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Guide to Parallel Computing with Julia on JuliaHub

Start with a basic data science workflow and demonstrate benefits of parallel programming using the Julia Programming Language.

Timings

  • Small
    • serial: ~2 seconds
    • threaded loop: ~0.66 seconds
    • threaded workers: ~0.56 seconds
  • Large
    • serial: 734 seconds (24s per file)
    • threaded loop: 290 seconds (9.7s per file)
    • threaded workers: 172 seconds (5.8 per file)

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  • Julia 100.0%