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Can RTX 3060 12GB run deepseek-ai/DeepSeek-R1?

Runs Q412GB VRAM availableRequires 4GB+

RTX 3060 12GB meets the minimum VRAM requirement for Q4 inference of deepseek-ai/DeepSeek-R1. Review the quantization breakdown below to see how higher precision settings impact VRAM and throughput.

What this means for you

RTX 3060 12GB can run deepseek-ai/DeepSeek-R1 with Q4 quantization. At approximately 55 tokens/second, you can expect Good speed - acceptable for interactive use.

You have 8GB headroom, which is sufficient for system overhead and smooth operation.

Quantization breakdown

QuantizationVRAM neededVRAM availableEstimated speedVerdict
Q44GB12GB55.26 tok/s✅ Fits comfortably
Q87GB12GB42.76 tok/s✅ Fits comfortably
FP1615GB12GB22.27 tok/s❌ Not recommended

Best current price

RTX 3060 12GB
$329.00 on Amazon
Check Price

Suitable alternatives

AMD Instinct MI300X
192GB
804.32 tok/s
Price: —
NVIDIA H200 SXM 141GB
141GB
666.47 tok/s
Price: —
NVIDIA H100 SXM5 80GB
80GB
528.03 tok/s
Price: —
AMD Instinct MI300X
192GB
502.64 tok/s
Price: —
AMD Instinct MI250X
128GB
487.86 tok/s
Price: —

More questions

RTX 3060 12GB specs & pricingFull guide for deepseek-ai/DeepSeek-R1deepseek-ai/DeepSeek-R1 speed on RTX 3060 12GBdeepseek-ai/DeepSeek-R1 Q4 requirements