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URL: https://willitrunai.com/can-run/qwen-3-14b-on-radeon-pro-w6800-32gb

⇱ Qwen 3 14B on Radeon Pro W6800 32GB? YES

Can Qwen 3 14B run on Radeon Pro W6800 32GB?

YES — Runs Great

S90Excellent
○Estimated from fit model

Qwen 3 14B needs ~15.1 GB VRAM. Radeon Pro W6800 32GB has 32.0 GB. With Q4_K_M quantization, expect ~36 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: MediumStack: StandardBottleneck: 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, 36.3 tok/s, Runs well
15.1 GB required32.0 GB available
47% VRAM used

Fit status

Runs well

Decode

36.3 tok/s

TTFT

5339 ms

Safe context

127K

Memory

15.1 GB / 32.0 GB

Memory breakdown

Weights8.5 GB
KV Cache2.4 GB
Runtime0.9 GB
Headroom3.2 GB

See how fast it feels

See how fast it feelsQwen 3 14B on Radeon Pro W6800 32GB
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: 36.3 tok/s decode · 5.3s TTFT (warm) · 91 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
ChatSRuns well36.3 tok/s2912 ms127K
CodingSRuns well36.3 tok/s5339 ms127K
Agentic CodingSRuns well36.3 tok/s7766 ms127K
ReasoningSRuns well36.3 tok/s6310 ms127K
RAGSRuns well36.3 tok/s9708 ms127K

Quantization options

How Qwen 3 14B (14B params) fits at each quantization level on Radeon Pro W6800 32GB (32.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
5.5 GB
LowA85
Q3_K_S
3
6.9 GB
LowS85
NVFP4
4
7.8 GB
MediumS85
Q4_K_M
4
8.5 GB
MediumS86
Q5_K_M
5
10.1 GB
HighS87
Q6_K
6
11.5 GB
HighS87
Q8_0Best for your GPU
8
15.0 GB
Very HighS89
F16
16
28.7 GB
MaximumF0

Get started

Copy-paste commands to run Qwen 3 14B on your machine.

Run

ollama run qwen3

Your hardware

More models your Radeon Pro W6800 32GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct		30.5BS43.4 tok/s
👁 Alibaba
Qwen 3.5 27B		27BS18.8 tok/s
👁 Alibaba
Qwen 3.6 27B		27BS14.3 tok/s
👁 Alibaba
Qwen 3.6 35B A3B		35BS36.4 tok/s
👁 Alibaba
Qwen3-VL 30B A3B Instruct		30BS44.8 tok/s

Frequently asked questions

See all results for Radeon Pro W6800 32GBSee all hardware for Qwen 3 14B