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Can I run this LLM?

Can a AMD RX 9070 XT (16GB) run DeepSeek-R1-Distill 8B?

DeepSeek · Llama 3.1 Community · estimated for a 16.0 GB machine at 4K context.

Yes — it runs great.

Runs great

Best fit: DeepSeek-R1-Distill 8B at Q8_0 · 8.5 GB weights · 46–69 tok/s on a AMD RX 9070 XT (16GB).

Arena Text Overall · style-controlled

UnratedNo exact match

No reviewed exact Arena match

No reviewed exact model/configuration match in the Arena Text Overall style-controlled snapshot. No family or editorial score is substituted. Local quantization quality is unmeasured.

Snapshot published 2026-10-08 · snapshot imported 2026-10-11 UTC · validated last-good data · manual refresh

Arena leaderboard dataset · Arena / lmarena-ai, Arena Leaderboard Dataset (CC BY 4.0). Selected Text Overall style-controlled rows; field names adapted, ratings unchanged. · dataset CC BY 4.0 · revision e16f90232986

Total memory at 4K context
9.9 GB
Weights + KV cache + runtime overhead
Estimated generation
46–69 tok/s
Estimated first token
~2.1s

Every quantization on this machine

On small screens, each quant lists every metric below its name. On wider screens, scroll sideways for total memory, speed and fit. Keyboard: focus the table, then use the arrow keys. Quant names stay visible.

DeepSeek-R1-Distill 8B quantizations on AMD RX 9070 XT (16GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q2_K3.2 GB4.5 GB95–142 tok/sRuns great
Q3_K_M4.0 GB5.4 GB81–122 tok/sRuns great
Q4_K_M4.9 GB6.3 GB71–106 tok/sRuns great
Q5_K_M5.7 GB7.1 GB63–94 tok/sRuns great
Q6_K6.6 GB7.9 GB56–85 tok/sRuns great
Q8_08.5 GB9.9 GB46–69 tok/sRuns great
FP1616.1 GB17.4 GB— not residentWon't fit

Ran DeepSeek-R1-Distill 8B on a AMD RX 9070 XT (16GB)? Add your real numbers →