The Technological Foundation Behind DeepSeek: A Large-Scale Language Model Architecture Based on Mixture of Experts

The Technological Foundation Behind DeepSeek: A Large-Scale Language Model Architecture Based on Mixture of Experts

Source: Deephub Imba This article is about 1400 words long and is recommended to be read in 5 minutes. This article will delve into the architectural design, theoretical basis, and experimental performance of DeepSeekMoE from a technical perspective, exploring its application value in scenarios with limited computational resources. DeepSeekMoE is an innovative large-scale language model … Read more

Comprehensive Guide to LLaMA Architecture Technology

Comprehensive Guide to LLaMA Architecture Technology

Comprehensive Guide to LLaMA Architecture Technology 🧠G-MQA optimization attention mechanism, reducing overhead and improving efficiency, suitable for large models. 🔍RMSNorm replaces LayerNorm, reducing computation and enhancing stability, widely applied. 🌐RoPE improves positional encoding, integrating information to solve problems, aiding model understanding. ⚡SwiGLU combines functional advantages, enhancing performance and efficiency, used in complex scenarios. CloseMoreName clearedScan … Read more