~/talk

A Ray of Hope: Array Programming for the 21st Century

Talkat SPLASH 2020 REBASE · 2020-11-16..11-23· [machine-learning]
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slides:none on file

A new language called ShapeRank implements a statically typed, purely functional array model that treats every value as a tensor, extends rank-polymorphism to streams, and forbids loops and recursion so iteration is shaped by data. A prototype reference implementation exists to validate a local type inference that tracks per-dimension sizes and base types, treats records as scalars, and offers reactive (default) versus synchronous zipping semantics for streams; stream support is not yet finished.

AI-written summary · about

  1. 0:00Intro
  2. 2:35Array Programming: APL
  3. 3:59Array Programming in a Nutshell
  4. 4:45Example 0: Dot Product Aka Inner Product
  5. 6:53Advantages
  6. 8:40Think Different All primes up
  7. 14:15From Arrays to Streams
  8. 16:00Reactivity
  9. 16:59Array Programming, Statically Typed
  10. 21:50Concepts
  11. 23:32Example 3: Extending Operations Pointwise
  12. 26:31Example 2': Extending Operations Pointwise on Streams
  13. 30:51ypes Overview
  14. 33:01Example: Types of Literal Tensors
  15. 33:44Examples: Function Signatures Signatures have been simplified to protect the innocent
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