Dissecting tf.function to Discover AutoGraph Strengths and Subtleties

Dissecting tf.function to Discover AutoGraph Strengths and Subtleties

EuroPython Conference via YouTube Direct link

Twophase execution

2 of 24

2 of 24

Twophase execution

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Dissecting tf.function to Discover AutoGraph Strengths and Subtleties

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  1. 1 Introduction
  2. 2 Twophase execution
  3. 3 Problem description
  4. 4 Flow1 solution
  5. 5 Adding the decorator
  6. 6 First output
  7. 7 Exception
  8. 8 Lesson
  9. 9 Solution
  10. 10 TFfunction are not graph convertible
  11. 11 Dynamically typed vs statically typed
  12. 12 Identity
  13. 13 First test
  14. 14 Analysis
  15. 15 Code
  16. 16 Weird behavior
  17. 17 Summary
  18. 18 F function outers
  19. 19 Performance measurement
  20. 20 Use tf tensor everywhere
  21. 21 What happens when we plug into tffunction
  22. 22 Problems with tffunction
  23. 23 Recap
  24. 24 Questions

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