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This article codes the self-attention mechanisms used in transformer architectures and large language models (LLMs) such as GPT-4 and Llama from scratch in PyTorch.

Pytorch multiheadattentionA survey on efficient training of transformersRecurrent neural networks rnnsSelf attention mechanismLarge language models from scratchLarge language modelAttention is all you needNatural language processingRecurrent neural networksAll youEfficient trainingUnnormalized attentionStable diffusionHigh resolution image synthesisLatent diffusionFlash attention