PyTorch Lightning18 min read
A Visual Guide to Attention Variants in Modern LLMs
From MHA and GQA to MLA, sparse attention, and hybrid architectures
By Sebastian Raschka, PhDAhead of AI (Raschka)
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Originally published by Ahead of AI (Raschka) on Mar 22, 2026.
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