Home / Models / DeepSeek R1 Distill Qwen 14B / NVIDIA RTX 4070 12 GB

Calculated memory fit · not a benchmark

Can DeepSeek R1 Distill Qwen 14B run on NVIDIA RTX 4070 12 GB?

Yes. Calculated memory fit: DeepSeek R1 Distill Qwen 14B can run entirely in this GPU’s usable VRAM at one or more supported quantizations.

Can it run?

Can it run?
Yes, full GPU fit (calculated estimate).
Full GPU fit?
Yes
Model
DeepSeek R1 Distill Qwen 14B · 15B
GPU
NVIDIA RTX 4070 12 GB · 12 GB advertised

Memory calculation

Breakdown for Q4 at 8K context, batch size 1. Calculator v1.0.0.

Model weights8.6 GB
KV cache1.5 GB
Runtime reserve0.9 GB
Safety margin0.5 GB
Required (estimated)11.6 GB
GPU usable VRAM10.8 GB

Result: FITS WITH LIMITED CONTEXT

Quantization table

Quantization2K4K8K16K32K64K128K
BF16NoNoNoNoNoNoNo
FP16NoNoNoNoNoNoNo
Q3FitsFitsFitsLimited contextLimited contextLimited contextLimited context
Q4FitsLimited contextLimited contextLimited contextLimited contextLimited contextLimited context
Q5OffloadOffloadOffloadOffloadOffloadOffloadOffload
Q6OffloadOffloadOffloadOffloadOffloadOffloadOffload
Q8OffloadOffloadOffloadOffloadOffloadOffloadOffload

What fits entirely in VRAM?

What requires RAM offload?

Offload is shown only when the model does not fully fit in usable VRAM but stays within the modeled offload allowance.

Available graphics cards

These SKUs use this GPU chip. Amazon CTAs appear only for EXACT/HIGH matches. Absence of a price does not change the compatibility result above.

Check price on Amazon

MSI

MSI VENTUS GeForce RTX 4070 2X Grafikk NVIDIA 12 GB GDDR6X

12 GB · Amazon unmatched

Check availability
MSI

MSI VENTUS GeForce RTX 4070 2X E 12G OC NVIDIA 12 GB GDDR6X

12 GB · Amazon unmatched

Check availability

Sources

Model: official config deepseek-ai/DeepSeek-R1-Distill-Qwen-14B (main). GPU/product specs: Icecat. Compatibility: RigForAI calculator v1.0.0 estimated VRAM · Q8 at 8K: CPU_RAM_OFFLOAD_REQUIRED. Amazon: affiliate commerce match, not a spec source.