picksbycard
October 7, 2026No. 158
Radeon RX 7900 XTX ยท 24GB GDDR6

Can the Radeon RX 7900 XTX run DeepSeek R1 Distill Qwen 14B?

Fits comfortably at Q4_K_M.

DeepSeek R1 Distill Qwen 14B is 14.8B parameters. At Q4_K_M the weights are about 8.3 GiB; with the 1.5 GiB runtime reserve that is 9.8 GiB against the card's 24GB, leaving about 14.2 GiB for context.

All three quants

24GB card
QuantWeightsWith reserveVerdictHeadroom
Q4_K_Mthe everyday quant8.3 GiB9.8 GiBFits comfortably14.2 GiB
Q8_0near-lossless14.6 GiB16.1 GiBFits comfortably7.9 GiB
FP16full weights27.6 GiB29.1 GiBOnly with CPU offloadshort 5.1 GiB

Verdict rules: fits comfortably when weights plus reserve sit within 85% of VRAM; tight when they fit with little left for context; CPU offload when they exceed VRAM by up to 2x (runs, slowly, with layers in system RAM); no beyond that. The KV cache per token depends on the model's architecture and is not modelled here.

The numbers for this pairing

At Q4_K_M the weights take about 8.3 GiB; with the 1.5 GiB we set aside for the runtime that is 9.8 of the card's 24 GB, leaving about 14.2 GB for the context cache.

The highest-quality version that fits entirely in memory is Q8_0.

The cheapest card on our list that runs it comfortably at Q4 is the Arc B580 at about $330, against about $850 for this card.

At about $850, this card costs roughly $35 per GB of VRAM.

Running it at its full 355 W board power for 4 hours a day would use about 43 kWh a month, about $7.84 at the US average residential rate of 18.4 cents per kWh (2026-05); real use sits below that ceiling.

Prices are the lowest current listings our tracker saw on Oct 7, 2026, since averages include premium variants; launch prices are marked where we have no listing.

Good match. Get the card.

The Radeon RX 7900 XTX clears DeepSeek R1 Distill Qwen 14B at Q4_K_M and at Q8_0. Live listings below; this page was rebuilt 2026-10-07.

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About the model

DeepSeek R1 Distill Qwen 14B by DeepSeek: 131,072-token native context, text, released 2025 under the MIT. Model card →

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