Can you run Deepseek R1 Distill Qwen 14B locally?

Deepseek family · · 14.8B parameters · Hugging Face model card

How much VRAM does Deepseek R1 Distill Qwen 14B need at each quantization?

Deepseek R1 Distill Qwen 14B needs 9.8 GB of VRAM at Q4_K_M. The table below lists weights-only size and total VRAM including overhead for each common quantization level with 4k and 32k token contexts.

Method: weights = parameters × bits-per-weight (Q4_K_M ≈ 4.8, Q5_K_M ≈ 5.7, Q6_K ≈ 6.6, Q8_0 ≈ 8.5, FP16 = 16), plus 10% loading overhead, plus KV cache from the verified architecture config (48 layers, 8 KV heads, head dim). Source: HF-verified 2026-09-12 via api (params=14.77B ctx=131072 license=mit); VRAM figures are documented calculations, not measurements

Which GPUs can run Deepseek R1 Distill Qwen 14B locally?

At Q4_K_M with a 4k context, Deepseek R1 Distill Qwen 14B needs 9.8 GB of VRAM. The lists below are computed live from our GPU database and grouped by how much headroom the card has. Disclosure: CompareAIHardware.com participates in the Amazon Associates program and earns from qualifying purchases through links on this page. Affiliate relationships do not influence our recommendations.

Runs Deepseek R1 Distill Qwen 14B comfortably (25%+ VRAM headroom)

Minimum GPUs that fit Deepseek R1 Distill Qwen 14B at Q4_K_M

These GPUs hold the model but leave little headroom — keep contexts short.

Needs 2+ GPUs to run Deepseek R1 Distill Qwen 14B

One of these cards is too small on its own, but a pair (tensor or pipeline parallel, ~90% efficiency) covers the 9.8 GB requirement. See our multi-GPU guide for setup.

Can a Mac run Deepseek R1 Distill Qwen 14B?

Yes — these Apple Silicon machines fit Deepseek R1 Distill Qwen 14B at Q4_K_M, since macOS lets the GPU use about 75% of unified memory. Generation speed is bound by memory bandwidth, so the GB/s column matters as much as capacity.

Can Deepseek R1 Distill Qwen 14B run on mini PCs, Jetson, or NPU devices?

These edge and NPU devices from our database have enough memory for Deepseek R1 Distill Qwen 14B at Q4_K_M. Their memory bandwidth is far below discrete GPUs, so expect a fraction of desktop generation speed.

Which pre-built systems can run Deepseek R1 Distill Qwen 14B?

These mini PCs and workstations from our database fit Deepseek R1 Distill Qwen 14B at Q4_K_M. Usable-memory figures are conservative: Windows shares about half of system RAM with the GPU by default (Linux can expose more), macOS lets Apple Silicon GPUs use about 75% of unified memory, and Linux unified-memory systems such as GB10 expose roughly 90%. Generation speed is bound by memory bandwidth, so compare the GB/s column before buying.

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