RigFit › Models › DeepSeek R1 Distill Qwen 32B

Best GPU for DeepSeek R1 Distill Qwen 32B (2026)

The cheapest GPU that runs DeepSeek R1 Distill Qwen 32B at 4-bit (Q4) is the Radeon RX 7900 XTX (24 GB), currently about $1,200 (used, GPU Sold, 2026-11-10). DeepSeek R1 Distill Qwen 32B needs roughly 21.5 GB of VRAM at Q4 with an 8K-token context. Don't want to buy? Rent a GeForce RTX 3090 that fits it from $0.14/hr (Vast.ai).

Prices updated Nov 12, 2026 · model on Hugging Face

Cheapest card that fits, by quantization

QuantVRAM neededCheapest GPU that fitsPriceEst. speed*Shop
Q421.5 GBRadeon RX 7900 XTX24 GB$1,200 usedGPU Sold · 2026-11-10~26 tok/sCheck priceused · eBayor new on Amazon
Q835.4 GBRTX A600048 GBor rent one from $0.33/hrRunpod$4,470 usedGPU Sold · 2026-11-10~12 tok/sCheck priceused · eBayor new on Amazon
FP1664.0 GBNo single GPU we track fits; needs multi-GPU — or rent a NVIDIA A100 80GB from $0.87/hr (below)

*Rough estimate from memory bandwidth, single user. Context for text models: 8K tokens. Model specs: 32.8B parameters; 64 layers, 8 KV heads × 128 head dim (from Hugging Face metadata, fetched 2026-10-18).

Or rent a GPU for DeepSeek R1 Distill Qwen 32B

QuantVRAM neededCheapest rentable GPU that fitsPriceEst. speed*
Q421.5 GBGeForce RTX 309024 GB$0.14/hrVast.ai · marketplace~25 tok/sRent
Q835.4 GBRTX A600048 GB$0.33/hrRunpod · Community Cloud~12 tok/sRent
FP1664.0 GBNVIDIA A100 80GB80 GB$0.87/hrVast.ai · marketplace~17 tok/sRent

Cheapest on-demand hourly prices found 2026-11-12 05:55 ET. Marketplace prices move by the minute. Compare all rental prices and the buy-vs-rent break-even →

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FAQ

How much VRAM does DeepSeek R1 Distill Qwen 32B need?

About 21 GB at Q4, 35 GB at Q8, 64 GB at FP16 (including a 8K-token KV cache and ~1 GB runtime overhead).

What is the best budget GPU for DeepSeek R1 Distill Qwen 32B?

Radeon RX 7900 XTX is the cheapest card in our tracker that fits it at Q4.

Can I rent a GPU to run DeepSeek R1 Distill Qwen 32B instead?

Yes. The cheapest single rented GPU with enough VRAM for Q4 we found was a GeForce RTX 3090 at $0.14/hour on Vast.ai (2026-11-12). Marketplace prices change constantly.

How fast will it run?

Token generation on a single GPU is limited mostly by memory bandwidth. Our tokens/sec figures are estimates (0.6 × bandwidth ÷ bytes read per token) and real results vary by backend and settings.

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