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{mirai} and {crew}: next-generation async to supercharge {promises}, Plumber, Shiny, and {targets}

Talkat posit::conf(2024) · 2024-08-12..08-14· [distributed-systems, data-engineering]
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mirai uses NNG (nanomsg next gen) to give true event‑driven async: thousands of R processes connect brokerless, millions of tasks run with microsecond round‑trips and no polling (demo: launching 1,000,000 promises; example app does 10,000 async coin flips updating continuously). crew adds auto-scaling workers via a local R6 controller, spinning SLURM/AWS Batch workers on demand, returning mirai task objects that become promises, and plugs directly into targets and coro.

AI-written summary · about

  1. 0:00mirai crew async intro
  2. 1:08Next-gen async in R
  3. 3:50nanonext enables mirai async
  4. 4:53Mirai promises Shiny speed
  5. 8:26Will Landau crew HPC intro
  6. 9:10Crew clinical trial challenges
  7. 11:18Auto-scaling crew mirai HPC
  8. 13:08Crew dynamic task pipelines
  9. 15:16Submit retrieve crew tasks
  10. 16:42Crew custom plugins
  11. 17:50Crew targets workflows
  12. 18:34mirai crew impact recap
  13. 18:54Q&A hardware coro
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