DeepSeek R1 671B

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👁 huggingface
HuggingFace 👁 ollama
Ollama

4.3MDownloads13.4KLikesJan 2025Released131K tokensContextMITLicense84 StrongQuality

DeepSeek R1 671B (671B parameters) requires approximately 470.4 GB of VRAM with Q4_K_M quantization. As a Mixture of Experts model with 37B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 541 GB of VRAM.

Get started

— copy & paste to run locally

Copy-paste commands to run DeepSeek R1 671B on your machine.

Run

ollama run deepseek-r1

Quick specs

Parameters671B (37B active)

Architecturemoe (MoE)

Context131K tokens

Modalitytext

Min RAM261.7 GB

Rec. RAM409.3 GB (Q4_K_M)

LicenseMIT

FamilyDeepSeek

✓ Chat✓ Reasoning

About this model

We introduce our first-generation reasoning models, DeepSeek-R1-Zero and DeepSeek-R1. DeepSeek-R1-Zero, a model trained via large-scale reinforcement learning (RL) without supervised fine-tuning (SFT) as a preliminary step, demonstrated remarkable performance on reasoning. With RL, DeepSeek-R1-Zero naturally emerged with numerous powerful and interesting reasoning behaviors. However, DeepSeek-R1-Zero encounters challenges such as endless repetition, poor readability, and language mixing.

•We directly apply reinforcement learning (RL) to the base model without relying on supervised fine-tuning (SFT) as a preliminary step. This...
•We introduce our pipeline to develop DeepSeek-R1. The pipeline incorporates two RL stages aimed at discovering improved reasoning patterns and...

Related models

Your hardware

Detecting...

Quantization options

VRAM estimates by quant level

No hardware detected — fit column shows raw VRAM estimates

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	261.7 GB	Low	—
Q3_K_S	3	328.8 GB	Low	—
NVFP4	4	375.8 GB	Medium	—
Q4_K_M	4	409.3 GB	Medium	—
Q5_K_M	5	483.1 GB	High	—
Q6_K	6	550.2 GB	High	—
Q8_0	8	718.0 GB	Very High	—
F16	16	1375.6 GB	Maximum	—

Quality benchmarks

DeepSeek R1 671B benchmark scores

Benchmark verified

Coding

SWE-bench Verified49.2%

HumanEval+85.0%

Aider Polyglot53.3%

LiveCodeBench65.9%

Reasoning

MMLU-Pro84.0%

GPQA Diamond71.5%

MATH-50097.3%

ARC Challenge—

General

Chatbot Arena—

IFEval83.3%

Source: official · 2025-01-20

Hardware compatibility

Fit estimates across all hardware

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Computing compatibility...

Memory breakdown

Reference: RTX 2060 6GB

Weights409.3 GB

KV Cache59.6 GB

Runtime0.9 GB

Headroom0.6 GB

Frequently asked questions

URL: https://willitrunai.com/models/deepseek-r1-671b

⇱ DeepSeek R1 671B VRAM Requirements — GPU Compatibility

DeepSeek R1 671B

VRAM estimates by quant level

DeepSeek R1 671B benchmark scores

Fit estimates across all hardware

Reference: RTX 2060 6GB

FAQ — DeepSeek R1 671B