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How to Scale Your Model: Chapter 1 Notes

Handwritten notes for Chapter 1 of How to Scale Your Model.

All About Rooflines

Definitions

Numbers

  • H100 - roughly 9.9e14 bfloat16 FLOP/s
  • TPU - 9.1e14 bfloat FLOP/s
  • basically, order of mag ~ 1e15 FLOP / s

Notes

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