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URL: https://willitrunai.com/can-run/hf-unsloth--deepseek-r1-distill-qwen-14b-gguf-on-rx-9060-xt-16gb


Can DeepSeek R1 Distill Qwen 14B run on RX 9060 XT 16GB?

YES — Runs Great

C53Usable
Estimated from fit model

DeepSeek R1 Distill Qwen 14B needs ~12.7 GB VRAM. RX 9060 XT 16GB has 16.0 GB. With Q4_K_M quantization, expect ~24 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: LowStack: StandardBottleneck: Balanced
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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) — 12.7 GB, 23.6 tok/s, Runs well
12.7 GB required16.0 GB available
79% VRAM used

Fit status

Runs well

Decode

23.6 tok/s

TTFT

8201 ms

Safe context

48K

Memory

12.7 GB / 16.0 GB

Memory breakdown

Weights8.5 GB
KV Cache1.6 GB
Runtime0.9 GB
Headroom1.6 GB

See how fast it feels

See how fast it feelsDeepSeek R1 Distill Qwen 14B on RX 9060 XT 16GB
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: 23.6 tok/s decode · 8.2s TTFT (warm) · 59 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
ChatCRuns well23.6 tok/s4473 ms48K
CodingCRuns well23.6 tok/s8201 ms48K
Agentic CodingCTight fit23.6 tok/s11929 ms48K
ReasoningCRuns well23.6 tok/s9692 ms48K
RAGCTight fit23.6 tok/s14911 ms48K

Quantization options

How DeepSeek R1 Distill Qwen 14B (14B params) fits at each quantization level on RX 9060 XT 16GB (16.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
5.5 GB
LowC49
Q3_K_S
3
6.9 GB
LowC51
NVFP4
4

Get started

Copy-paste commands to run DeepSeek R1 Distill Qwen 14B on your machine.

Run

lms load hf-unsloth--deepseek-r1-distill-qwen-14b-gguf && lms server start

Upgrade options

Hardware that runs DeepSeek R1 Distill Qwen 14B well

RX 7900 XT 20GBBudget pick
20 GB VRAM (+4)800 GB/s (+480)
C
Raises estimated decode speed by about 138%.56.2 tok/s decode

Raises estimated decode speed by about 138%.

Adds memory headroom for longer context windows and future model growth.

~$899 MSRP

RX 7900 XTX 24GBBest value
24 GB VRAM (+8)960 GB/s (+640)
C
Raises estimated decode speed by about 243%.80.9 tok/s decode

Raises estimated decode speed by about 243%.

Adds memory headroom for longer context windows and future model growth.

~$999 MSRP

Frequently asked questions

See all results for RX 9060 XT 16GBSee all hardware for DeepSeek R1 Distill Qwen 14B
7.8 GB
Medium
C52
Q4_K_M
4
8.5 GB
MediumC52
Q5_K_M
5
10.1 GB
HighC51
Q6_KBest for your GPU
6
11.5 GB
HighC51
Q8_0
8
15.0 GB
Very HighF0
F16
16
28.7 GB
MaximumF0