~/talk

Intake 2

Talkat PyData Global 2023 · 2023-12-06..12-08· [databases]
slides:none on file

Intake 2 is a complete rewrite that replaces tangled legacy APIs with a simpler reader interface and removes unused features, yielding tiny reader definitions that auto-encode common loaders (pandas, dask, Ray, geopandas) and converters into plots or files. It builds declarative catalogs of datasets without storing data or running a server, supports pipelines as composable readers, and already guesses types and conversion paths. Current state is Alpha; many more readers, converters, and output nodes are planned.

AI-written summary · about

  1. 0:00Intake 2 Alpha intro
  2. 1:29Intake in data landscape
  3. 3:17Missing piece in workflows
  4. 6:48Changes from Intake V1
  5. 7:10Data catalog programmatically
  6. 11:44Minimal dataset definitions
  7. 13:12Pipelines from readers
  8. 15:40Transforming data with converters
  9. 17:09Reading data with backends
  10. 19:39Intake 2 features summary
  11. 23:29Community involvement call
  12. 24:53Roadmap and next steps
  13. 25:34Q&A on writing and integrations
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