DeepSeek V3: Advanced AI
Language Model with 671B
Parameters
Experience the next generation of language models with groundbreaking efficiency in reasoning, coding, and mathematical computation
- 671B Parameters
- Advanced Coding
- Efficient Training
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Key Features
Discover the powerful capabilities that make DeepSeek V3 stand out
Advanced MoE Architecture
Revolutionary 671B parameter model with only 37B activated per token, achieving optimal efficiency through innovative load balancing
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Multi-head Latent Attention (MLA)
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Auxiliary-loss-free load balancing
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DeepSeekMoE architecture
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Multi-token prediction objective
State-of-the-Art Performance
Exceptional results across multiple benchmarks including MMLU (87.1%), BBH (87.5%), and mathematical reasoning tasks
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Top scores in coding competitions
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Advanced mathematical computation
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Multilingual capabilities
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Complex reasoning tasks
Efficient Training
Groundbreaking training approach requiring only 2.788M H800 GPU hours, with remarkable cost efficiency of $5.5M
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FP8 mixed precision training
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Optimized training framework
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Stable training process
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No rollbacks required
Versatile Deployment
Multiple deployment options supporting NVIDIA, AMD GPUs and Huawei Ascend NPUs for flexible integration
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Cloud deployment ready
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Local inference support
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Multiple hardware platforms
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Optimized serving options
Advanced Coding Capabilities
Superior performance in programming tasks, excelling in both competitive coding and real-world development scenarios
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Multi-language support
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Code completion
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Bug detection
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Code optimization
Enterprise-Ready Security
Comprehensive security measures and compliance features for enterprise deployment and integration
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Access control
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Data encryption
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Audit logging
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Compliance ready
Extensive Training Data
Pre-trained on 14.8T diverse and high-quality tokens, ensuring broad knowledge and capabilities
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Diverse data sources
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Quality-filtered content
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Multiple domains
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Regular updates
Innovation Leadership
Pioneering advancements in AI technology through open collaboration and continuous innovation
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Research leadership
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Open collaboration
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Community driven
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Regular improvements
DeepSeek V3 in the Media
Breaking new ground in open-source AI development
Breakthrough Performance
DeepSeek V3 outperforms both open and closed AI models in coding competitions, particularly excelling in Codeforces contests.
Massive Scale
Built with 671 billion parameters and trained on 14.8 trillion tokens, making it 1.6 times larger than Meta's Llama 3.1 405B.
Cost-Effective Development
Trained in just two months using Nvidia H800 GPUs, with a remarkably efficient development cost of $5.5 million.
DeepSeek V3 in Action
Watch how DeepSeek V3 revolutionizes open-source AI capabilities
DeepSeek V3: Revolutionary Open Source AI
An in-depth look at DeepSeek V3's capabilities and performance compared to other leading AI models.
DeepSeek V3 Performance Metrics
Breaking new ground in open-source AI development
Technical Specifications
Explore the advanced technical capabilities and architecture that
power DeepSeek V3
DeepSeek V3 Architecture Details
Advanced neural architecture designed for optimal performance and efficiency
DeepSeek V3 Training Process
Comprehensive training pipeline optimized for performance and stability
DeepSeek V3 Core Capabilities
Comprehensive set of abilities spanning multiple domains
Performance Optimization
Cutting-edge techniques for maximum efficiency
DeepSeek V3 Research
Advancing the boundaries of language model capabilities
Novel Architecture
Innovative Mixture-of-Experts (MoE) architecture with auxiliary-loss-free load balancing strategy
Training Methodology
Advanced FP8 mixed precision training framework validated on large-scale model training
Technical Paper
Read our comprehensive technical paper detailing the architecture, training process, and evaluation results of DeepSeek V3.
About DeepSeek
Pioneering the future of open-source AI development
Company Background
Backed by High-Flyer Capital Management, DeepSeek aims to achieve breakthrough advances in AI technology through open collaboration and innovation.
Infrastructure
Utilizing advanced computing clusters including 10,000 Nvidia A100 GPUs, DeepSeek demonstrates exceptional capabilities in large-scale model training.