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Artem Pelenitsyn

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SparseAuto: An Auto-Scheduler for Sparse Tensor Computations Using Recursive Loop Nest(…)OOPSLA 20242024-10-20
SparseAuto is an auto-scheduler that applies recursive loop-nest fission/fusion to produce imperfectly nested code, uses a poset-based cost model combining…
Talk on
Garbage Collection for Mostly Serialized HeapsISMM 20242024-06-25
A hybrid generational collector for mostly-serialized heaps implements a nursery of mini-regions with bump allocation and a copying young collector that…
Talk
The Unreasonable Performance Of The Julia LanguageLambdaConf 20242024-05-04
Claim: Julia hits near‑C speeds by using a specializing JIT that exploits type stability to devirtualize multiple dispatch. Evidence: microbenchmarks show a…
Talk on
Approximating Type Stability in the Julia JITVMIL 20232023-10-23
Presents a first algorithm to approximate type stability for Julia by enumerating concrete subtypes of a method signature and running Julia’s own type…
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Type Stability in Julia: Avoiding Performance Pathologies in JIT CompilationOOPSLA 20212021-10-17
Formalizes type stability and introduces a stronger property, type groundedness, proves grounded instances always fully devirtualize under a modeled JIT, and…
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