DeepSeek AI

DeepSeek V4 Pro (671B)

Frontier open-weight MoE with 1M-token context and tool use

Model Summary

Family

DeepSeek

Version

4.0

Parameters

671B (est.)

Parameter counts for closed models are estimates; vendors rarely publish exact sizes.

VRAM Requirements by Quantization

Memory needed to serve DeepSeek V4 Pro (671B) for inference, including a 20% overhead for activations and KV cache.

PrecisionVRAM neededSmallest single GPU that fits
INT4 (4-bit)374.95 GBMulti-GPU required
INT8 (8-bit)749.90 GBMulti-GPU required
FP16 (16-bit)1499.80 GBMulti-GPU required
FP32 (32-bit)2999.60 GBMulti-GPU required

Recommended GPU Configurations

Cheapest on-demand configurations to serve DeepSeek V4 Pro (671B) at 8-bit (750 GB VRAM).

3x AMD Instinct MI325X

768 GB total VRAM · CDNA 3

~$24.00/h

4x AMD Instinct MI300X

768 GB total VRAM · CDNA 3

~$24.00/h

3x AMD Instinct MI355X

864 GB total VRAM · CDNA 4

~$39.00/h

Quick GPU Planning

Use the calculator pre-filled with this exact version to estimate memory, speed, and compute requirements in a few clicks.

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Frequently Asked Questions

How much VRAM do you need to run DeepSeek V4 Pro (671B)?

With an estimated 671B parameters, DeepSeek V4 Pro (671B) needs roughly 750 GB of VRAM in 8-bit (INT8), 375 GB in 4-bit, and 1500 GB in FP16, including a 20% overhead for activations and KV cache.

Which GPUs can run DeepSeek V4 Pro (671B)?

At 8-bit quantization, the most cost-effective option is 3x AMD Instinct MI325X (768 GB combined VRAM, around $24.00/hour on-demand). Higher-end cards like the NVIDIA B200 or AMD MI355X reduce the GPU count needed.

Can DeepSeek V4 Pro (671B) run on a single GPU?

No. Even in 4-bit, DeepSeek V4 Pro (671B) exceeds the memory of any single current GPU, so a multi-GPU cluster is required.

How much does it cost to serve DeepSeek V4 Pro (671B) in the cloud?

Renting 3x Instinct MI325X costs on the order of $24.00/hour, i.e. about $17,520/month running 24/7. Actual prices vary by provider and commitment; spot and reserved capacity can be significantly cheaper.

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