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Purrrfectly parallel, purrrfectly distributed

Talkat posit::conf(2025) · 2025-09-16..09-18· [distributed-systems]
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purrr now maps in parallel using Mirai, an NNG‑based runtime that scales to millions of tasks over thousands of connections and claims up to a thousand times the efficiency versus naive approaches. Users start daemons (launch_local or launch_remote), SSH or SSH‑tunnel remote processes that dial back to a host URL, and assign named compute profiles to route GPU work to other machines; examples show mixing local and remote daemons (e.g., 6 + 6 = 12 workers) and working reliably in Shiny, plumber2 and tidymodels.

AI-written summary · about

  1. 0:00Introduction to purrr
  2. 1:04Ecosystem and mirai origins
  3. 3:43Design philosophy of mirai
  4. 6:25Applications of mirai
  5. 8:34Distributed computing patterns
  6. 16:04Q&A and final remarks
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