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DeepSeek V3 671B

DeepSeek V3 671B needs roughly 335.5GB VRAM at Q4 quantization (1342.0GB at FP16). 2 GPUs we track can run it fully in VRAM at 8k context.

DeepSeek671B params37B active (MoE)125k contextMITCommercial use ok

VRAM at each quantization

Assumes 8k context. KV cache grows linearly with context length.

QuantWeightsKV cacheTotal
FP161342.0 GB0.51 GB1503.6 GB
Q8671.0 GB0.51 GB752.1 GB
Q6_K503.3 GB0.51 GB564.2 GB
Q5_K_M419.4 GB0.51 GB470.3 GB
Q4_K_M335.5 GB0.51 GB376.3 GB
Q3_K_M268.4 GB0.51 GB301.2 GB
Q2_K201.3 GB0.51 GB226.0 GB

Benchmarks

MATH
90.2

GPUs that run DeepSeek V3 671B natively (2)

Notes

MoE with MLA attention — KV cache is ~16× smaller than standard GQA; kvHeads/headDim here approximates MLA storage.

Hugging Face ↗Ollama ↗Released 2024-12-27