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URL: https://willitrunai.com/can-run/deepseek-r1-distill-8b-on-rx-6700-xt-12gb

⇱ DeepSeek R1 Distill 8B on RX 6700 XT 12GB? YES


Can DeepSeek R1 Distill 8B run on RX 6700 XT 12GB?

YES — Runs Great

A71Great
Estimated from fit model

DeepSeek R1 Distill 8B needs ~8.9 GB VRAM. RX 6700 XT 12GB has 12.0 GB. With Q4_K_M quantization, expect ~44 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) — 8.9 GB, 44.0 tok/s, Runs well
8.9 GB required12.0 GB available
74% VRAM used

Fit status

Runs well

Decode

44.0 tok/s

TTFT

4401 ms

Safe context

33K

Memory

8.9 GB / 12.0 GB

Memory breakdown

Weights4.9 GB
KV Cache2.0 GB
Runtime0.9 GB
Headroom1.2 GB

See how fast it feels

See how fast it feelsDeepSeek R1 Distill 8B on RX 6700 XT 12GB
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: 44.0 tok/s decode · 4.4s TTFT (warm) · 110 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 well44.0 tok/s2401 ms33K
CodingARuns well44.0 tok/s4401 ms33K
Agentic CodingBTight fit44.0 tok/s6402 ms33K
ReasoningARuns well44.0 tok/s5202 ms33K
RAGBTight fit44.0 tok/s8002 ms33K

Quantization options

How DeepSeek R1 Distill 8B (8B params) fits at each quantization level on RX 6700 XT 12GB (12.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
3.1 GB
LowB66
Q3_K_S
3
3.9 GB
LowB67
NVFP4
4
4.5 GB
MediumB68
Q4_K_M
4
4.9 GB
MediumB68
Q5_K_M
5
5.8 GB
HighB69
Q6_K
6
6.6 GB
HighB69
Q8_0Best for your GPU
8
8.6 GB
Very HighB68
F16
16
16.4 GB
MaximumF0

Get started

Copy-paste commands to run DeepSeek R1 Distill 8B on your machine.

Run

ollama run deepseek-r1:8b

Your hardware

More models your RX 6700 XT 12GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen 3.5 9B
9BS39.1 tok/s
👁 Alibaba
Qwen 3 14B
14BA15.8 tok/s
👁 Microsoft
Phi-4-reasoning-plus 14B
14.7BA12.8 tok/s
👁 Mistral
Ministral 3 14B
14BA15.7 tok/s
👁 Microsoft
Phi-4 14B
14BB14.3 tok/s

Frequently asked questions

See all results for RX 6700 XT 12GBSee all hardware for DeepSeek R1 Distill 8B