Can I Run DeepSeek-R1-Distill-Qwen-14B on AMD Radeon RX 7900 XT?

Superseded model. DeepSeek R1 has been superseded by DeepSeek V4. This page is kept for reference; the newer family is a better starting point. View DeepSeek V4 →

Written by Jakub Rusinowski · Last updated July 12, 2026

These figures are for DeepSeek-R1-Distill-Qwen-14B, a distill of Qwen2.5-14B — not the full DeepSeek R1. The full DeepSeek R1 (671B) needs about 405 GB of weights at Q4_K_M and is a different model.

Yes, comfortably — DeepSeek R1 Distill Qwen 14B at Q4_K_M needs 10.6 GB at 8K context (8.5 GB weights + 2.1 GB KV cache/overhead), leaving ~9.4 GB of the AMD Radeon RX 7900 XT's 20 GB, at ~48 tok/s (est.), with room for up to 64K context.

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AMD Radeon RX 7900 XT 20GB
20 GB VRAM · 315 W board power
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AMD Radeon RX 7900 XT Specs

VRAM20 GB
Memory Bandwidth800 GB/s

DeepSeek R1 Distill Qwen 14B on the AMD Radeon RX 7900 XT: VRAM by quantization

QuantVRAM neededFits 20 GB?Max contextWhole PC
F1630.1 GB✗ No——
Q8_017 GB✓ Yes16KBuild for this
Q6_K13.6 GB✓ Yes32K—
Q5_K_M12.1 GB✓ Yes32KBuild for this
Q4_K_M10.6 GB✓ Yes64KBuild for this
Q3_K_M8.1 GB✓ Yes64K—
Q2_K6.7 GB✓ Yes64K—

Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 20 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the AMD Radeon RX 7900 XT: 8K 10.6 GB · 32K 14.6 GB · 128K 30.7 GB ✗. Past 128K it no longer fits 20 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

No compatible GPU? DeepSeek R1 Distill Qwen 14B on 16 GB of system RAM, CPU only: runs, but it is tight.

DeepSeek R1 Sizes That Fit the AMD Radeon RX 7900 XT (at 8K context)

DeepSeek R1 Distill Qwen 14BQ4_K_M · 10.6 GB at 8K context · ~48 tok/s (est.)
DeepSeek R1 Distill Llama 8BQ4_K_M · 6.7 GB at 8K context · ~72 tok/s (est.)
Buy vs. rent DeepSeek-R1-Distill-Qwen-14B
Buy the GPU
~$899
AMD Radeon RX 7900 XT · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$899) beats renting at $0.34/hr after about 3.7 years.

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RunPod $0.34/hr
Rent on RunPod →
Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

FAQ

Does the AMD Radeon RX 7900 XT have enough VRAM for DeepSeek R1?

Yes, comfortably — DeepSeek R1 Distill Qwen 14B at Q4_K_M needs 10.6 GB at 8K context (8.5 GB weights + 2.1 GB KV cache/overhead), leaving ~9.4 GB of the AMD Radeon RX 7900 XT's 20 GB, at ~48 tok/s (est.), with room for up to 64K context.

Which quantization of DeepSeek R1 should I use on the AMD Radeon RX 7900 XT?

DeepSeek R1 Distill Qwen 14B at Q4_K_M quantization needs 10.6 GB at 8K context (8.5 GB weights + 2.1 GB KV cache/overhead), estimated ~48 tokens/sec, up to 64K context.

Every DeepSeek R1 size on the AMD Radeon RX 7900 XT

SizeVRAM at 8KVerdictSpeed
DeepSeek R1 (671B)406.5 GBDoes not fit—
DeepSeek R1 Distill Qwen 32B22.3 GBRuns at Q3_K_M—
DeepSeek R1 Distill Llama 8B6.7 GBRuns~72 tok/s

DeepSeek R1 on Other GPUs

Popular Models on the AMD Radeon RX 7900 XT

VRAM Tier

Troubleshooting

Buying Guide

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