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About on George Grigorev Blog

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Introduction to parallelism in PyTorch

Training large models inevitably requires a solid understanding of parallelism techniques. In this post, I’ll give a practical, in-depth overview of the most common approaches — DDP, FSDP, and TP — and how they’re actually used in real PyTorch training setups. This article was inspired by the excellent “How to Scale Your Model” blog series . While that series is clear and insightful, I…

Tokenization from first principles

Byte-level BPE from first principles: what matters for speed and quality, how to implement it cleanly, and why a SuperBPE variant can lift sample efficiency.