DeepSeekDeepSeek

DeepSeek V3 671B

現行
1.1Mダウンロード4.1KいいねDec 2024公開日131K トークンコンテキストDeepSeekライセンス75 優秀品質

DeepSeek V3 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.

はじめに

— コピー&ペーストでローカル実行

Copy-paste commands to run DeepSeek V3 671B on your machine.

Run

ollama run deepseek-v3

Quick specs

Parameters671B (37B active)
Architecturemoe (MoE)
Context131K tokens
Modalitytext
Min RAM261.7 GB
Rec. RAM409.3 GB (Q4_K_M)
LicenseDeepSeek
FamilyDeepSeek
Chat Reasoning

About this model

We present DeepSeek-V3, a strong Mixture-of-Experts (MoE) language model with 671B total parameters with 37B activated for each token. To achieve efficient inference and cost-effective training, DeepSeek-V3 adopts Multi-head Latent Attention (MLA) and DeepSeekMoE architectures, which were thoroughly validated in DeepSeek-V2. Furthermore, DeepSeek-V3 pioneers an auxiliary-loss-free strategy for load balancing and sets a multi-token prediction training objective for stronger performance.

  • On top of the efficient architecture of DeepSeek-V2, we pioneer an auxiliary-loss-free strategy for load balancing, which minimizes the...
  • We investigate a Multi-Token Prediction (MTP) objective and prove it beneficial to model performance

関連モデル

あなたのハードウェア

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量子化オプション

量子化レベル別VRAM推定値

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
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 V3 671B benchmark scores

Benchmark verified

Coding

SWE-bench Verified42.0%
HumanEval+82.6%
Aider Polyglot49.6%
LiveCodeBench37.6%

Reasoning

MMLU-Pro75.9%
GPQA Diamond59.1%
MATH-50090.2%
ARC Challenge

General

Chatbot Arena
IFEval86.1%

Source: official · 2024-12-26

ハードウェア互換性

全ハードウェアの適合度推定

カリキュレーターを開く

Computing compatibility...

メモリ内訳

Reference: RTX 2060 6GB

Weights409.3 GB
KV Cache59.6 GB
Runtime0.9 GB
Headroom0.6 GB

よくある質問

FAQ — DeepSeek V3 671B

関連項目