

Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.

Current mode

Balanced

Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) — 59.6 GB, 37.3 tok/s, Runs well
59.6 GB required96.0 GB available
62% VRAM used

Fit status

Runs well

Decode

37.3 tok/s

TTFT

5194 ms

Safe context

131K

Memory

59.6 GB / 96.0 GB

Memory breakdown

Weights43.9 GB
KV Cache4.9 GB
Runtime1.2 GB
Headroom9.6 GB

See how fast it feels

See how fast it feelsQwen 2.5 72B on RTX PRO 6000 Blackwell Workstation Edition 96GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 37.3 tok/s decode · 5.2s TTFT (warm) · 93 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

No major red flags

This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatARuns well37.3 tok/s2833 ms131K
CodingARuns well37.3 tok/s5194 ms131K
Agentic CodingARuns well37.3 tok/s7555 ms131K
ReasoningARuns well37.3 tok/s6139 ms131K
RAGARuns well37.3 tok/s9444 ms131K

Quantization options

How Qwen 2.5 72B (72B params) fits at each quantization level on RTX PRO 6000 Blackwell Workstation Edition 96GB (96.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
28.1 GB
LowA73
Q3_K_S
3
35.3 GB
LowA75
NVFP4
4
40.3 GB
MediumA76
Q4_K_M
4
43.9 GB
MediumA77
Q5_K_M
5
51.8 GB
HighA79
Q6_K
6
59.0 GB
HighA79
Q8_0Best for your GPU
8
77.0 GB
Very HighA79
F16
16
147.6 GB
MaximumF0

Get started

Copy-paste commands to run Qwen 2.5 72B on your machine.

Run

ollama run qwen2.5:72b

Your hardware

More models your RTX PRO 6000 Blackwell Workstation Edition 96GB can run

ModelParamsGradeDecodeCapabilities
👁 Mistral
Devstral 2 123B Instruct
123BS21.8 tok/s
👁 Alibaba
Qwen 3.5 122B A10B
122BS60.5 tok/s
👁 Mistral
Mistral Small 4 119B
119BS65.6 tok/s
👁 OpenAI
GPT-OSS 120B
117BS22.9 tok/s
👁 Cohere
Command A 111B
111BS24.3 tok/s

Frequently asked questions

See all results for RTX PRO 6000 Blackwell Workstation Edition 96GBSee all hardware for Qwen 2.5 72B