deepseek-ai/DeepSeek-V3

Health v2 · maintenance only

Adoption not part of the score

104416 stars · 16733 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Official repository for DeepSeek-V3, a 671B-parameter Mixture-of-Experts language model (37B activated per token) with open weights, inference code, and conversion tools. It includes instructions for local deployment via Hugging Face, vLLM, SGLang, and other engines, plus the model's technical report.

Use cases

• run deepseek v3 locally
• self-host a large open-source LLM
• download deepseek v3 weights from hugging face
• serve a mixture-of-experts model with vllm
• fine-tune or evaluate an open MoE language model
• build a chatbot on an open-weights model

When to choose

• you need a state-of-the-art open-weights LLM you can self-host
• you have multi-GPU or cluster hardware to run a 671B MoE model
• you want to study or extend a frontier MoE architecture like MLA and multi-token prediction

When to avoid

• you lack GPUs with hundreds of GB of aggregate VRAM
• you just need a hosted chat API without managing infrastructure
• you need a small model for laptops or edge devices

Facets

library · maturity active

llm-inference llm-training machine-learning deep-learning large-language-models artificial-intelligence deep-learning machine-learning python mixture-of-experts open-weights multi-head-latent-attention multi-token-prediction huggingface self-hosting gpu linux docker

Member repositories

For agents

markdown · JSON · MCP: product_card(name="deepseek-ai/DeepSeek-V3")