Can I Run DeepSeek-R1-Distill-Qwen-32B on AMD Radeon RX 7900 XTX?

Superseded model. DeepSeek R1 has been superseded by DeepSeek V4.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 →

Autor: Jakub Rusinowski · Ostatnia aktualizacja: 12 lipca 2026

These figures are for DeepSeek-R1-Distill-Qwen-32B, a distill of Qwen2.5-32B — 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 — you'll have ~4.7 GB of headroom running DeepSeek R1 Distill Qwen 32B at Q4_K_M (19.32 GB, ~28 tok/s (est.)) with room for up to 8K context.

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or compare on Vast.ai from $0.35/hr (typical low · varies)

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AMD Radeon RX 7900 XTX 24GB
24 GB VRAM · 355 W board power
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AMD Radeon RX 7900 XTX Specs

VRAM24 GB
Memory Bandwidth960 GB/s

DeepSeek R1 Distill Qwen 32B on the AMD Radeon RX 7900 XTX: VRAM by quantization

QuantVRAM neededFits 24 GB?Max context
F1665.9 GB✗ No
Q8_035.9 GB✗ No
Q6_K28.1 GB✗ No
Q5_K_M24.6 GB✗ No
Q4_K_M21.2 GB✓ Yes8K
Q3_K_M15.5 GB✓ Yes32K
Q2_K12.4 GB✓ Yes32K

VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 24 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

DeepSeek R1 Sizes That Fit the AMD Radeon RX 7900 XTX

DeepSeek R1 Distill Qwen 32BQ4_K_M · 19.32 GB · ~28 tok/s (est.)
DeepSeek R1 Distill Qwen 14BQ4_K_M · 8.4525 GB · ~55 tok/s (est.)
DeepSeek R1 Distill Llama 8BQ4_K_M · 4.83 GB · ~83 tok/s (est.)
Buy vs. rent DeepSeek-R1-Distill-Qwen-32B
Buy the GPU
~$999
AMD Radeon RX 7900 XTX · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$999) beats renting at $0.34/hr after about 4.1 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

Is the AMD Radeon RX 7900 XTX enough to run DeepSeek R1 locally?

Yes, comfortably — you'll have ~4.7 GB of headroom running DeepSeek R1 Distill Qwen 32B at Q4_K_M (19.32 GB, ~28 tok/s (est.)) with room for up to 8K context.

What's the best DeepSeek R1 size for the AMD Radeon RX 7900 XTX?

DeepSeek R1 Distill Qwen 32B at Q4_K_M quantization (19.32 GB), estimated ~28 tokens/sec, up to 8K context.

Every DeepSeek R1 size on the AMD Radeon RX 7900 XTX

SizeVRAMVerdictSpeed
DeepSeek R1 (671B)405.1 GBDoes not fit
DeepSeek R1 Distill Qwen 14B8.5 GBRuns~55 tok/s
DeepSeek R1 Distill Llama 8B4.8 GBRuns~83 tok/s

DeepSeek R1 on Other GPUs

Popular Models on the AMD Radeon RX 7900 XTX

VRAM Tier

Troubleshooting

Buying Guide

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