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URL: https://willitrunai.com/can-run/qwen-2.5-14b-on-rtx-pro-4000-blackwell-24gb

⇱ Qwen 2.5 14B on RTX PRO 4000 Blackwell 24GB? YES

Can Qwen 2.5 14B run on RTX PRO 4000 Blackwell 24GB?

YES — Runs Great

S85Excellent
○Estimated from fit model

Qwen 2.5 14B needs ~15.1 GB VRAM. RTX PRO 4000 Blackwell 24GB has 24.0 GB. With Q4_K_M quantization, expect ~71 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: MediumStack: 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) — 15.1 GB, 71.4 tok/s, Runs well
15.1 GB required24.0 GB available
63% VRAM used

Fit status

Runs well

Decode

71.4 tok/s

TTFT

2712 ms

Safe context

65K

Memory

15.1 GB / 24.0 GB

Memory breakdown

Weights8.5 GB
KV Cache2.9 GB
Runtime1.2 GB
Headroom2.4 GB

See how fast it feels

See how fast it feelsQwen 2.5 14B on RTX PRO 4000 Blackwell 24GB
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: 71.4 tok/s decode · 2.7s TTFT (warm) · 179 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 well71.4 tok/s1479 ms65K
CodingSRuns well71.4 tok/s2712 ms65K
Agentic CodingSRuns well71.4 tok/s3945 ms65K
ReasoningSRuns well71.4 tok/s3205 ms65K
RAGSRuns well71.4 tok/s4931 ms65K

Quantization options

How Qwen 2.5 14B (14B params) fits at each quantization level on RTX PRO 4000 Blackwell 24GB (24.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
5.5 GB
LowA77
Q3_K_S
3
6.9 GB
LowA77
NVFP4
4
7.8 GB
MediumA78
Q4_K_M
4
8.5 GB
MediumA78
Q5_K_M
5
10.1 GB
HighA79
Q6_K
6
11.5 GB
HighA80
Q8_0Best for your GPU
8
15.0 GB
Very HighA81
F16
16
28.7 GB
MaximumF0

Get started

Copy-paste commands to run Qwen 2.5 14B on your machine.

Run

ollama run qwen2.5

Your hardware

More models your RTX PRO 4000 Blackwell 24GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct		30.5BS85.4 tok/s
👁 Alibaba
Qwen 3.5 27B		27BS37 tok/s
👁 Alibaba
Qwen 3.6 27B		27BS37.1 tok/s
👁 Alibaba
Qwen3-VL 30B A3B Instruct		30BS88.3 tok/s
👁 Alibaba
Qwen 3.5 35B A3B		35BA49.1 tok/s

Frequently asked questions

See all results for RTX PRO 4000 Blackwell 24GBSee all hardware for Qwen 2.5 14B