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Efficient Parallel Functional Programming with Effects

Talkat PLDI 2023 · 2023-06-17..06-21· [functional-programming]
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Extends the MPL/Maple compiler for Parallel ML to track and pin entangled objects and install read barriers on mutable objects, proving entanglement management costs O(ε) where ε is total entangled size so disentangled objects pay zero overhead. Implements a lock-free concurrent collector, runs 8 benchmarks across C++, Go, Java, OCaml and Maple on 72 cores, shows Maple within 2× of C++, roughly 2× faster than Go/Java and 6× faster than OCaml, averages ~30× speedup on 72 cores and space footprint close to C++ — practical and competitive.

AI-written summary · about

  1. 0:00Parallel functional programming intro
  2. 1:11Why FP suits parallelism
  3. 2:34Memory challenges in parallel
  4. 6:09Hierarchical heap for GC
  5. 8:13Cross pointers in threads
  6. 10:19Performance vs other languages
  7. 12:28Tracking entangled objects
  8. 14:11Overhead of entangled objects
  9. 15:17Efficiency benchmarks
  10. 16:00Why Maple performs well
  11. 16:45Q&A
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