~/talk

Auto-magic Package Development

Talkat rstudio::conf 2019 · 2019-01-15..01-18· [javascript, data-visualization]
slides:none on file

An R package ecosystem that auto-generates a Vega-Lite API from the Vega‑Lite JSON schema is implemented: vlbuildr is the user-facing, pipe-friendly API and vlmetabuildr generates its code. The build pipeline uses a create_api workflow (eg create_api and create_encoding_functions) to extract parameters and docs from the schema, emit hundreds of functions and help files (the auto-gen api), and when Vega‑Lite 4 arrives updating takes about an hour despite ~190 files and tens of thousands of lines changing.

AI-written summary · about

  1. 0:00Introduction to Vega-Lite
  2. 1:03Grammar of Graphics in R/Python
  3. 4:42The History of R Vega Packages
  4. 7:52The Vega Widget Package
  5. 10:00Developing VL Builder
  6. 12:28Automating API Generation
  7. 16:16Testing with Schema Updates
  8. 18:26Future Work and Conclusion
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