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[P] Built GPT-2, Llama 3, and DeepSeek from scratch in PyTorch - open source code + book

Via r/LocalLlama
Wednesday, Apr 15, 2026 · 2:42PM
Summary

I wrote a book that implements modern LLM architectures from scratch. The part most relevant to this sub: Chapter 3 takes GPT-2 and swaps exactly 4 things to get Llama 3.2-3B: LayerNorm → RMSNorm Learned positional encodings → RoPE GELU → SwiGLU Multi-Head Attention → Grouped-Query Attention Then lo

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