DeepSeek-V3 From Scratch

Table of Contents DeepSeek-V3 from Scratch: Implementing the DeepSeek Trainer Training Infrastructure with Hugging Face Trainer Implementation: Custom Trainer and Data Handling Training Configuration Data Preparation: TinyStories Dataset Training DeepSeek-V3 from Scratch and Saving Checkpoints Testing Generation: Bringing the Model…

Table of Contents DeepSeek-V3 from Scratch: Building the Architecture in PyTorch The Transformer Block: Combining MLA and MoE The Complete Model: From Tokens to Logits Weight Tying: Sharing Token Embeddings and Output Weights Multi-Token Prediction Integration Implementing the DeepSeek-V3 Architecture…